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 ---
 name: augustus
-description: "Use when placing typed probabilistic judgment (Jev-class System One / decision models) with mathematical, logical, or algorithmic mental models — in AI, software, business, knowledge work, or life, not only SWE; deciding where a fast cheap categorization/classification/scoring model belongs versus generation, exact policy/code, or proof; applying expected utility, selective classification/abstention, calibration, cost-sensitive thresholds, value of information, MCDA, signal detection, search/control substitutions, or Leveson-style org/safety; using NATM/snap-fit/Norman as design intuition; designing mixed architecture (decision model + LLM writing); auditing an existing system, PR, workflow, or non-software practice for judgment-shaped holes and code smells; debugging a question that hovers near 0.5, clusters mid-scale, or hides two judgments; placing agent self-supervision gates (pre-action, output judge, done-check, stuck-detector, context sieve); coupling a typed judge as an optimizer metric (Ax, DSPy); choosing among TypeSafe Jev, open heads (Laya, kev, openjev-lm, Nimble, encoder DeBERTa, LoRA distill, open multimodal RLCD / blackwood), announced open decision-model (Watch — still not landed), constrained-AR (TypeAR, pcdServer, decision-token LoRA), diffusion structured reads, GLiNER/GLiClass/GLiGuard encoder family (locate vs categorize vs safety-schema classify vs local multi-head), listwise rankers, or vision scorers; placing judgment beside TLA+/Alloy/Apalache/Dafny/DST (Antithesis, Resonate, PufferLib) without laundering a Noul as a proof; answering \"it's just classification\", \"is Jev probabilistic programming\" (marginals vs joint, not a PPL), \"low/medium/high entropy\" (allocator, not a meter), \"perception specialist then judgment vs shared multimodal System One\", \"wait for Archer vs open multimodal RLCD\", \"screenshot/DOM candidates → typed Choice\", \"eval path\", \"jevals\", \"Harbor taskset\", \"shared bake-off ECE/NLL/Brier\", \"LLM-as-judge is not the System One score\", \"pipeline / measure / hill-climb perception into a decision\", \"Ax vs DSPy\", \"held-out\", \"correctness is not confidence\", \"is this only for software?\", Alloy vs Apalache, GLiNER vs Jev, \"is GLiGuard Jev?\", LLM-as-judge, paraphrase brittleness, allowlist then judge (allowlist *proves*; fail-open cannot block), \"missing other → confident wrong Choice\", \"lint the Jev request\", \"training confronts Choice other / none-of-the-above\", \"S1 reflex keeps control / optional S2 one-use advice\", \"soft AGENTS.md rules vs linter\" (Abide / jev-pref), \"edit-phase vs turn-phase observation window\", banded confidence fail-open preference lint, \"extractive selection / pointer-not-generator\", \"encoder GLiNER compaction vs Jev Score compaction (same job; pointer not summarizer)\", \"fail-closed keep_full under mutation envelope\", \"CI flaky-vs-real merge gate\", \"fail-open VOI wake/resume (Horvitz)\", \"claim/evidence Stop integrity\", \"S1 extract + escalate-S2 indexer\", \"Harbor on/off routing\", \"policy-as-judgment PR marshal\", \"shadow-mode compaction rollout\", \"Jev Ultrafast vs GLiNER Ultrafast (observe-score-act backend-agnostic)\", \"hybrid local decide + remote fill\", \"DONE ≠ verified success\", \"observed a11y/DOM candidates vs screenshot multimodal\", \"evidence-preserving stdout prune (not summarize)\", \"hard token/format envelope then soft Noul\", \"fail-safe keep original on prune failure\", \"stdout prune vs session compaction\", \"specialist S1 computer-use (Cua-S1 form-v0; not TypeSafe Jev)\", \"plan ≠ execute / dry-run default\", \"observed-element option head (fill/check/click/skip)\", \"local /v1/systemone drop-in (stub until hf scorer)\", \"dataframe-native semantic columns\", \"route≠memory\", \"advisory sidecar receipts\", \"structure induction over bags\", \"AST ∩ semantic lint\", \"extractable-from-state / retrieve first\", \"decision-model vs constrained-LLM bake-off\", \"dual-process S1 decide / S2 generate\", \"combinatorial grid ≠ extractive\", TOCTOU-of-Noul, vacuous specs, open weights vs constrained decoding vs encoder vs LoRA vs kev, whether a decision needs a model at all (meta-VOI), env-break vs policy-break, sqlite-jev / in-engine vs CLI store index, hard safety envelope (Jev proposes, code clamps), host-adapter routing (not MCP), distill-to-device memory gate, \"uncalibrated local likelihoods vs Noul / CUDA replica\", \"decision-native RAG retrieve wide then decide then evidence set\", \"classify-first MCP / read selectively\", \"living applied-mappings atlas / class patterns not a 342 hit list\", \"draft-gate silence as safer / heartbeat\", \"robotics text-state vs pixels\", \"verbatim session ledger / scored recall\", \"judgment as language primitive / English-as-config\", \"pre-registered AMBIGUOUS eval / cascade sign-flip\", \"healthcare Harbor-shaped S1+S2\", \"pre-exec tool gate allow/block/review\", \"productized public primitive / judgment wall\", \"meaning-search without embeddings\", \"attention≠correctness PR review\", \"skills→oxlint / AST prove ∩ remainder\", \"session-sticky first-prompt routing\", \"measured RAG rerank vs generative rerank\", \"Stagehand extract pick-and-copy / judge\", \"harness observe-score-act productization\", or \"formally verify with Jev\", \"capability kernel / secrets never in the agent\", \"Jev is SENSOR not policy\", \"type-safe ≠ correct\", \"typed control plane around DSPy\", \"native-probability calibration / Brier/ECE arena\", \"fan-out as measurement economics\", \"engine owns truth / Jev owns judgment\", \"human-confirmed kill gate\", \"train specialist when downstream reads p vs few-shot hosted when only argmax\", \"decide→policy→LLM leftover cascade\", \"Noul 0.5 cannot-tell never rounded\", \"calibration ≠ sortable / ORDER BY over Jev probs\", \"pairwise inversion / Score ordinality / two-decimal ties\", \"wire-compat self-hosted /v1/systemone GLiFormer\", \"class-backend economics\", \"loopback gateway hosted + local OpenJev\", \"do not distill Jev as teacher of record\", \"active-learning triage / training-data VOI\", \"index-once ask-many / citable evidence packets\", \"meaning-grep AND/OR/NOT line Nouls\", \"closed-vote-only computer-use / no planner LLM\", \"Jev vs local MLX PCD Harbor\", \"PCD O(1) speed ≠ calibrated Noul\", \"host-owned handlers × System One\", \"OMP/pi fail-open acceptance gate\", \"permission vs probability / operator owns the safety bar\", \"judgment ≠ permission / Jev never grants access\", \"eval integrity / instrument not score / dinostomp jev-as-if\", \"constrained optimizer + S1 features / never sole hot-path gate\", \"privilege ≠ verdict / effect contracts not tokens\", \"attention filter / VOI for human review / never blocks / never green unless sure\", \"measurement owns endorsement / evidence-gated question packs\", \"Jev supplies evidence / code owns authority\", \"ranking ≠ calibration / never hard-threshold raw p as frequency\", \"hot-click CU / indexed element table / S1 on click path\", \"Jev judges relevance / code decides structure / never rewrite\", \"local rules first then remainder / never auto-train on model's own hides\", \"combinators / System One as control plane / not chat turns\", \"receipts not leaderboard / type-safe ≠ correct jaggedness\", \"VOI over skill library / skillranker abstention\", \"OOD calibration / AUC ≠ ECE / sign of miscalibration by type\", \"Jev vs thinking-budget small models / frontier-100\", \"turnstile / replayable evidence≠authority\", \"MLX one-pass schema→JSON / Apple Silicon replica economics\", \"memory leases ended by new evidence\", \"never confidently wrong / TLA+ compose with judgment / escalate instead of hard-gate\", \"no seal no advance / coverage ledger / mint ≠ product brain\", \"skill-broker sibling turnstile/skillranker / judgment ≠ permission\", \"sureness / CERTAIN|CONFIDENT|LEANING|TORN|CLUELESS / max_prob is generous\", \"JevBench Harbor/jevals practice / calibration not in Main Score\", \"CI typed gate before expensive review / ci-gatekeeper\", \"Codex MCP host adapter / jev_select_capability\", \"judgment as attention redirect not merge blocker / jev-preflight\", \"compress-before-first-send / dizk jev-lens vs rashed attention filter\", \"tools≠use / SessionStart over hoping the model recalls\", \"observational memory / keep-kind verbatim / pi-om\", \"open-Jev class / openvons / JevPick menu decode\", \"physical-world System One / HA-Jev / not for locks\", \"judgment outside the store / jevql CLI\", \"landed-script trust / headless≠auto-approve\", \"digital-design combinators / extended Router Loop Retry Fallback Memory\", \"VOI cache admission / same-intent skip LLM\", \"BM25 vs Jev skill routing Harbor harness\", \"zeroshot vs BERT / contamination DiD / label-equivalence\", \"typed escalate continue abort baton / inverted loop\", \"worth-your-attention VOI / ThinkyMiner Winnow vs kevinpita winnow\", \"Jev WHETHER Python HOW LLM WHAT\", \"conflict vs ignorance / named Choice escape\", \"Playwright executes Jev chooses / sample-from-distribution\", \"OpenJev /v1/decide not TypeSafe drop-in\", \"SemIf wire-compat runoff\", \"decision-as-memory flywheel\", \"record/replay CI / jevassert\", \"failure-finding arena / jevarena ≠ jev-arena\", \"BBQ stereotype/uncertainty/cost\", \"decider≠executor / jeffrey\", \"sentence-as-rule lint / jevlint ≠ JevLint\", \"VOI hunk prune / prune-review\", \"whole-repo intent VERIFIED/VIOLATION/UNKNOWN\", \"GLiNER2 System One spec ≠ replica\", \"Rust/WebGPU grande / Clojure Laya byte parity / CPU SemIf\", \"ONNX ModernBERT local-jev measured not equivalent\", \"persist constraints across compaction / pi-heed\", \"calibration+cost as first-class gates\", \"Harbor-shaped Jev vs schema-guided LLM-as-judge / jev-judge-bench ≠ jevarena ≠ jevbench\", \"hand no-text steps to Jev / jev-use / Vercel drops confidence / margin fallback\", \"Pi System-One control plane / pi-jev-control\", \"generation as tree of Choices / never free-generates / jev-gpt\", \"OpenRouter recipe atlas / samples not benches / jev-cookbook\", \"personal history feed / no social graph / jevfeed\", \"competing NAR claims / dual-channel ECE / claim-verification / openJev-verdict ≠ OpenJev\", \"empty compaction-proxy skip / IPECTER\", \"throughput ≠ latency / like-for-like ECE\", \"1-token logprob endpoint ≠ Noul / coverage ≠ correctness / chakuho\", \"open replica engine / jevinf / argmax-parity ≠ ECE\", \"unofficial Elixir SDK ≠ OTP peer / dannote/jev\", \"jevex rename + n=16 SWE VOI / files-to-read\", \"commit pre-review attention≠verdict / middle band never rounded / commitjev\", \"Hermes plugin is Agnes not TypeSafe\", \"pi-jev-compact ≠ pi-jev-compaction / verbatim summarizer replacement\", \"empty Codex-proxy skip / IPECTER runway\", \"decision-native inbox / mailordinal / humans own ambiguity\", \"unofficial jev-cli not ready / ≠ jevql\", \"laya-multilingual / English checkpoint confident-wrong OOD / ships uncalibrated\", \"schema-conditioned DeBERTa scorer / peaked ranking ≠ calibration\", \"HF 401 access / GitHub 404 Hub-only\", \"productized System One HTTP / classifier.dev / label+confidence public contract\", \"escalate-under-threshold / smart tier 0.7 / multi-label ignores tier\", \"silent-fallback FALLBACK marker / granite 0.546 vs advertised 0.800\", \"vs_jev tracked JSON not transcription / read eval/README before quoting\", \"choxos/jev-reviewer ≠ egma-ai / systematic-review pointer-not-generator\", \"two-pass Choice+Noul / relative which-line + absolute does-this-line\", \"not-found is an answer / no paraphrase invent\", \"human check as productized judgment / checked never overwritten\", \"githubnext/localjev ≠ kunchenguid/local-jev / prompted JSON ≠ structured logit read\", \"wire-compat ≠ logit-equiv / self-reported probs / entropy confidence\", \"institutional open-replica / GitHub Next /v1/systemone\", \"Harbor-shaped bake-off AG News BoolQ SST-5 / 1200-request caveats\", \"LM Studio runner gap / structured-read primitives for OpenJev parity\", \"NandhaKishorM/laya packaging ≠ Hub-only / Router script-before-p\", \"post-T ECE ≠ raw ECE / Banking77 token-budget / 0.85 still soft / not TypeSafe drop-in / external census ≠ scored bake-off / GLiNER2+routers class-boundary / incomplete vs watch / Harbor honesty watch / JevBench v1.2 geometric-mean I/C/S/K / cal now ON rank / weight sensitivity / option-order 72→21 / instruction models class-boundary / ×2 latency assumption / est. costs / Laya absent gap / Qwen3.8 27B ≠ Archer\", \"hourly already-folded watch / apply-the-five / skip thin noise\", \"hard-gate Noul as PR gate is soundness theater / totally-tim/jev-gate ≠ jev-gateway\", \"S1 never stalls waiting / S2 one-use advisory\", \"purple telemetry = consumed not arrived\", \"Local controller ≠ githubnext/localjev\", \"seed = geometry not async replay\", \"20% starting gate still soft / schema-safe ≠ correct\", \"no pixels to either provider / confidence ≠ selected probability\", \"experimental viz not a flight controller / S2 never grants\", \"OCR+AX observe-score-act / typesafe-computer-use\", \"never send screenshot to frontier for the decision\", \"overlapping CU options = false low confidence\", \"split kind/item/site / offscreen\", \"writer/decider split + post-type Noul still soft\", \"155× one-screenshot Harbor-shaped ≠ taskset\", \"AX never sole / Spotify 0\", \"decision ≠ answer-reader capture\", \"typesafe-computer-use ≠ jev-ultrafast ≠ cua-s1 ≠ camoufox\", \"ASR observe-score-act / jev-voice-browser\", \"partial-speech VOI / complete Noul / free-text waits\", \"spoken confirm ≠ hard auth\", \"numbered overlay disambiguate without another model\", \"moritzkremb/jev-voice-browser ≠ jev-voice-control ≠ nikolas-j\", \"wrap-as-execution / AgentGhost ALLOW ASK DENY\", \"rules first then Jev remainder / ASK throws / fail-closed\", \"reddpy/AgentGhost ≠ jwen5419807/agentghost ≠ vventirozos\", \"JP genre atlas / studio_yebisu / stars ephemeral ≠ eval\", \"Jev Clearly Explained / akshay_pachaar / LLM hammer\", \"schema-safe ≠ correct / 200× 400× TypeSafe ceiling\", \"questions-as-code / shadow first / not a TypeSafe how-to\", \"proposition ≠ embedding / contrast-set refund\", \"boolean composition of soft Nouls / AND OR NOT after threshold\", \"uehaj/jev-semgrep ≠ semgrep.dev\", \"meaning-grep dedicated fold / not a gate\", \"decision-validated UI / Jev never authors text / gram-render\", \"decision-as-assert / jevtest ambiguous band\", \"typed decisions drive UI / jev2ui\", \"hybrid S1 closed verb menu / anima3 / jeff confidently flat\", \"pointer-not-generator search / JevFind\", \"jev-frontier-bench ≠ frontier-100 / ChaosNLI JS\", \"product bakeoff ≠ architecture duel / jev-gliclass-bench\", \"four engines same questions / majority floor / calibration ≠ discrimination\", \"authorship named escape / not courtroom evidence\", \"ha-switchboard HA remains execution / ≠ HA-Jev\", \"n8n classify/route/score / Low Confidence abstention\", \"fast-jev-compaction-pi ≠ pi-jev-compact ≠ pi-jev-compaction\", \"jevloop full-distribution optimizer / no LLM in the loop\", \"laya-vision SmolVLM / score untrained / ≠ blackwood ≠ Archer\", \"Cerebellum-2B /v1/decide ≠ TypeSafe / wire-compat vs agent-routing\", \"laya-grounded not drop-in / phishing regress / Platt not temperature\", \"GestaltLabs/Jeff-1 ≠ logan-markewich/jeff / acc vs ECE n=9730\", \"stanley-code empty findings ≠ approval / human promote\", \"findme ≠ JevFind / NL memory beam-search FS\", \"jevsubrouter price workers not conversation / counts ≠ dollars\", \"feelings .feels() default 0.5 is Noul-0.5-never-rounded / ≠ hunch ≠ Probably\", \"apa-agent-harness ≠ AntonioCoppe/jev-harness / unpublished npm\", \"grok-bot-jev skill cannot force a bot that ignores it / A/B proxies not tokens\", \"Essentiel-Jev never authority / human every action\", \"enzo-mcp independently falsifiable claims / ≠ jev-sift\", \"pigeonhole OTHER skip / decision-as-filing\", \"jev-reliability Nothing about accuracy\", \"clduab11/jev-test ≠ realZachi/jevtest / Nothing runs yet\", \"jev-rag-benchmark Jev wins is not an assumption\", \"dairui1/jev-lab ≠ BrendanH18/jev-lab\", \"jevmail gmail.readonly / mailjay archive/trash\", \"ZHUBoer/ego-jev reserved __none__\", \"runWorkflow completed ≠ success\", \"jsort scores are relative\", \"Noul not Choice for scale\", \"groundedness-judge-bench native vs schema-guided\", \"implicit_true included in yes\", \"jev_playground 0 promotions\", \"routing-backtest 0.0447%\", \"yuyang2230/jev-agent-skill jev-1.13-free\", \"jev-techstack-classifier stack_config.json\", \"s1_ruby collapse late\", \"undecided? abstain\", \"2389-research/judgement license null\", \"confidence ≠ winner p\", \"typesafeai-sdk-community not a new species\", \"tpellet/hunch exit 3\", \"never-execute list\", \"jev-file-search scores not calibrated accuracy\", \"jev-linkmap Jev never sees S2 prose\", \"muhammedilyasy/jev-mail metadata only\", \"tidy none-of-folders stay\", \"tab-bouncer pinned/audio/current never closed\", \"lkclean Show fail-open\", \"jev-yt-time-saver Show anyway\", \"ORIGIN pause-if-no-Jev\", \"validResponse sums-to-1\", \"jev-crawlers risk bands never raw boolean\", \"jevbrain AUTO_ACT is not a Noul\", \"judgekit YAML classify/score/route/verify\", \"typed-judge-kit verdict-in-code\", \"alsoleg89/decide packing VOI\", \"0.8 ≠ 80% accuracy\", \"Jev-Calibration Platt ECE 0.117→0.052\", \"jev-calibration-arena never acts\", \"ctmx/openrouter-jev-mcp Decision-as-Plugin\", \"FrancoisChastel/jev-code ≠ npm jev-code\", \"claudecode-jev-marketplace fail-open not hot path\", \"pedroknigge/mcp_jev packs not ask_jev\", \"cyrusasco/typesafe-mcp noul deadband 0.35–0.65\", \"codaaiteam/jev-skill jevtypesafeai.com ≠ TypeSafe\", \"hermes-switchyard ≠ hermes-jev-router ≠ hermes-plugin-jev\", \"nanoprune 2.8MB ECE 2.58%\", \"smartdio/jev-browser-agent ≠ ZHUBoer/ego-jev\", \"Dakai/omp-jev-web DONE ≠ proof\", \"hari007sh/jev ≠ dannote/jev\", \"0thernet/system-one-skills deterministic verify\", \"typed-gate band [0.40,0.60] is refusal\", \"pi-jev-gate fail-closed; choice is the verdict\", \"Foq ~25ms/2.2GB local\", \"rev prefill-only + HF jev-0.5b\", \"robfrase/jev planning memo\", \"typesafe_agent_gates 27/27 / 31/31\", \"EpicEric/safe-sh static remainder\", \"pastepilot Confirm before act\", \"Jev-Reranker live Jev not yet measured\", \"sessionwise opt-in relevance\", \"jev-search pointer sieve\", \"400ms Salesforce WebMCP\", \"typesafe-scheduler-diagnostics advisory\", \"droidjev screenshot-free\", \"Tewoto1 jevcu planner still writes\", \"ha-conversation-jev Jev→Grok\", \"dsh-jev can only gate\", \"jev-classification-benchmark specified not run\", \"jev-luna-pagerduty p≥0.50\", \"meldltd/meldecision laya-go ONNX\", \"laya-doom never pixels\", \"logixism/laya-api empty README\", \"akpsahan/laya ≠ Archer\", \"choxos/jevchess engine owns truth\", \"jev-drive sim not AV\", \"story-arc Jev never authors\", \"jev-hs-assistant HS6\", \"golergka/jev-plays-starcraft-2 UI-verified ≠ API Victory\", \"awesome-jev-use-cases catalog\", \"Nibir1/typesafe-go ≠ official\", \"fingerprint after redact\", \"recall vs decide\", \"publish fingerprints+answers\", \"CI replay as Harbor cousin\", \"Cache hit ≠ correctness\", \"hyperspaceai/jevcache ≠ kushals256/jevcache\", \"human labels only\", \"score never auto-accepts\", \"production capture flywheel\", \"sutro-sh/jev-align ≠ caiovicentino/jev-align\", \"guidance ≠ hook\", \"catalysts ≠ summaries\", \"compile-time System One\", \"unofficial ≠ TypeSafe\", \"format_version modernbert-jev/1\", \"Argos1111/jev_local ≠ us/jev-local ≠ kunchenguid/local-jev\", \"LFM default ≠ ModernBERT backend\", \"Nemotron ≠ TypeSafe Jev\", \"not a calibrated replacement\", \"djev-dev complements djev-spark\", \"images as Choice options\", \"Laya essay numbers *theirs*\", \"Router/OOD confidence\", \"hosted bootstrap ≠ silent TypeSafe\", \"difficulty + policy thresholds + JSONL trace\", \"jev-codex-pilot model + reasoning depth\", \"keep/shadow/hybrid/reject\", \"quarry evidence projection\", \"Frank-ZY-Dou/awesome-jev robotics/3D/control\", \"one-dollar-tahoe TypeSafe Jev defense eval\", \"jevguard calibrator/cache/escape\", \"jev-ci-selector CI shadow mode\", \"llama-jev llama.cpp replica\", \"petercr/jev-orchestrator ≠ FleeexCorp/jev-orchestrator\", \"seb4ez/jevguard ≠ AseemPrasad/JevGuard ≠ pablozr/JevGuard\", \"webNeat/llama-jev ≠ WiktorB2004/llama-index-jev\", \"OpenCode jev-pruner context sieve\", \"observe→score-candidates→prune\", \"jev-zen / jev-1.13-free\", \"zen-chat ≠ Noul\", \"fail-open original\", \"keepScore >0.1 floor\", \"host port of tamaratran/jev-pruner\", \"indiejoseph/opencode-jev-pruner ≠ nrdz-labs/fast-jev-opencode\", \"jev-webagent-bench empty stub\", \"Kiln-AI/jev_jsonschema noul_threshold 0.5\", \"NSStudent/JevSwiftSDK unofficial\", \"GLiNER2 native Apple path\", \"unofficial Swift/Core ML GLiNER 2.5-small\", \"entity spans + confidence\", \"not Choice/Score/Noul\", \"not TypeSafe\", \"label descriptions as schema\", \"on-device ANE economics\", \"honesty locks\", \"shershah1024/gliner-native-runtime ≠ Fastino\", \"≠ gliner25-compaction ≠ gliner2-ultrafast ≠ Eran-BA/Jev_from_GLiNER2 ≠ NSStudent/JevSwiftSDK ≠ jevmlx\", \"default threshold 0.1 still soft\", \"Decision Graph Protocol frame→assess→commit\", \"app retains permissions/effects\", \"Jev-first assessor-neutral\", \"guarded commit / receipt/next frame\", \"assessment batching\", \"hard-gating DGP as safety theater\", \"numerous-com/dgp ≠ TypeSafe official\", \"jegrep calibrated path+range Nouls\", \"no embeddings/index/daemon\", \"~$0.01–0.03 typical\", \"agent --json\", \"can1357/jegrep ≠ Bentlybro/jevgrep ≠ uehaj/jev-semgrep\", \"Archer-arch fidelity\", \"kev family OOD 0.76–0.77 vs Jev 0.86\", \"block-causal isolation\", \"pointer/readout CE-trained\", \"/v1/systemone drop-in\", \"replica honesty\", \"cost-sensitive decision theory × System One probabilities → control flow\", \"thresholds derived from costs not hard-coded\", \"YES / NO / UNSURE from cost_false_yes / cost_false_no / cost_human\", \"auto-batching same-object questions\", \"Kungie/gut ≠ tpellet/hunch ≠ carldaws/hunch\", \"judgment vs generation\", \"deterministic execution after probabilistic judgment\", \"exactly one app-owned callback\", \"explicit uncertain branch\", \"Illusion47586/judge ≠ lexingtonhibiki/judgekit ≠ Ascurse/typed-judge-kit\", \"variable-N option scoring as the trainable object\", \"dynamic candidate bags not fixed label sets\", \"zwliJay/jev-forge ≠ NanoJev\", \"open replica economics / latency vs closed Jev\", \"NAR local drop-in\", \"wfzyx/von late-catch HIGH\", \"competing NAR claims / replica honesty\", \"typed judgments vs chat judges on guardrailing\", \"ishaannk/llm-vs-jev cross-note only\", \"deeper integrity fold is rh-guard\", \"nothing wins outright\", \"can be argued out of guarding\", \"Jev IS the if-statement\", \"judgments/probabilities drive branches\", \"text model only writes prose\", \"interpreter owns variables/loops/budgets/replay\", \"otherwise maybe / confidence gate\", \"chaos samples after the gate\", \"southpolesteve/probably ≠ carldaws/hunch ≠ feelings ≠ Kungie/gut ≠ Illusion47586/judge ≠ tidymodels/probably\", \"133★ / forks 10 live\", \"build calibrated classifiers from human feedback\", \"retrieve by relevance not resemblance\", \"one calibrated yes/no per memory in one request\", \"pointer mode 17/18 19/20 *theirs*\", \"embedding resemblance misses the allergy\", \"samdotmak/jev-recall ≠ jev-search ≠ jev-sift ≠ carryforward ≠ chopratejas/invalidate\", \"memory leases ended by new evidence\", \"six Nouls then fixed rules in code\", \"0 of 157 false invalidations\", \"questions/plans/directives are not evidence\", \"unsure → review queue\", \"host keeps the store\", \"name↔body / comment truth / test-claims\", \"mizchi/jev-lint is mizchi/jevlint rename\", \"no shipped rule has severity error\", \"~1 in 5 findings wrong *theirs*\", \"mizchi/jev-lint ≠ huntedman/JevLint ≠ MichitoSugawara/jev-lint\", \"JSON Schema → typed JSON via Jev\", \"noul_threshold 0.5 decoder not a proof\", \"IncompatibleSchemaError lists every bad property\", \"on-device Laya CoreML ANE\", \"~5 ms P50 short decisions\", \"189/189 FP16 checkpoint parity\", \"10× not achieved\", \"mizorewww/laya-coreml ≠ gliner-native-runtime ≠ jevmlx ≠ NandhaKishorM/laya\", \"softmax over allowed tokens ≠ Noul\", \"question-first cache\", \"Micha0827/snapjudge ≠ githubnext/localjev ≠ jevmlx ≠ cendress/SnapJudge\", \"Jev-first Pi agent loop\", \"slow-LLM fallback\", \"explicit action menu / CandidateSource unimplemented\", \"62 tests wiring not quality\", \"direwolfiy/JevPi ≠ standardagents/jevpilot ≠ pi-jev-control\", \"resume-screening bias audit methodology\", \"name×resume factorial independent Nouls\", \"callback determined by resume quality\", \"mean-probability name gaps operationally negligible\", \"natemoo-re/bias-bench ≠ BBQ\", \"Plan/PRD panel → code-owned pass|review|block\", \"cheerleading out of scope\", \"austindixson/planalyzer ≠ single-goodness Noul\", \"cost-aware multi-model routing/escalation\", \"decide vs do\", \"successful-task cost\", \"cannacre8ive/switchboard-ai ≠ ha-switchboard ≠ hermes-switchyard\", \"frozen-protocol zero-shot bench\", \"TypeSafe Jev vs PrismNLI vs Laya\", \"contamination caveat\", \"elcronos/jev-vs-open-decision-models ≠ JevBench ≠ DMB\", \"context-window admission control\", \"VOI gate which tokens are worth the expensive model\", \"fail polarity per lens\", \"on small inputs lenses lose money\", \"cvsgireesh/jevusher ≠ jev-sift ≠ winnow\", \"typed decision control plane\", \"receipt ≠ authorization\", \"historical-v0 zero retained cases\", \"MokiMeow/jev-fabric ≠ jev-forge ≠ dgp\", \"live 15-dim typed rubric re-score per pause\", \"scoring economics exemplar\", \"OpenJev/Codiv ≠ TypeSafe hosted\", \"jose-troche/live-rubric ~$0.000004 desc / ~$0.000006 README\", \"adversarial pre-registered Jev eval\", \"28 predictions before data\", \"123,805 requests\", \"confidence does not track ignorance\", \"polite injection 65% / crude 0%\", \"willkelly/jev-evaluation ≠ jevals ≠ jev-baselines-eval\", \"provider-neutral Elixir/BEAM Noul/Choice/Score SDK\", \"class infrastructure\", \"nshkrdotcom/system_one_sdk ≠ typesafe_sdk ≠ dannote/jev\", \"question-linting of Jev questions themselves\", \"nine jaggedness rules, no API key, no labelled data\", \"static lint ≠ measured separation\", \"yodablocks/jevq ≠ tenbin ≠ JevLint ≠ commitjev\", \"open-weights Laya as class exemplar (binding)\", \"Nx/Bumblebee runtime\", \"host chooses backend\", \"ChristianAlexander/laya_ex ≠ system_one_sdk ≠ dannote/jev ≠ NandhaKishorM/laya\", \"on-chain/edge Laya deploy\", \"parity_verified stays false\", \"model output never grants Tx\", \"humandebri/IC-Laya ≠ laya_ex\", \"auditable weekend replica\", \"Jev outputs never used for training\", \"soft human-vote distributions\", \"unpaired 0.577 vs 0.727\", \"agilabs-ai/jev48 ≠ JevBench ≠ Mapika/decider\", \"adversarial dual-judge / framing attack surface\", \"comparative framing is the usable judgment\", \"prior injection crowds out evidence\", \"copyleftdev/ember ≠ ember.js\", \"Laya specialist fine-tune pipeline\", \"training still GPU-pending\", \"PIXELZX0/XERON ≠ convaiinnovations/laya\", \"Hub Laya replica drop\", \"daliborsb/laya ≠ convaiinnovations/laya ≠ NandhaKishorM/laya\", \"System One student distillation corpus\", \"gold is programmatic\", \"teacher is closed-API clone\", \"do not distill Jev as teacher of record\", \"MagaBitmex/jev-4b-distill-data ≠ missing student checkpoint\", \"non-LLM VIN System One\", \"planning depth not chat\", \"lewislululu/jevon ≠ douglance/jevon\", \"source-bound evidence checks\", \"local quote mismatch needs no API\", \"exit 0 ≠ claim truth\", \"WaynezProg/jev-kit ≠ jonathanavis96/jev-kit (Airlock) ≠ jev-use ≠ jev-mcp\", \"independent System One evidence catalog\", \"scores not one leaderboard\", \"no external record currently reproduced\", \"TokenTrim no-Jev matched hybrid 62.4%\", \"reachjalil/system-one-bench ≠ mallahyari/system-one-benchmark\", \"21 tasks · 134 items · 208 questions\", \"scenes from public GitHub contracts, not production logs\", \"SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv/jev-eval ≠ xxkuboxx/jev-eval ≠ onlyoneaman/jev-eval ≠ dayhaysoos/jevals\", \"option isolation (sibling-blind)\", \"permutation-equivariant\", \"Hub OWNER not published\", \"nafisazizir/hev ≠ jaredpalmer/kev\", \"frozen local LLM logits, no trained decision head\", \"residual-head 9,222-param decreased 73/96→67/96\", \"confidence = 1−normalized entropy, not P(correct)\", \"yuki-oshio/mini-jev ≠ r-ms/mini-jev\", \"Jev classifier as autoregressive next-token predictor\", \"ChatJev-style soundness theater\", \"erik-dunteman/ChatJev ≠ dannote/jev ≠ jev-gpt\", \"calibrated decision head × AlphaProof value head\", \"implementation-layer isomorphism, semantic difference\", \"timeout = censoring\", \"do not launder Noul as proof\", \"parallel rank-prediction vs serial selection\", \"independent questions can conflict\", \"zzzzzec/jevsort ≠ keltokhy/jsort\", \"curated open System One ecosystem catalog\", \"rupeshpoojary9/awesome-open-system-one ≠ AnotiaWang/awesome-jev\", \"arXiv paper radar with Jev relevance scoring\", \"ranking ≠ calibration / 0.5 still soft\", \"fail-open failed evals not marked seen\", \"train calibrated ~27M from scratch\", \"typed Q→prob dist / one forward pass / no LLM decode\", \"hyusi2003/MiniSystemOne ≠ Colvin0315/MiniSystemOne\", \"description-only stub / size 5\", \"ESCI hard probe fails four of six\", \"jev_bool ECE 0.242 inversion 0.255\", \"do not re-fold §60 six-gates as new\", \"jobbyjev one-request-per-company from batch-size result\", \"find/design/evaluate TypeSafe Jev decision loops\", \"karanb192/jev-architect ≠ samtay32/jev-system-architect\", \"Jairik/jev-distiller size 1\", \"distill-Jev UI stub / do not distill Jev as teacher of record\", \"post-launch scored use-case map / Jev self-scores then human curation\", \"licensedsaucer9-web/jev-opportunities\", \"Jev-inize a use case into classifier/router\", \"gavinHuang/jevinize → simple-jev not TypeSafe\", \"featherless-ai/simple-jev\", \"compare saved decisions / same label can still change the branch\", \"VihaanAgarwal/jev-diff ≠ Saik0s/diffusiongemma-jev-macos\", \"not tested with a live Jev API key\", \"constrained logprob + temp/Platt ≠ Noul\", \"OpenJevPro pastes openjev-sglang JevBench as own\", \"zhangcy122/OpenJevPro ≠ IamBusy/OpenJev ≠ ekzhang/openjev-sglang\", \"PolyForm Noncommercial\", \"SmolLM-135M / sub-70ms / 0 output tokens\", \"demo P(True) 0.5052 / Choice conf 0.2872 / Score conf 0.0055\", \"README claims MIT / GitHub license null / no LICENSE file\", \"patelvishwa112/jev-system-one-rlcd ≠ arnabgho/rlcd-lite ≠ blackwood-rlcd\", \"source-backed Awesome Jev radar / 306+ commit-pinned\", \"logicrw/awesome-jev-projects ≠ AnotiaWang/awesome-jev ≠ yibie/awesome-jev ≠ cobanov/awesome-jev ≠ rupeshpoojary9/awesome-open-system-one\", \"auto GitHub sync / Issue-only submissions\", \"hashed n-gram encoder / rival-aware attention\", \"olanotolu/jevbetter vs jevlike starter\", \"synthetic hard menus top-1 0.916 vs 0.873 / ECE 0.0182 vs 0.0367 / 40 vs 4608 menus/sec\", \"shuffled-context control 0.335\", \"structured probability readouts\", \"distribution > argmax\", \"Noul 0.5 midpoint\", \"score is expectation not integer\", \"bare HTTP not SDK\", \"Arohtea/jev-readout\", \"Jev-style Choice/Score/Noul from ordinary models\", \"optional DSH plugin\", \"schema-valid ≠ calibrated\", \"gulagala001/jevify ≠ Mintzs/jevify\", \"Laya RLCD benchmark\", \"40.3% below constant-answer\", \"open-weight measurement\", \"mourad-ghafiri/laya-rlcd-benchmark ≠ yibie/laya-jev-lab\", \"cheap fail-open semantic edge\", \"second signal not sole\", \"FastLoopError catch\", \"SupremeDreamZ/jev-fastloop ≠ jev-ultrafast\", \"asking more questions in one call\", \"0.980 at every N\", \"nearly not fully deterministic\", \"TheWebDevel/jev-fanout\", \"Qwen3-VL perception + Jev decisions train RL\", \"0 model calls at deployment\", \"VLM alone 1.7 vs +Jev 4.4\", \"harneet2512/reflexrl ≠ khordoo/jev-reflex-autonomy-lab\", \"independent Jev API vs Laya\", \"cascade 0.60 matches 78% at 1.8×\", \"noul facts not judgements\", \"yibie/laya-jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab\", \"GLiNER vs GLiFormer vs Laya vs Jev\", \"extractors ≠ decision engines\", \"Laya dict-instructions collapse 58.3%\", \"umstek/zero-shot-ie-bench\", \"decisions-per-minute & cost\", \"204 moves vs 73\", \"throughput not intelligence\", \"angelgalvisc/snake-arena-jev-vs-llms ≠ vtrivedy/jev-plays-games\", \"behavioral contracts\", \"pin expectations eval upgrades\", \"raw 0.94 is not a release\", \"sathariels/jevcheck ≠ dayhaysoos/jevals ≠ SivletLabs/jev-eval\", \"evidence-linked dependency upgrade\", \"Jev never generates filenames\", \"no_direct_evidence ≠ safe to merge\", \"GaneshVG18/upgrade-radar ≠ LYchoon/paper-radar-jev\", \"discography theme/mood/complexity\", \"five atomic questions one call\", \"lirantal/discoprint\", \"Turn any open LLM into System-One Jev\", \"uspraveen/Jevify ≠ Mintzs/jevify ≠ gulagala001/jevify\", \"Jevify-any-LLM architecture probe\", \"description-only stub / size 0\", \"Train encoder-only calibrated decision models from a task sentence\", \"Exu is a toolkit, not a method\", \"strictly proper scoring rule\", \"Pre-alpha\", \"Ruivalim/exu-base\", \"scratch-trained calibrated decision model\", \"typed Q → probability dists\", \"Colvin0315/MiniSystemOne ≠ hyusi2003/MiniSystemOne\", \"no published weights download URL\", \"90.5 seconds / 29.2% pipeline evidence\", \"p_i/p_j independent of other candidates\", \"Recipe for calibrated decision models — small model out\", \"init → synth → train → eval → serve\", \"91.1 % / ECE 0.022 *theirs*\", \"Jev zero-shot 75.1\", \"scienthoon/luce\", \"Put Jev's three headline claims on trial\", \"0.5B local GPU\", \"46x speedup / accuracy identical\", \"ECE 0.624 sentiment catastrophe\", \"bigger model worse calibration\", \"RichardoMrMu/jev-mini ≠ yuki-oshio/mini-jev ≠ r-ms/mini-jev\", \"System-1 decision engine for local LLMs\", \"structured choices only\", \"JSON parse of generated text ≠ Noul\", \"TypefAI JEV / Journal Entry Voucher\", \"tapsin/jev-local ≠ us/jev-local ≠ Argos1111/jev_local\", \"Jev 1.13 reward-model eval across 8 benchmark tracks\", \"40,940 examples / 0 API errors\", \"RewardBench v1 92.58%\", \"Precise IF 50.63%\", \"goya4140/jev-reward-model-evaluation\", \"Scaffolding in progress\", \"Jev vs LLM support-ticket routing\", \"static + live decision bench\", \"TypeSafe's own published benchmark\", \"illustrative simulations, not live API calls\", \"JevBench v1 — smart/cheap/fast/reliable\", \"I/C/S/K 25% geometric mean\", \"classifier.dev fast tier 84.8 is Jev behind its own API\", \"do not re-fold §78 v1.2 board as new\", \"Laya (421M) 70.1 now on board\", \"Zero-shot/few-shot LLM routing\", \"hard budget filter before Jev\", \"Jev never asked to perform budget arithmetic\", \"Jev judges the next state, XState enforces transitions\", \"simulation uses synthetic keyword fixtures\", \"catalog gravity\", \"v-modal/awesome-jev-tools\", \"★339 live REST\", \"curation is not endorsement\", \"crawler-maintained directory\", \"Daily GitHub + npm sweep, human-merged\", \"RadRebelSam/awesome-jev ≠ AnotiaWang ≠ yibie ≠ cobanov ≠ logicrw ≠ v-modal\", \"HF peft SPLADE/BGE reranker\", \"rdxtremity/jev-reranking ≠ carlaiau/jev-reranking\", \"query-side encoders, not a Jev replica\", \"ONNX System One Qwen3.5-4B scorer\", \"source:pngwn/system-one-qwen3.5-4b-scorer\", \"CC-BY-NC-4.0\", \"temperature 1.75\", \"transformers.js AutoModel cannot load this graph\", \"Consistency benchmark Space\", \"This Space contains no benchmark result yet\", \"12-case plumbing fixture\", \"Benchmark-driven Jev router and judge\", \"cheap alone is not success\", \"Jev does not write, sum prices, or claim accuracy %\", \"Sol 94.2 / Luna 83.9 / Jev path 89.7\", \"19.2% Sol / 62.3% cost save / 4.5pp miss of 2pp non-inferiority\", \"p50 latency worse than Sol due to routing overhead\", \"erendikmenn/jev-llm-router-benchmark ≠ jev-rag-benchmark ≠ ryantsai/jev-llm-router\", \"Express + node:sqlite\", \"mock and Jev decision engines\", \"previous_ticket_count >= 3 is code\", \"MIN_CONFIDENCE 0.6 still soft\", \"substring false positives\", \"aesaganda/jev-ticket-router ≠ SarathChandraBellam/jev-vs-llm-ticket-router\", \"Universal Figure & Diagram Router\", \"confidence ≥ 0.85 hard-gate is theater\", \"generative AI banned from scientific plots\", \"six visual branches\", \"hoangngochuong24947-gif/jev-figure-router\", \"human-labeled (state, question, label)\", \"166,054 rows / 22 configs\", \"soft_label for human uncertainty\", \"Praveenrajus/jev-bench ≠ fstandhartinger/jevbench\", \"ternary bonsai System One GGUF\", \"openjev's mechanism, Bonsai's weights\", \"Hub does not ship weights\", \"100/100 easy T/F is not Harbor\", \"label_mass ≠ correctness\", \"stock llama.cpp Q2_0 silently gibberish\", \"NicolaiMTLassen/open-bonzi-jev ≠ NicolaiLassen\", \"transformers.js DeBERTa ONNX\", \"source:com-kotobalabs/open-jev-deberta-v3-large\", \"temperature 1.05\", \"AutoModel from_pretrained works\", \"onnx-community/open-jev-deberta-v3-large-ONNX ≠ system-one-qwen3.5-4b-scorer-ONNX\", \"107★ densify\", \"GH 151M vs README 149.6M\", \"PR #1 now closed unmerged\", \"do not re-fold §71 claim-audit as a beat\", \"typed decisions, RLCD, confidence-gated routing\", \"structured ≠ correct\", \"mock not live API\", \"26 tests\", \"wjdjdakf17/jev-study ≠ baekenough/jev-study\", \"bonzi-27b-v2 / ternary-8b / 27b-v1 GGUF family densify\", \"Hub still does not ship weights\", \"WANLI-256 74.6% / 65.2% / 71.1% *theirs*\", \"Bonsai 1 27B Q1_0 runs on stock llama.cpp\", \"ternary still needs PrismML fork\", \"hf:heman10x/openJev-verdict-2.0 twin tokenizer-only\", \"OpenJev Vision image classification + uncertainty\", \"CLEVR-4 held-out joint 0%\", \"hfdataset:IamBusy/OpenJev-Vision-Research-v0.1 12,832\", \"294,912 derived targets not independent samples\", \"Laya multilingual ONNX WebGPU typed-decisions port\", \"63/63 selected answers / 5.1e-4 CPU / 1.2e-2 WebGPU\", \"UpHash-Network/mini-jev is yuki-oshio transfer\", \"jev-injection-bench 11,900 labelled prompts\", \"Jev best ranking / Haiku better ECE 0.021 vs 0.058\", \"0.5–0.9 band is where Jev's numbers do not mean what they say\", \"Prompt wording moves panic 28%\", \"manojlds/jev-dspy-bench ≠ dspachos/jev-dspy ≠ jmanhype/jev-dspy-lab\", \"Jev agreement is similarity, never ground truth\", \"no aggregate quality grade or merge gate\", \"AbstentionBench-on-Jev rank 1 of 20 vs 2025 field\", \"question-asymmetry\", \"forward-looking 0.465 never extreme\", \"openkev calibration layer not a runtime\", \"ECE vs coverage independent\", \"select_threshold returns inf\", \"escalation catches uncertainty not ignorance\", \"misakaikato/openkev ≠ jaredpalmer/kev\", \"pdf-race Docling→Jev vs Gemini\", \"parser owns the wall clock\", \"12/12 tie is a tie\", \"titles selected not generated\", \"flopcheck 16 calibrated tweet judgments\", \"mechanical tells in code\", \"ZeroX-01/jev-atlas ≠ Zaious/jev-capability-atlas ≠ gorock007/jev-atlas\", \"catalog not endorsement\", \"Laya calibration lab Gradio MCP\", \"T never changes argmax\", \"confidence ≠ top-label p\", \"easy probe set refused\", \"40–48 rows too small to ship T\", \"Gemma-4 26B-A4B jevify classification+calibration\", \"LoRA adapter twin not independent eval\", \"Gemma-4 E4B jevify\", \"E4B LoRA stub card\", \"kushalpatil/jevify-gemma4 ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify\", \"GH kushalpatil07/jevify 404\", \"PAWS 0.580/ece 0.288 is the weak cell\", \"smaller E4B slightly better OOD ECE than 26B-A4B\", \"Hub jevify merged LoRA ships weights\", \"bonzi Bonsai-8B v1 GGUF densify\", \"Bonsai-1.7B v1\", \"Bonsai-4B v1\", \"WANLI-256 64.5% / 60.2% / 52.0% *theirs*\", \"rank #4 / #5 / #6 of 6\", \"JulesHuisman/jev-eval scaffolding / README SHA c356a584 (was empty e69de29b)\", \"JulesHuisman/jev-eval ≠ SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv ≠ xxkuboxx ≠ onlyoneaman ≠ dayhaysoos/jevals\", \"7 bands 6/10 vs 40 bands 0/10\", \"source receipts + confidence slider re-policy without re-inference\", \"32/32 synthetic is smoke not production\", \"classify HF datasets across typed semantic dimensions\", \"roadus2 watch misspelling\", \"lock roadius2/ultra_laya\", \"ultra_laya REVIEW defects\", \"default branch claude/laya-jev-review-gg5ppo\", \"XNLI EN 88.3% ECE 0.032 → RU 77.3% ECE 0.096\", \"Δ −11.0 pp [−14.2,−7.8]\", \"ECE +0.063\", \"MASSIVE no detectable difference at n=600\", \"confidence is function of p_max (r=1.000)\", \"pointer-not-generator 400 human-authored responses\", \"proposed ≠ authorized\", \"FewRel 160: Jev 85.0% vs lexical 13.125%\", \"gated 100% (95/95) coverage 59.375%\", \"J++ composable semantic computation language\", \"judge-jev 0.5 still soft\", \"947 repos scored\", \"A 273 / B 302 / C 372\", \"LLM rubric ≠ benches\", \"No benchmark winner is claimed\", \"phishing: naive 62.6% vs regex 91.8%\", \"5-atomic + LR 95.0% *theirs*\", \"AITuber tension ±15\", \"README npm global\", \"repo is Rust\", \"git-confess code owns counting/blame/ratio\", \"httpx exhibit 11% (13/119) *theirs*\", \"90d trend +12.40% vs random +12.75% vs BH +41.71%\", \"5m win rate 25%\", \"Awesomejev 656 entries / 38,160 stars\", \"tracker likes 64 (+4) lastModified UNCHANGED\", \"Laya present\", \"Blackwood ABSENT\", \"Archer still promised_not_landed\", \"Blackwood tracker ABSENT; likes 2 gated manual\", \"r = c - p_a\", \"ECE 0.021; acc 0.807 vs warmup 0.746\", \"calibration beyond ~500 tokens unmeasured\", \"Independent primitive\", \"11.57s vs 54.10s · 4.67× · 120/128 *theirs*\", \"default path is pretrained Gemma probs not trained RLCD head\", \"GH Meanblock 404; lock leesk212/JEV-CPU\", \"softmax over letter slots ≠ Noul\", \"WANLI 0.741 vs openjev v2 0.77 *theirs*\", \"3-way NLI ≠ Noul\", \"priority 0.464 = majority floor\", \"banking77 contaminated\", \"raw margins not probabilities\", \"GH jev-haiku-benchmarking 404\", \"do not distill Jev as teacher of record (they distilled Haiku)\", \"“0.9 is not one number”\", \"ranking ≠ calibration\", \"banking77 0.8–0.9 stated 0.86 actual 0.73 over-confident *theirs*\", \"≠ Praveenrajus/jev-bench ≠ fstandhartinger/jevbench\", \"$0.0000153–$0.0000226 vs circulating $0.0004 (~20×)\", \"Score is 0..n-1 expectation not 0–1\", \"Noul has no confidence field\", \"TCP floor 198.8 ms\", \"type reliability is not a reason to choose Jev (json_schema 5/5)\", \"gateway tax not one number\", \"Function-only 5/8 vs hybrid 8/8\", \"4/8 without Jev\", \"8 designed cases not conversion lift\", \"≠ RadRebelSam/awesome-jev\", \"200-row pilot Jev 86.5% 173/200 vs Gemini Flash-Lite 86.0% 172/200 vs Pro 87.0% 174/200 *theirs*\", \"not a ranking\", \"NLI Tetris argmax P(entail)−P(contradict)\", \"情緒測謊器\", \"1q 396ms / 30q 567ms\", \"±0.03\", \"33q $0.000045 vs Gemini ~5× slower ~60× cost *theirs*\", \"≠ realZachi/jevtest\", \"8-example Jev vs GPT-5.6 Sol ~64× cost 5.4× latency *theirs*\", \"synthetic; no inference\", \"≠ JevBench v1.2 §78\", \"Judged 3317 / listed 2560\", \"Jev judges, code applies policy\", \"catalog ≠ endorsement\", \"APA “microsecond policy / zero hallucination” overclaim\", \"Client-side quiz; pointer from held docs; scanned-PDF warn\", \"CSP only api.typesafe.ai\", \"Jev judges / agent reasons / user decides\", \"selecting an option is not permission to implement\", \"degraded fallback\", \"pattern exact, judgement must clear floor\", \"no matching pattern → no model call\", \"not a correctness oracle\", \"$0.00022 vs chat $0.00306 *theirs*\", \"Spec vs artifact remainder\", \"treating 0.85 as 85% / minProbability hard-gate as Harbor\", \"VERIFY acquires discriminating evidence, never same-pool confidence-only rescoring\", \"fast/full/max are ceilings not sizes\", \"Solar writes, Jev chooses NEXT ACTION\", \"SemIf 2186★ (+20 vs §109 2166)\", \"jevlike 1038★ (+7 vs 1031)\", \"TypeAR 14★ flat\", \"AnotiaWang 96★ (+1 vs 95)\", \"yibie/awesome-jev 490★\", \"Laya likes 802 (was 783)\", \"tracker likes 64 flat, lastModified UNCHANGED\", \"do not reopen or amend PR #23/#24/#25/#26/#27.\", \"do not reopen or amend PR #23 or #24 or #25 or #26 or #27\", \"Calibration is not alpha\", \"NO CURRENT ALPHA CANDIDATE\", \"ΔR² approximately +0.00084\", \"Brier 0.2131387\", \"ECE 0.0421875\", \"Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05\", \"default 0.5 keeps zero non pinned\", \"keepResult median 0.14 to 0.17\", \"keepCall median 0.28 to 0.35\", \"usable range is about 0.10 to 0.25\", \"7.8% to 57.9%\", \"judges results it never sees\", \"task-finish eval not built yet\", \"$0.002 per compaction\", \"slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench\", \"Jev 108/120 $0.083 0.34 s\", \"Luna SGR 114/120\", \"paired Jev accuracy-difference intervals include zero\", \"not evidence of equivalence\", \"GLM SGR 26/120 93 format failures\", \"Terra-planned Jev hybrid 55/120\", \"rule-based by default, optionally Jev-backed\", \"empty README\", \"missing key cannot break the experience\", \"prefill plus exactly one decode\", \"softmax over A/B/C ≠ Noul\", \"BBQ 9,053/10,000 (90.53%)\", \"ECE 0.0890\", \"Mean confidence 0.9943\", \"overconfident\", \"score and noul not implemented\", \"DGUI 12 rows (was 6)\", \"INSTRUCT 119 rows likes 2\", \"encode the state once, decide everything in parallel\", \"0.740 accuracy against a 0.508 majority\", \"ECE 0.047\", \"fine-tune's advantage ends where its 384-token training data does\", \"jasonkneen/open-jev ≠ pngwn/open-jev\", \"same sha d41dc3cd\", \"Space does not call Jev\", \"recomputes routing from saved probabilities\", \"200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22\", \"synthetic repository benchmark\", \"Jev evaluations are advisory\", \"YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep\", \"default threshold 0.8 still soft\", \"40-line windows cannot prove whole function\", \"token-native sequential start/end Choice\", \"Gemini/Haiku stubs not configured yet\", \"handful of hand-written examples, not a benchmark\", \"Jev judged exactly what it was given\", \"laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills\", \"contract_passed is not a claim of guaranteed factual truth\", \"Wilson lower bound 0.85 floor\", \"fixture mode no savings claim\", \"SemIf 2207★ (+21 vs §110 2186)\", \"jevlike 1043★ (+5 vs 1038)\", \"TypeAR 15★ (+1 vs 14)\", \"AnotiaWang 97★ (+1 vs 96)\", \"yibie/awesome-jev 506★ (+16 vs 490)\", \"Laya likes 822 (was 802)\", \"tracker likes 64 flat, lastModified UNCHANGED\", \"do not reopen or amend PR #23/#24/#25/#26/#27/#28\", \"people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows\", \"zero shot classifiers\", \"scale them as much as decoder only models\", \"many problems solved with LLMs could have been solved with them, it was a skill issue\", \"opt for DeBERTa and ModernBERT ones\", \"BERTForXYZ → DeBERTa → ModernBERT\", \"Jev vs GPT-5.6 bakeoffs are a category error\", \"encoder / ZS classifiers\", \"institutional HF voice\", \"quote *theirs*\", \"do not invent accuracy numbers\", \"softmax/ZS scores still ≠ calibrated Noul\", \"soft scores ≠ hard gates\", \"@mervenoyann\", \"likes 421 / 189\", \"impressions 35498 / 9613\", \"multimodal image<>text ZS as perception front-end\", \"hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139\", \"hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72\", \"Bart, bert, deberta, modernbert, these are all LLMs\", \"Maziyar quoted\", \"Jev is exemplar not the mandate\", \"do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29\", \"Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0\", \"TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440\", \"Verdict-open-jev 48.07% vs Jev 90.80%\", \"abstention combined recall 10.00%\", \"p50 35.58 ms\", \"K=25 (maximum capacity) 72.00%\", \"0.85 coverage 84.60% selective risk 1.18%\", \"26.1× faster than standard Qwen JSON generation\", \"Jevify 90.0% / 167 ms CUDA graphs disabled\", \"Finding 1: Brier on stated confidence alone is a trap\", \"grpo_rlcr 0.78 / ECE 0.084\", \"reliability 0.007 but resolution 0.000\", \"27 900 schema-driven decisions\", \"13 600 / 13 600 questions\", \"candidate mass min 0.99999624\", \"22 configs · 166,054 rows · 4 calibration-gold\", \"sha a39eba3f\", \"Student B MAE 0.148 / Pearson 0.836 / 86.0%\", \"pngwn/open-jev-laya-bench README 404\", \"sha 9f69c742 likes 2\", \"HDFS 0.9933 (745/750) / retain 0.0084\", \"BGL ERROR/FATAL protection 1.0000\", \"2,479 / 2,500 HDFS uncertain\", \"cache hit 0.9648 (2412/2500)\", \"$0.153936 estimated\", \"E2 recomputes from saved probabilities\", \"Space sha eda59e0a\", \"MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133\", \"40–48 rows too small to ship T\", \"T never changes argmax\", \"siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode\", \"Split Transformers experiment from llama.cpp runtime\", \"tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab\", \"Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling\", \"second pass must be $0.00 from cache\", \"The pages never call Jev\", \"Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%\", \"restriction state 95.0% against 84.4%\", \"None of the systems are particularly good at knowing when to stop and ask\", \"They skip the question and call a tool directly\", \"100% schema pass\", \"six-field joint 48.8% vs 72.8%\", \"ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench\", \"ACT / REVIEW / FALLBACK\", \"A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome\", \"confidence is descriptive provider output, not a substitute for probability\", \"Quality denominators include only valid scored answers\", \"an exact halfway tie chooses the lower level\", \"aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills\", \"The local path does not claim to turn a smaller checkpoint into Jev\", \"Low support becomes decision: \"review\"\", \"MIT-0 SPDX NOASSERTION\", \"current-llm\", \"结构兼容，不是 Jev 模型能力\", \"altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify\", \"Find where Jev belongs. Design the questions. Measure the difference\", \"TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM\", \"TypeLLM/TypeLLM 16★\", \"SemIf 2241★ (+34 vs §111 2207)\", \"jevlike 1051★ (+8 vs 1043)\", \"AnotiaWang 98★ (+1 vs 97)\", \"yibie/awesome-jev 525★ (+19 vs 506)\", \"Laya likes 864 (was 822)\", \"tracker likes 67 (+3 vs 64)\", \"lastModified UNCHANGED `2026-09-20T04:29:16.000Z`\", \"do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32\", \"soft Noul ≠ hard safety\" with a placement, not a stack replacement or a vendor how-to. Formal methods are one pillar. Not a substitute for the official typesafe-ai skill (live Jev API contracts)."
+description: "Use when placing typed probabilistic judgment (Jev-class System One / decision models) with mathematical, logical, or algorithmic mental models — in AI, software, business, knowledge work, or life, not only SWE; deciding where a fast cheap categorization/classification/scoring model belongs versus generation, exact policy/code, or proof; applying expected utility, selective classification/abstention, calibration, cost-sensitive thresholds, value of information, MCDA, signal detection, search/control substitutions, or Leveson-style org/safety; using NATM/snap-fit/Norman as design intuition; designing mixed architecture (decision model + LLM writing); auditing an existing system, PR, workflow, or non-software practice for judgment-shaped holes and code smells; debugging a question that hovers near 0.5, clusters mid-scale, or hides two judgments; placing agent self-supervision gates (pre-action, output judge, done-check, stuck-detector, context sieve); coupling a typed judge as an optimizer metric (Ax, DSPy); choosing among TypeSafe Jev, open heads (Laya, kev, openjev-lm, Nimble, encoder DeBERTa, LoRA distill, open multimodal RLCD / blackwood), announced open decision-model (Watch — still not landed), constrained-AR (TypeAR, pcdServer, decision-token LoRA), diffusion structured reads, GLiNER/GLiClass/GLiGuard encoder family (locate vs categorize vs safety-schema classify vs local multi-head), listwise rankers, or vision scorers; placing judgment beside TLA+/Alloy/Apalache/Dafny/DST (Antithesis, Resonate, PufferLib) without laundering a Noul as a proof; answering \"it's just classification\", \"is Jev probabilistic programming\" (marginals vs joint, not a PPL), \"low/medium/high entropy\" (allocator, not a meter), \"perception specialist then judgment vs shared multimodal System One\", \"wait for Archer vs open multimodal RLCD\", \"screenshot/DOM candidates → typed Choice\", \"eval path\", \"jevals\", \"Harbor taskset\", \"shared bake-off ECE/NLL/Brier\", \"LLM-as-judge is not the System One score\", \"pipeline / measure / hill-climb perception into a decision\", \"Ax vs DSPy\", \"held-out\", \"correctness is not confidence\", \"is this only for software?\", Alloy vs Apalache, GLiNER vs Jev, \"is GLiGuard Jev?\", LLM-as-judge, paraphrase brittleness, allowlist then judge (allowlist *proves*; fail-open cannot block), \"missing other → confident wrong Choice\", \"lint the Jev request\", \"training confronts Choice other / none-of-the-above\", \"S1 reflex keeps control / optional S2 one-use advice\", \"soft AGENTS.md rules vs linter\" (Abide / jev-pref), \"edit-phase vs turn-phase observation window\", banded confidence fail-open preference lint, \"extractive selection / pointer-not-generator\", \"encoder GLiNER compaction vs Jev Score compaction (same job; pointer not summarizer)\", \"fail-closed keep_full under mutation envelope\", \"CI flaky-vs-real merge gate\", \"fail-open VOI wake/resume (Horvitz)\", \"claim/evidence Stop integrity\", \"S1 extract + escalate-S2 indexer\", \"Harbor on/off routing\", \"policy-as-judgment PR marshal\", \"shadow-mode compaction rollout\", \"Jev Ultrafast vs GLiNER Ultrafast (observe-score-act backend-agnostic)\", \"hybrid local decide + remote fill\", \"DONE ≠ verified success\", \"observed a11y/DOM candidates vs screenshot multimodal\", \"evidence-preserving stdout prune (not summarize)\", \"hard token/format envelope then soft Noul\", \"fail-safe keep original on prune failure\", \"stdout prune vs session compaction\", \"specialist S1 computer-use (Cua-S1 form-v0; not TypeSafe Jev)\", \"plan ≠ execute / dry-run default\", \"observed-element option head (fill/check/click/skip)\", \"local /v1/systemone drop-in (stub until hf scorer)\", \"dataframe-native semantic columns\", \"route≠memory\", \"advisory sidecar receipts\", \"structure induction over bags\", \"AST ∩ semantic lint\", \"extractable-from-state / retrieve first\", \"decision-model vs constrained-LLM bake-off\", \"dual-process S1 decide / S2 generate\", \"combinatorial grid ≠ extractive\", TOCTOU-of-Noul, vacuous specs, open weights vs constrained decoding vs encoder vs LoRA vs kev, whether a decision needs a model at all (meta-VOI), env-break vs policy-break, sqlite-jev / in-engine vs CLI store index, hard safety envelope (Jev proposes, code clamps), host-adapter routing (not MCP), distill-to-device memory gate, \"uncalibrated local likelihoods vs Noul / CUDA replica\", \"decision-native RAG retrieve wide then decide then evidence set\", \"classify-first MCP / read selectively\", \"living applied-mappings atlas / class patterns not a 342 hit list\", \"draft-gate silence as safer / heartbeat\", \"robotics text-state vs pixels\", \"verbatim session ledger / scored recall\", \"judgment as language primitive / English-as-config\", \"pre-registered AMBIGUOUS eval / cascade sign-flip\", \"healthcare Harbor-shaped S1+S2\", \"pre-exec tool gate allow/block/review\", \"productized public primitive / judgment wall\", \"meaning-search without embeddings\", \"attention≠correctness PR review\", \"skills→oxlint / AST prove ∩ remainder\", \"session-sticky first-prompt routing\", \"measured RAG rerank vs generative rerank\", \"Stagehand extract pick-and-copy / judge\", \"harness observe-score-act productization\", or \"formally verify with Jev\", \"capability kernel / secrets never in the agent\", \"Jev is SENSOR not policy\", \"type-safe ≠ correct\", \"typed control plane around DSPy\", \"native-probability calibration / Brier/ECE arena\", \"fan-out as measurement economics\", \"engine owns truth / Jev owns judgment\", \"human-confirmed kill gate\", \"train specialist when downstream reads p vs few-shot hosted when only argmax\", \"decide→policy→LLM leftover cascade\", \"Noul 0.5 cannot-tell never rounded\", \"calibration ≠ sortable / ORDER BY over Jev probs\", \"pairwise inversion / Score ordinality / two-decimal ties\", \"wire-compat self-hosted /v1/systemone GLiFormer\", \"class-backend economics\", \"loopback gateway hosted + local OpenJev\", \"do not distill Jev as teacher of record\", \"active-learning triage / training-data VOI\", \"index-once ask-many / citable evidence packets\", \"meaning-grep AND/OR/NOT line Nouls\", \"closed-vote-only computer-use / no planner LLM\", \"Jev vs local MLX PCD Harbor\", \"PCD O(1) speed ≠ calibrated Noul\", \"host-owned handlers × System One\", \"OMP/pi fail-open acceptance gate\", \"permission vs probability / operator owns the safety bar\", \"judgment ≠ permission / Jev never grants access\", \"eval integrity / instrument not score / dinostomp jev-as-if\", \"constrained optimizer + S1 features / never sole hot-path gate\", \"privilege ≠ verdict / effect contracts not tokens\", \"attention filter / VOI for human review / never blocks / never green unless sure\", \"measurement owns endorsement / evidence-gated question packs\", \"Jev supplies evidence / code owns authority\", \"ranking ≠ calibration / never hard-threshold raw p as frequency\", \"hot-click CU / indexed element table / S1 on click path\", \"Jev judges relevance / code decides structure / never rewrite\", \"local rules first then remainder / never auto-train on model's own hides\", \"combinators / System One as control plane / not chat turns\", \"receipts not leaderboard / type-safe ≠ correct jaggedness\", \"VOI over skill library / skillranker abstention\", \"OOD calibration / AUC ≠ ECE / sign of miscalibration by type\", \"Jev vs thinking-budget small models / frontier-100\", \"turnstile / replayable evidence≠authority\", \"MLX one-pass schema→JSON / Apple Silicon replica economics\", \"memory leases ended by new evidence\", \"never confidently wrong / TLA+ compose with judgment / escalate instead of hard-gate\", \"no seal no advance / coverage ledger / mint ≠ product brain\", \"skill-broker sibling turnstile/skillranker / judgment ≠ permission\", \"sureness / CERTAIN|CONFIDENT|LEANING|TORN|CLUELESS / max_prob is generous\", \"JevBench Harbor/jevals practice / calibration not in Main Score\", \"CI typed gate before expensive review / ci-gatekeeper\", \"Codex MCP host adapter / jev_select_capability\", \"judgment as attention redirect not merge blocker / jev-preflight\", \"compress-before-first-send / dizk jev-lens vs rashed attention filter\", \"tools≠use / SessionStart over hoping the model recalls\", \"observational memory / keep-kind verbatim / pi-om\", \"open-Jev class / openvons / JevPick menu decode\", \"physical-world System One / HA-Jev / not for locks\", \"judgment outside the store / jevql CLI\", \"landed-script trust / headless≠auto-approve\", \"digital-design combinators / extended Router Loop Retry Fallback Memory\", \"VOI cache admission / same-intent skip LLM\", \"BM25 vs Jev skill routing Harbor harness\", \"zeroshot vs BERT / contamination DiD / label-equivalence\", \"typed escalate continue abort baton / inverted loop\", \"worth-your-attention VOI / ThinkyMiner Winnow vs kevinpita winnow\", \"Jev WHETHER Python HOW LLM WHAT\", \"conflict vs ignorance / named Choice escape\", \"Playwright executes Jev chooses / sample-from-distribution\", \"OpenJev /v1/decide not TypeSafe drop-in\", \"SemIf wire-compat runoff\", \"decision-as-memory flywheel\", \"record/replay CI / jevassert\", \"failure-finding arena / jevarena ≠ jev-arena\", \"BBQ stereotype/uncertainty/cost\", \"decider≠executor / jeffrey\", \"sentence-as-rule lint / jevlint ≠ JevLint\", \"VOI hunk prune / prune-review\", \"whole-repo intent VERIFIED/VIOLATION/UNKNOWN\", \"GLiNER2 System One spec ≠ replica\", \"Rust/WebGPU grande / Clojure Laya byte parity / CPU SemIf\", \"ONNX ModernBERT local-jev measured not equivalent\", \"persist constraints across compaction / pi-heed\", \"calibration+cost as first-class gates\", \"Harbor-shaped Jev vs schema-guided LLM-as-judge / jev-judge-bench ≠ jevarena ≠ jevbench\", \"hand no-text steps to Jev / jev-use / Vercel drops confidence / margin fallback\", \"Pi System-One control plane / pi-jev-control\", \"generation as tree of Choices / never free-generates / jev-gpt\", \"OpenRouter recipe atlas / samples not benches / jev-cookbook\", \"personal history feed / no social graph / jevfeed\", \"competing NAR claims / dual-channel ECE / claim-verification / openJev-verdict ≠ OpenJev\", \"empty compaction-proxy skip / IPECTER\", \"throughput ≠ latency / like-for-like ECE\", \"1-token logprob endpoint ≠ Noul / coverage ≠ correctness / chakuho\", \"open replica engine / jevinf / argmax-parity ≠ ECE\", \"unofficial Elixir SDK ≠ OTP peer / dannote/jev\", \"jevex rename + n=16 SWE VOI / files-to-read\", \"commit pre-review attention≠verdict / middle band never rounded / commitjev\", \"Hermes plugin is Agnes not TypeSafe\", \"pi-jev-compact ≠ pi-jev-compaction / verbatim summarizer replacement\", \"empty Codex-proxy skip / IPECTER runway\", \"decision-native inbox / mailordinal / humans own ambiguity\", \"unofficial jev-cli not ready / ≠ jevql\", \"laya-multilingual / English checkpoint confident-wrong OOD / ships uncalibrated\", \"schema-conditioned DeBERTa scorer / peaked ranking ≠ calibration\", \"HF 401 access / GitHub 404 Hub-only\", \"productized System One HTTP / classifier.dev / label+confidence public contract\", \"escalate-under-threshold / smart tier 0.7 / multi-label ignores tier\", \"silent-fallback FALLBACK marker / granite 0.546 vs advertised 0.800\", \"vs_jev tracked JSON not transcription / read eval/README before quoting\", \"choxos/jev-reviewer ≠ egma-ai / systematic-review pointer-not-generator\", \"two-pass Choice+Noul / relative which-line + absolute does-this-line\", \"not-found is an answer / no paraphrase invent\", \"human check as productized judgment / checked never overwritten\", \"githubnext/localjev ≠ kunchenguid/local-jev / prompted JSON ≠ structured logit read\", \"wire-compat ≠ logit-equiv / self-reported probs / entropy confidence\", \"institutional open-replica / GitHub Next /v1/systemone\", \"Harbor-shaped bake-off AG News BoolQ SST-5 / 1200-request caveats\", \"LM Studio runner gap / structured-read primitives for OpenJev parity\", \"NandhaKishorM/laya packaging ≠ Hub-only / Router script-before-p\", \"post-T ECE ≠ raw ECE / Banking77 token-budget / 0.85 still soft / not TypeSafe drop-in / external census ≠ scored bake-off / GLiNER2+routers class-boundary / incomplete vs watch / Harbor honesty watch / JevBench v1.2 geometric-mean I/C/S/K / cal now ON rank / weight sensitivity / option-order 72→21 / instruction models class-boundary / ×2 latency assumption / est. costs / Laya absent gap / Qwen3.8 27B ≠ Archer\", \"hourly already-folded watch / apply-the-five / skip thin noise\", \"hard-gate Noul as PR gate is soundness theater / totally-tim/jev-gate ≠ jev-gateway\", \"S1 never stalls waiting / S2 one-use advisory\", \"purple telemetry = consumed not arrived\", \"Local controller ≠ githubnext/localjev\", \"seed = geometry not async replay\", \"20% starting gate still soft / schema-safe ≠ correct\", \"no pixels to either provider / confidence ≠ selected probability\", \"experimental viz not a flight controller / S2 never grants\", \"OCR+AX observe-score-act / typesafe-computer-use\", \"never send screenshot to frontier for the decision\", \"overlapping CU options = false low confidence\", \"split kind/item/site / offscreen\", \"writer/decider split + post-type Noul still soft\", \"155× one-screenshot Harbor-shaped ≠ taskset\", \"AX never sole / Spotify 0\", \"decision ≠ answer-reader capture\", \"typesafe-computer-use ≠ jev-ultrafast ≠ cua-s1 ≠ camoufox\", \"ASR observe-score-act / jev-voice-browser\", \"partial-speech VOI / complete Noul / free-text waits\", \"spoken confirm ≠ hard auth\", \"numbered overlay disambiguate without another model\", \"moritzkremb/jev-voice-browser ≠ jev-voice-control ≠ nikolas-j\", \"wrap-as-execution / AgentGhost ALLOW ASK DENY\", \"rules first then Jev remainder / ASK throws / fail-closed\", \"reddpy/AgentGhost ≠ jwen5419807/agentghost ≠ vventirozos\", \"JP genre atlas / studio_yebisu / stars ephemeral ≠ eval\", \"Jev Clearly Explained / akshay_pachaar / LLM hammer\", \"schema-safe ≠ correct / 200× 400× TypeSafe ceiling\", \"questions-as-code / shadow first / not a TypeSafe how-to\", \"proposition ≠ embedding / contrast-set refund\", \"boolean composition of soft Nouls / AND OR NOT after threshold\", \"uehaj/jev-semgrep ≠ semgrep.dev\", \"meaning-grep dedicated fold / not a gate\", \"decision-validated UI / Jev never authors text / gram-render\", \"decision-as-assert / jevtest ambiguous band\", \"typed decisions drive UI / jev2ui\", \"hybrid S1 closed verb menu / anima3 / jeff confidently flat\", \"pointer-not-generator search / JevFind\", \"jev-frontier-bench ≠ frontier-100 / ChaosNLI JS\", \"product bakeoff ≠ architecture duel / jev-gliclass-bench\", \"four engines same questions / majority floor / calibration ≠ discrimination\", \"authorship named escape / not courtroom evidence\", \"ha-switchboard HA remains execution / ≠ HA-Jev\", \"n8n classify/route/score / Low Confidence abstention\", \"fast-jev-compaction-pi ≠ pi-jev-compact ≠ pi-jev-compaction\", \"jevloop full-distribution optimizer / no LLM in the loop\", \"laya-vision SmolVLM / score untrained / ≠ blackwood ≠ Archer\", \"Cerebellum-2B /v1/decide ≠ TypeSafe / wire-compat vs agent-routing\", \"laya-grounded not drop-in / phishing regress / Platt not temperature\", \"GestaltLabs/Jeff-1 ≠ logan-markewich/jeff / acc vs ECE n=9730\", \"stanley-code empty findings ≠ approval / human promote\", \"findme ≠ JevFind / NL memory beam-search FS\", \"jevsubrouter price workers not conversation / counts ≠ dollars\", \"feelings .feels() default 0.5 is Noul-0.5-never-rounded / ≠ hunch ≠ Probably\", \"apa-agent-harness ≠ AntonioCoppe/jev-harness / unpublished npm\", \"grok-bot-jev skill cannot force a bot that ignores it / A/B proxies not tokens\", \"Essentiel-Jev never authority / human every action\", \"enzo-mcp independently falsifiable claims / ≠ jev-sift\", \"pigeonhole OTHER skip / decision-as-filing\", \"jev-reliability Nothing about accuracy\", \"clduab11/jev-test ≠ realZachi/jevtest / Nothing runs yet\", \"jev-rag-benchmark Jev wins is not an assumption\", \"dairui1/jev-lab ≠ BrendanH18/jev-lab\", \"jevmail gmail.readonly / mailjay archive/trash\", \"ZHUBoer/ego-jev reserved __none__\", \"runWorkflow completed ≠ success\", \"jsort scores are relative\", \"Noul not Choice for scale\", \"groundedness-judge-bench native vs schema-guided\", \"implicit_true included in yes\", \"jev_playground 0 promotions\", \"routing-backtest 0.0447%\", \"yuyang2230/jev-agent-skill jev-1.13-free\", \"jev-techstack-classifier stack_config.json\", \"s1_ruby collapse late\", \"undecided? abstain\", \"2389-research/judgement license null\", \"confidence ≠ winner p\", \"typesafeai-sdk-community not a new species\", \"tpellet/hunch exit 3\", \"never-execute list\", \"jev-file-search scores not calibrated accuracy\", \"jev-linkmap Jev never sees S2 prose\", \"muhammedilyasy/jev-mail metadata only\", \"tidy none-of-folders stay\", \"tab-bouncer pinned/audio/current never closed\", \"lkclean Show fail-open\", \"jev-yt-time-saver Show anyway\", \"ORIGIN pause-if-no-Jev\", \"validResponse sums-to-1\", \"jev-crawlers risk bands never raw boolean\", \"jevbrain AUTO_ACT is not a Noul\", \"judgekit YAML classify/score/route/verify\", \"typed-judge-kit verdict-in-code\", \"alsoleg89/decide packing VOI\", \"0.8 ≠ 80% accuracy\", \"Jev-Calibration Platt ECE 0.117→0.052\", \"jev-calibration-arena never acts\", \"ctmx/openrouter-jev-mcp Decision-as-Plugin\", \"FrancoisChastel/jev-code ≠ npm jev-code\", \"claudecode-jev-marketplace fail-open not hot path\", \"pedroknigge/mcp_jev packs not ask_jev\", \"cyrusasco/typesafe-mcp noul deadband 0.35–0.65\", \"codaaiteam/jev-skill jevtypesafeai.com ≠ TypeSafe\", \"hermes-switchyard ≠ hermes-jev-router ≠ hermes-plugin-jev\", \"nanoprune 2.8MB ECE 2.58%\", \"smartdio/jev-browser-agent ≠ ZHUBoer/ego-jev\", \"Dakai/omp-jev-web DONE ≠ proof\", \"hari007sh/jev ≠ dannote/jev\", \"0thernet/system-one-skills deterministic verify\", \"typed-gate band [0.40,0.60] is refusal\", \"pi-jev-gate fail-closed; choice is the verdict\", \"Foq ~25ms/2.2GB local\", \"rev prefill-only + HF jev-0.5b\", \"robfrase/jev planning memo\", \"typesafe_agent_gates 27/27 / 31/31\", \"EpicEric/safe-sh static remainder\", \"pastepilot Confirm before act\", \"Jev-Reranker live Jev not yet measured\", \"sessionwise opt-in relevance\", \"jev-search pointer sieve\", \"400ms Salesforce WebMCP\", \"typesafe-scheduler-diagnostics advisory\", \"droidjev screenshot-free\", \"Tewoto1 jevcu planner still writes\", \"ha-conversation-jev Jev→Grok\", \"dsh-jev can only gate\", \"jev-classification-benchmark specified not run\", \"jev-luna-pagerduty p≥0.50\", \"meldltd/meldecision laya-go ONNX\", \"laya-doom never pixels\", \"logixism/laya-api empty README\", \"akpsahan/laya ≠ Archer\", \"choxos/jevchess engine owns truth\", \"jev-drive sim not AV\", \"story-arc Jev never authors\", \"jev-hs-assistant HS6\", \"golergka/jev-plays-starcraft-2 UI-verified ≠ API Victory\", \"awesome-jev-use-cases catalog\", \"Nibir1/typesafe-go ≠ official\", \"fingerprint after redact\", \"recall vs decide\", \"publish fingerprints+answers\", \"CI replay as Harbor cousin\", \"Cache hit ≠ correctness\", \"hyperspaceai/jevcache ≠ kushals256/jevcache\", \"human labels only\", \"score never auto-accepts\", \"production capture flywheel\", \"sutro-sh/jev-align ≠ caiovicentino/jev-align\", \"guidance ≠ hook\", \"catalysts ≠ summaries\", \"compile-time System One\", \"unofficial ≠ TypeSafe\", \"format_version modernbert-jev/1\", \"Argos1111/jev_local ≠ us/jev-local ≠ kunchenguid/local-jev\", \"LFM default ≠ ModernBERT backend\", \"Nemotron ≠ TypeSafe Jev\", \"not a calibrated replacement\", \"djev-dev complements djev-spark\", \"images as Choice options\", \"Laya essay numbers *theirs*\", \"Router/OOD confidence\", \"hosted bootstrap ≠ silent TypeSafe\", \"difficulty + policy thresholds + JSONL trace\", \"jev-codex-pilot model + reasoning depth\", \"keep/shadow/hybrid/reject\", \"quarry evidence projection\", \"Frank-ZY-Dou/awesome-jev robotics/3D/control\", \"one-dollar-tahoe TypeSafe Jev defense eval\", \"jevguard calibrator/cache/escape\", \"jev-ci-selector CI shadow mode\", \"llama-jev llama.cpp replica\", \"petercr/jev-orchestrator ≠ FleeexCorp/jev-orchestrator\", \"seb4ez/jevguard ≠ AseemPrasad/JevGuard ≠ pablozr/JevGuard\", \"webNeat/llama-jev ≠ WiktorB2004/llama-index-jev\", \"OpenCode jev-pruner context sieve\", \"observe→score-candidates→prune\", \"jev-zen / jev-1.13-free\", \"zen-chat ≠ Noul\", \"fail-open original\", \"keepScore >0.1 floor\", \"host port of tamaratran/jev-pruner\", \"indiejoseph/opencode-jev-pruner ≠ nrdz-labs/fast-jev-opencode\", \"jev-webagent-bench empty stub\", \"Kiln-AI/jev_jsonschema noul_threshold 0.5\", \"NSStudent/JevSwiftSDK unofficial\", \"GLiNER2 native Apple path\", \"unofficial Swift/Core ML GLiNER 2.5-small\", \"entity spans + confidence\", \"not Choice/Score/Noul\", \"not TypeSafe\", \"label descriptions as schema\", \"on-device ANE economics\", \"honesty locks\", \"shershah1024/gliner-native-runtime ≠ Fastino\", \"≠ gliner25-compaction ≠ gliner2-ultrafast ≠ Eran-BA/Jev_from_GLiNER2 ≠ NSStudent/JevSwiftSDK ≠ jevmlx\", \"default threshold 0.1 still soft\", \"Decision Graph Protocol frame→assess→commit\", \"app retains permissions/effects\", \"Jev-first assessor-neutral\", \"guarded commit / receipt/next frame\", \"assessment batching\", \"hard-gating DGP as safety theater\", \"numerous-com/dgp ≠ TypeSafe official\", \"jegrep calibrated path+range Nouls\", \"no embeddings/index/daemon\", \"~$0.01–0.03 typical\", \"agent --json\", \"can1357/jegrep ≠ Bentlybro/jevgrep ≠ uehaj/jev-semgrep\", \"Archer-arch fidelity\", \"kev family OOD 0.76–0.77 vs Jev 0.86\", \"block-causal isolation\", \"pointer/readout CE-trained\", \"/v1/systemone drop-in\", \"replica honesty\", \"cost-sensitive decision theory × System One probabilities → control flow\", \"thresholds derived from costs not hard-coded\", \"YES / NO / UNSURE from cost_false_yes / cost_false_no / cost_human\", \"auto-batching same-object questions\", \"Kungie/gut ≠ tpellet/hunch ≠ carldaws/hunch\", \"judgment vs generation\", \"deterministic execution after probabilistic judgment\", \"exactly one app-owned callback\", \"explicit uncertain branch\", \"Illusion47586/judge ≠ lexingtonhibiki/judgekit ≠ Ascurse/typed-judge-kit\", \"variable-N option scoring as the trainable object\", \"dynamic candidate bags not fixed label sets\", \"zwliJay/jev-forge ≠ NanoJev\", \"open replica economics / latency vs closed Jev\", \"NAR local drop-in\", \"wfzyx/von late-catch HIGH\", \"competing NAR claims / replica honesty\", \"typed judgments vs chat judges on guardrailing\", \"ishaannk/llm-vs-jev cross-note only\", \"deeper integrity fold is rh-guard\", \"nothing wins outright\", \"can be argued out of guarding\", \"Jev IS the if-statement\", \"judgments/probabilities drive branches\", \"text model only writes prose\", \"interpreter owns variables/loops/budgets/replay\", \"otherwise maybe / confidence gate\", \"chaos samples after the gate\", \"southpolesteve/probably ≠ carldaws/hunch ≠ feelings ≠ Kungie/gut ≠ Illusion47586/judge ≠ tidymodels/probably\", \"133★ / forks 10 live\", \"build calibrated classifiers from human feedback\", \"retrieve by relevance not resemblance\", \"one calibrated yes/no per memory in one request\", \"pointer mode 17/18 19/20 *theirs*\", \"embedding resemblance misses the allergy\", \"samdotmak/jev-recall ≠ jev-search ≠ jev-sift ≠ carryforward ≠ chopratejas/invalidate\", \"memory leases ended by new evidence\", \"six Nouls then fixed rules in code\", \"0 of 157 false invalidations\", \"questions/plans/directives are not evidence\", \"unsure → review queue\", \"host keeps the store\", \"name↔body / comment truth / test-claims\", \"mizchi/jev-lint is mizchi/jevlint rename\", \"no shipped rule has severity error\", \"~1 in 5 findings wrong *theirs*\", \"mizchi/jev-lint ≠ huntedman/JevLint ≠ MichitoSugawara/jev-lint\", \"JSON Schema → typed JSON via Jev\", \"noul_threshold 0.5 decoder not a proof\", \"IncompatibleSchemaError lists every bad property\", \"on-device Laya CoreML ANE\", \"~5 ms P50 short decisions\", \"189/189 FP16 checkpoint parity\", \"10× not achieved\", \"mizorewww/laya-coreml ≠ gliner-native-runtime ≠ jevmlx ≠ NandhaKishorM/laya\", \"softmax over allowed tokens ≠ Noul\", \"question-first cache\", \"Micha0827/snapjudge ≠ githubnext/localjev ≠ jevmlx ≠ cendress/SnapJudge\", \"Jev-first Pi agent loop\", \"slow-LLM fallback\", \"explicit action menu / CandidateSource unimplemented\", \"62 tests wiring not quality\", \"direwolfiy/JevPi ≠ standardagents/jevpilot ≠ pi-jev-control\", \"resume-screening bias audit methodology\", \"name×resume factorial independent Nouls\", \"callback determined by resume quality\", \"mean-probability name gaps operationally negligible\", \"natemoo-re/bias-bench ≠ BBQ\", \"Plan/PRD panel → code-owned pass|review|block\", \"cheerleading out of scope\", \"austindixson/planalyzer ≠ single-goodness Noul\", \"cost-aware multi-model routing/escalation\", \"decide vs do\", \"successful-task cost\", \"cannacre8ive/switchboard-ai ≠ ha-switchboard ≠ hermes-switchyard\", \"frozen-protocol zero-shot bench\", \"TypeSafe Jev vs PrismNLI vs Laya\", \"contamination caveat\", \"elcronos/jev-vs-open-decision-models ≠ JevBench ≠ DMB\", \"context-window admission control\", \"VOI gate which tokens are worth the expensive model\", \"fail polarity per lens\", \"on small inputs lenses lose money\", \"cvsgireesh/jevusher ≠ jev-sift ≠ winnow\", \"typed decision control plane\", \"receipt ≠ authorization\", \"historical-v0 zero retained cases\", \"MokiMeow/jev-fabric ≠ jev-forge ≠ dgp\", \"live 15-dim typed rubric re-score per pause\", \"scoring economics exemplar\", \"OpenJev/Codiv ≠ TypeSafe hosted\", \"jose-troche/live-rubric ~$0.000004 desc / ~$0.000006 README\", \"adversarial pre-registered Jev eval\", \"28 predictions before data\", \"123,805 requests\", \"confidence does not track ignorance\", \"polite injection 65% / crude 0%\", \"willkelly/jev-evaluation ≠ jevals ≠ jev-baselines-eval\", \"provider-neutral Elixir/BEAM Noul/Choice/Score SDK\", \"class infrastructure\", \"nshkrdotcom/system_one_sdk ≠ typesafe_sdk ≠ dannote/jev\", \"question-linting of Jev questions themselves\", \"nine jaggedness rules, no API key, no labelled data\", \"static lint ≠ measured separation\", \"yodablocks/jevq ≠ tenbin ≠ JevLint ≠ commitjev\", \"open-weights Laya as class exemplar (binding)\", \"Nx/Bumblebee runtime\", \"host chooses backend\", \"ChristianAlexander/laya_ex ≠ system_one_sdk ≠ dannote/jev ≠ NandhaKishorM/laya\", \"on-chain/edge Laya deploy\", \"parity_verified stays false\", \"model output never grants Tx\", \"humandebri/IC-Laya ≠ laya_ex\", \"auditable weekend replica\", \"Jev outputs never used for training\", \"soft human-vote distributions\", \"unpaired 0.577 vs 0.727\", \"agilabs-ai/jev48 ≠ JevBench ≠ Mapika/decider\", \"adversarial dual-judge / framing attack surface\", \"comparative framing is the usable judgment\", \"prior injection crowds out evidence\", \"copyleftdev/ember ≠ ember.js\", \"Laya specialist fine-tune pipeline\", \"training still GPU-pending\", \"PIXELZX0/XERON ≠ convaiinnovations/laya\", \"Hub Laya replica drop\", \"daliborsb/laya ≠ convaiinnovations/laya ≠ NandhaKishorM/laya\", \"System One student distillation corpus\", \"gold is programmatic\", \"teacher is closed-API clone\", \"do not distill Jev as teacher of record\", \"MagaBitmex/jev-4b-distill-data ≠ missing student checkpoint\", \"non-LLM VIN System One\", \"planning depth not chat\", \"lewislululu/jevon ≠ douglance/jevon\", \"source-bound evidence checks\", \"local quote mismatch needs no API\", \"exit 0 ≠ claim truth\", \"WaynezProg/jev-kit ≠ jonathanavis96/jev-kit (Airlock) ≠ jev-use ≠ jev-mcp\", \"independent System One evidence catalog\", \"scores not one leaderboard\", \"no external record currently reproduced\", \"TokenTrim no-Jev matched hybrid 62.4%\", \"reachjalil/system-one-bench ≠ mallahyari/system-one-benchmark\", \"21 tasks · 134 items · 208 questions\", \"scenes from public GitHub contracts, not production logs\", \"SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv/jev-eval ≠ xxkuboxx/jev-eval ≠ onlyoneaman/jev-eval ≠ dayhaysoos/jevals\", \"option isolation (sibling-blind)\", \"permutation-equivariant\", \"Hub OWNER not published\", \"nafisazizir/hev ≠ jaredpalmer/kev\", \"frozen local LLM logits, no trained decision head\", \"residual-head 9,222-param decreased 73/96→67/96\", \"confidence = 1−normalized entropy, not P(correct)\", \"yuki-oshio/mini-jev ≠ r-ms/mini-jev\", \"Jev classifier as autoregressive next-token predictor\", \"ChatJev-style soundness theater\", \"erik-dunteman/ChatJev ≠ dannote/jev ≠ jev-gpt\", \"calibrated decision head × AlphaProof value head\", \"implementation-layer isomorphism, semantic difference\", \"timeout = censoring\", \"do not launder Noul as proof\", \"parallel rank-prediction vs serial selection\", \"independent questions can conflict\", \"zzzzzec/jevsort ≠ keltokhy/jsort\", \"curated open System One ecosystem catalog\", \"rupeshpoojary9/awesome-open-system-one ≠ AnotiaWang/awesome-jev\", \"arXiv paper radar with Jev relevance scoring\", \"ranking ≠ calibration / 0.5 still soft\", \"fail-open failed evals not marked seen\", \"train calibrated ~27M from scratch\", \"typed Q→prob dist / one forward pass / no LLM decode\", \"hyusi2003/MiniSystemOne ≠ Colvin0315/MiniSystemOne\", \"description-only stub / size 5\", \"ESCI hard probe fails four of six\", \"jev_bool ECE 0.242 inversion 0.255\", \"do not re-fold §60 six-gates as new\", \"jobbyjev one-request-per-company from batch-size result\", \"find/design/evaluate TypeSafe Jev decision loops\", \"karanb192/jev-architect ≠ samtay32/jev-system-architect\", \"Jairik/jev-distiller size 1\", \"distill-Jev UI stub / do not distill Jev as teacher of record\", \"post-launch scored use-case map / Jev self-scores then human curation\", \"licensedsaucer9-web/jev-opportunities\", \"Jev-inize a use case into classifier/router\", \"gavinHuang/jevinize → simple-jev not TypeSafe\", \"featherless-ai/simple-jev\", \"compare saved decisions / same label can still change the branch\", \"VihaanAgarwal/jev-diff ≠ Saik0s/diffusiongemma-jev-macos\", \"not tested with a live Jev API key\", \"constrained logprob + temp/Platt ≠ Noul\", \"OpenJevPro pastes openjev-sglang JevBench as own\", \"zhangcy122/OpenJevPro ≠ IamBusy/OpenJev ≠ ekzhang/openjev-sglang\", \"PolyForm Noncommercial\", \"SmolLM-135M / sub-70ms / 0 output tokens\", \"demo P(True) 0.5052 / Choice conf 0.2872 / Score conf 0.0055\", \"README claims MIT / GitHub license null / no LICENSE file\", \"patelvishwa112/jev-system-one-rlcd ≠ arnabgho/rlcd-lite ≠ blackwood-rlcd\", \"source-backed Awesome Jev radar / 306+ commit-pinned\", \"logicrw/awesome-jev-projects ≠ AnotiaWang/awesome-jev ≠ yibie/awesome-jev ≠ cobanov/awesome-jev ≠ rupeshpoojary9/awesome-open-system-one\", \"auto GitHub sync / Issue-only submissions\", \"hashed n-gram encoder / rival-aware attention\", \"olanotolu/jevbetter vs jevlike starter\", \"synthetic hard menus top-1 0.916 vs 0.873 / ECE 0.0182 vs 0.0367 / 40 vs 4608 menus/sec\", \"shuffled-context control 0.335\", \"structured probability readouts\", \"distribution > argmax\", \"Noul 0.5 midpoint\", \"score is expectation not integer\", \"bare HTTP not SDK\", \"Arohtea/jev-readout\", \"Jev-style Choice/Score/Noul from ordinary models\", \"optional DSH plugin\", \"schema-valid ≠ calibrated\", \"gulagala001/jevify ≠ Mintzs/jevify\", \"Laya RLCD benchmark\", \"40.3% below constant-answer\", \"open-weight measurement\", \"mourad-ghafiri/laya-rlcd-benchmark ≠ yibie/laya-jev-lab\", \"cheap fail-open semantic edge\", \"second signal not sole\", \"FastLoopError catch\", \"SupremeDreamZ/jev-fastloop ≠ jev-ultrafast\", \"asking more questions in one call\", \"0.980 at every N\", \"nearly not fully deterministic\", \"TheWebDevel/jev-fanout\", \"Qwen3-VL perception + Jev decisions train RL\", \"0 model calls at deployment\", \"VLM alone 1.7 vs +Jev 4.4\", \"harneet2512/reflexrl ≠ khordoo/jev-reflex-autonomy-lab\", \"independent Jev API vs Laya\", \"cascade 0.60 matches 78% at 1.8×\", \"noul facts not judgements\", \"yibie/laya-jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab\", \"GLiNER vs GLiFormer vs Laya vs Jev\", \"extractors ≠ decision engines\", \"Laya dict-instructions collapse 58.3%\", \"umstek/zero-shot-ie-bench\", \"decisions-per-minute & cost\", \"204 moves vs 73\", \"throughput not intelligence\", \"angelgalvisc/snake-arena-jev-vs-llms ≠ vtrivedy/jev-plays-games\", \"behavioral contracts\", \"pin expectations eval upgrades\", \"raw 0.94 is not a release\", \"sathariels/jevcheck ≠ dayhaysoos/jevals ≠ SivletLabs/jev-eval\", \"evidence-linked dependency upgrade\", \"Jev never generates filenames\", \"no_direct_evidence ≠ safe to merge\", \"GaneshVG18/upgrade-radar ≠ LYchoon/paper-radar-jev\", \"discography theme/mood/complexity\", \"five atomic questions one call\", \"lirantal/discoprint\", \"Turn any open LLM into System-One Jev\", \"uspraveen/Jevify ≠ Mintzs/jevify ≠ gulagala001/jevify\", \"Jevify-any-LLM architecture probe\", \"description-only stub / size 0\", \"Train encoder-only calibrated decision models from a task sentence\", \"Exu is a toolkit, not a method\", \"strictly proper scoring rule\", \"Pre-alpha\", \"Ruivalim/exu-base\", \"scratch-trained calibrated decision model\", \"typed Q → probability dists\", \"Colvin0315/MiniSystemOne ≠ hyusi2003/MiniSystemOne\", \"no published weights download URL\", \"90.5 seconds / 29.2% pipeline evidence\", \"p_i/p_j independent of other candidates\", \"Recipe for calibrated decision models — small model out\", \"init → synth → train → eval → serve\", \"91.1 % / ECE 0.022 *theirs*\", \"Jev zero-shot 75.1\", \"scienthoon/luce\", \"Put Jev's three headline claims on trial\", \"0.5B local GPU\", \"46x speedup / accuracy identical\", \"ECE 0.624 sentiment catastrophe\", \"bigger model worse calibration\", \"RichardoMrMu/jev-mini ≠ yuki-oshio/mini-jev ≠ r-ms/mini-jev\", \"System-1 decision engine for local LLMs\", \"structured choices only\", \"JSON parse of generated text ≠ Noul\", \"TypefAI JEV / Journal Entry Voucher\", \"tapsin/jev-local ≠ us/jev-local ≠ Argos1111/jev_local\", \"Jev 1.13 reward-model eval across 8 benchmark tracks\", \"40,940 examples / 0 API errors\", \"RewardBench v1 92.58%\", \"Precise IF 50.63%\", \"goya4140/jev-reward-model-evaluation\", \"Scaffolding in progress\", \"Jev vs LLM support-ticket routing\", \"static + live decision bench\", \"TypeSafe's own published benchmark\", \"illustrative simulations, not live API calls\", \"JevBench v1 — smart/cheap/fast/reliable\", \"I/C/S/K 25% geometric mean\", \"classifier.dev fast tier 84.8 is Jev behind its own API\", \"do not re-fold §78 v1.2 board as new\", \"Laya (421M) 70.1 now on board\", \"Zero-shot/few-shot LLM routing\", \"hard budget filter before Jev\", \"Jev never asked to perform budget arithmetic\", \"Jev judges the next state, XState enforces transitions\", \"simulation uses synthetic keyword fixtures\", \"catalog gravity\", \"v-modal/awesome-jev-tools\", \"★339 live REST\", \"curation is not endorsement\", \"crawler-maintained directory\", \"Daily GitHub + npm sweep, human-merged\", \"RadRebelSam/awesome-jev ≠ AnotiaWang ≠ yibie ≠ cobanov ≠ logicrw ≠ v-modal\", \"HF peft SPLADE/BGE reranker\", \"rdxtremity/jev-reranking ≠ carlaiau/jev-reranking\", \"query-side encoders, not a Jev replica\", \"ONNX System One Qwen3.5-4B scorer\", \"source:pngwn/system-one-qwen3.5-4b-scorer\", \"CC-BY-NC-4.0\", \"temperature 1.75\", \"transformers.js AutoModel cannot load this graph\", \"Consistency benchmark Space\", \"This Space contains no benchmark result yet\", \"12-case plumbing fixture\", \"Benchmark-driven Jev router and judge\", \"cheap alone is not success\", \"Jev does not write, sum prices, or claim accuracy %\", \"Sol 94.2 / Luna 83.9 / Jev path 89.7\", \"19.2% Sol / 62.3% cost save / 4.5pp miss of 2pp non-inferiority\", \"p50 latency worse than Sol due to routing overhead\", \"erendikmenn/jev-llm-router-benchmark ≠ jev-rag-benchmark ≠ ryantsai/jev-llm-router\", \"Express + node:sqlite\", \"mock and Jev decision engines\", \"previous_ticket_count >= 3 is code\", \"MIN_CONFIDENCE 0.6 still soft\", \"substring false positives\", \"aesaganda/jev-ticket-router ≠ SarathChandraBellam/jev-vs-llm-ticket-router\", \"Universal Figure & Diagram Router\", \"confidence ≥ 0.85 hard-gate is theater\", \"generative AI banned from scientific plots\", \"six visual branches\", \"hoangngochuong24947-gif/jev-figure-router\", \"human-labeled (state, question, label)\", \"166,054 rows / 22 configs\", \"soft_label for human uncertainty\", \"Praveenrajus/jev-bench ≠ fstandhartinger/jevbench\", \"ternary bonsai System One GGUF\", \"openjev's mechanism, Bonsai's weights\", \"Hub does not ship weights\", \"100/100 easy T/F is not Harbor\", \"label_mass ≠ correctness\", \"stock llama.cpp Q2_0 silently gibberish\", \"NicolaiMTLassen/open-bonzi-jev ≠ NicolaiLassen\", \"transformers.js DeBERTa ONNX\", \"source:com-kotobalabs/open-jev-deberta-v3-large\", \"temperature 1.05\", \"AutoModel from_pretrained works\", \"onnx-community/open-jev-deberta-v3-large-ONNX ≠ system-one-qwen3.5-4b-scorer-ONNX\", \"107★ densify\", \"GH 151M vs README 149.6M\", \"PR #1 now closed unmerged\", \"do not re-fold §71 claim-audit as a beat\", \"typed decisions, RLCD, confidence-gated routing\", \"structured ≠ correct\", \"mock not live API\", \"26 tests\", \"wjdjdakf17/jev-study ≠ baekenough/jev-study\", \"bonzi-27b-v2 / ternary-8b / 27b-v1 GGUF family densify\", \"Hub still does not ship weights\", \"WANLI-256 74.6% / 65.2% / 71.1% *theirs*\", \"Bonsai 1 27B Q1_0 runs on stock llama.cpp\", \"ternary still needs PrismML fork\", \"hf:heman10x/openJev-verdict-2.0 twin tokenizer-only\", \"OpenJev Vision image classification + uncertainty\", \"CLEVR-4 held-out joint 0%\", \"hfdataset:IamBusy/OpenJev-Vision-Research-v0.1 12,832\", \"294,912 derived targets not independent samples\", \"Laya multilingual ONNX WebGPU typed-decisions port\", \"63/63 selected answers / 5.1e-4 CPU / 1.2e-2 WebGPU\", \"UpHash-Network/mini-jev is yuki-oshio transfer\", \"jev-injection-bench 11,900 labelled prompts\", \"Jev best ranking / Haiku better ECE 0.021 vs 0.058\", \"0.5–0.9 band is where Jev's numbers do not mean what they say\", \"Prompt wording moves panic 28%\", \"manojlds/jev-dspy-bench ≠ dspachos/jev-dspy ≠ jmanhype/jev-dspy-lab\", \"Jev agreement is similarity, never ground truth\", \"no aggregate quality grade or merge gate\", \"AbstentionBench-on-Jev rank 1 of 20 vs 2025 field\", \"question-asymmetry\", \"forward-looking 0.465 never extreme\", \"openkev calibration layer not a runtime\", \"ECE vs coverage independent\", \"select_threshold returns inf\", \"escalation catches uncertainty not ignorance\", \"misakaikato/openkev ≠ jaredpalmer/kev\", \"pdf-race Docling→Jev vs Gemini\", \"parser owns the wall clock\", \"12/12 tie is a tie\", \"titles selected not generated\", \"flopcheck 16 calibrated tweet judgments\", \"mechanical tells in code\", \"ZeroX-01/jev-atlas ≠ Zaious/jev-capability-atlas ≠ gorock007/jev-atlas\", \"catalog not endorsement\", \"Laya calibration lab Gradio MCP\", \"T never changes argmax\", \"confidence ≠ top-label p\", \"easy probe set refused\", \"40–48 rows too small to ship T\", \"Gemma-4 26B-A4B jevify classification+calibration\", \"LoRA adapter twin not independent eval\", \"Gemma-4 E4B jevify\", \"E4B LoRA stub card\", \"kushalpatil/jevify-gemma4 ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify\", \"GH kushalpatil07/jevify 404\", \"PAWS 0.580/ece 0.288 is the weak cell\", \"smaller E4B slightly better OOD ECE than 26B-A4B\", \"Hub jevify merged LoRA ships weights\", \"bonzi Bonsai-8B v1 GGUF densify\", \"Bonsai-1.7B v1\", \"Bonsai-4B v1\", \"WANLI-256 64.5% / 60.2% / 52.0% *theirs*\", \"rank #4 / #5 / #6 of 6\", \"JulesHuisman/jev-eval scaffolding / README SHA c356a584 (was empty e69de29b)\", \"JulesHuisman/jev-eval ≠ SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv ≠ xxkuboxx ≠ onlyoneaman ≠ dayhaysoos/jevals\", \"7 bands 6/10 vs 40 bands 0/10\", \"source receipts + confidence slider re-policy without re-inference\", \"32/32 synthetic is smoke not production\", \"classify HF datasets across typed semantic dimensions\", \"roadus2 watch misspelling\", \"lock roadius2/ultra_laya\", \"ultra_laya REVIEW defects\", \"default branch claude/laya-jev-review-gg5ppo\", \"XNLI EN 88.3% ECE 0.032 → RU 77.3% ECE 0.096\", \"Δ −11.0 pp [−14.2,−7.8]\", \"ECE +0.063\", \"MASSIVE no detectable difference at n=600\", \"confidence is function of p_max (r=1.000)\", \"pointer-not-generator 400 human-authored responses\", \"proposed ≠ authorized\", \"FewRel 160: Jev 85.0% vs lexical 13.125%\", \"gated 100% (95/95) coverage 59.375%\", \"J++ composable semantic computation language\", \"judge-jev 0.5 still soft\", \"947 repos scored\", \"A 273 / B 302 / C 372\", \"LLM rubric ≠ benches\", \"No benchmark winner is claimed\", \"phishing: naive 62.6% vs regex 91.8%\", \"5-atomic + LR 95.0% *theirs*\", \"AITuber tension ±15\", \"README npm global\", \"repo is Rust\", \"git-confess code owns counting/blame/ratio\", \"httpx exhibit 11% (13/119) *theirs*\", \"90d trend +12.40% vs random +12.75% vs BH +41.71%\", \"5m win rate 25%\", \"Awesomejev 656 entries / 38,160 stars\", \"tracker likes 64 (+4) lastModified UNCHANGED\", \"Laya present\", \"Blackwood ABSENT\", \"Archer still promised_not_landed\", \"Blackwood tracker ABSENT; likes 2 gated manual\", \"r = c - p_a\", \"ECE 0.021; acc 0.807 vs warmup 0.746\", \"calibration beyond ~500 tokens unmeasured\", \"Independent primitive\", \"11.57s vs 54.10s · 4.67× · 120/128 *theirs*\", \"default path is pretrained Gemma probs not trained RLCD head\", \"GH Meanblock 404; lock leesk212/JEV-CPU\", \"softmax over letter slots ≠ Noul\", \"WANLI 0.741 vs openjev v2 0.77 *theirs*\", \"3-way NLI ≠ Noul\", \"priority 0.464 = majority floor\", \"banking77 contaminated\", \"raw margins not probabilities\", \"GH jev-haiku-benchmarking 404\", \"do not distill Jev as teacher of record (they distilled Haiku)\", \"“0.9 is not one number”\", \"ranking ≠ calibration\", \"banking77 0.8–0.9 stated 0.86 actual 0.73 over-confident *theirs*\", \"≠ Praveenrajus/jev-bench ≠ fstandhartinger/jevbench\", \"$0.0000153–$0.0000226 vs circulating $0.0004 (~20×)\", \"Score is 0..n-1 expectation not 0–1\", \"Noul has no confidence field\", \"TCP floor 198.8 ms\", \"type reliability is not a reason to choose Jev (json_schema 5/5)\", \"gateway tax not one number\", \"Function-only 5/8 vs hybrid 8/8\", \"4/8 without Jev\", \"8 designed cases not conversion lift\", \"≠ RadRebelSam/awesome-jev\", \"200-row pilot Jev 86.5% 173/200 vs Gemini Flash-Lite 86.0% 172/200 vs Pro 87.0% 174/200 *theirs*\", \"not a ranking\", \"NLI Tetris argmax P(entail)−P(contradict)\", \"情緒測謊器\", \"1q 396ms / 30q 567ms\", \"±0.03\", \"33q $0.000045 vs Gemini ~5× slower ~60× cost *theirs*\", \"≠ realZachi/jevtest\", \"8-example Jev vs GPT-5.6 Sol ~64× cost 5.4× latency *theirs*\", \"synthetic; no inference\", \"≠ JevBench v1.2 §78\", \"Judged 3317 / listed 2560\", \"Jev judges, code applies policy\", \"catalog ≠ endorsement\", \"APA “microsecond policy / zero hallucination” overclaim\", \"Client-side quiz; pointer from held docs; scanned-PDF warn\", \"CSP only api.typesafe.ai\", \"Jev judges / agent reasons / user decides\", \"selecting an option is not permission to implement\", \"degraded fallback\", \"pattern exact, judgement must clear floor\", \"no matching pattern → no model call\", \"not a correctness oracle\", \"$0.00022 vs chat $0.00306 *theirs*\", \"Spec vs artifact remainder\", \"treating 0.85 as 85% / minProbability hard-gate as Harbor\", \"VERIFY acquires discriminating evidence, never same-pool confidence-only rescoring\", \"fast/full/max are ceilings not sizes\", \"Solar writes, Jev chooses NEXT ACTION\", \"SemIf 2186★ (+20 vs §109 2166)\", \"jevlike 1038★ (+7 vs 1031)\", \"TypeAR 14★ flat\", \"AnotiaWang 96★ (+1 vs 95)\", \"yibie/awesome-jev 490★\", \"Laya likes 802 (was 783)\", \"tracker likes 64 flat, lastModified UNCHANGED\", \"do not reopen or amend PR #23/#24/#25/#26/#27.\", \"do not reopen or amend PR #23 or #24 or #25 or #26 or #27\", \"Calibration is not alpha\", \"NO CURRENT ALPHA CANDIDATE\", \"ΔR² approximately +0.00084\", \"Brier 0.2131387\", \"ECE 0.0421875\", \"Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05\", \"default 0.5 keeps zero non pinned\", \"keepResult median 0.14 to 0.17\", \"keepCall median 0.28 to 0.35\", \"usable range is about 0.10 to 0.25\", \"7.8% to 57.9%\", \"judges results it never sees\", \"task-finish eval not built yet\", \"$0.002 per compaction\", \"slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench\", \"Jev 108/120 $0.083 0.34 s\", \"Luna SGR 114/120\", \"paired Jev accuracy-difference intervals include zero\", \"not evidence of equivalence\", \"GLM SGR 26/120 93 format failures\", \"Terra-planned Jev hybrid 55/120\", \"rule-based by default, optionally Jev-backed\", \"empty README\", \"missing key cannot break the experience\", \"prefill plus exactly one decode\", \"softmax over A/B/C ≠ Noul\", \"BBQ 9,053/10,000 (90.53%)\", \"ECE 0.0890\", \"Mean confidence 0.9943\", \"overconfident\", \"score and noul not implemented\", \"DGUI 12 rows (was 6)\", \"INSTRUCT 119 rows likes 2\", \"encode the state once, decide everything in parallel\", \"0.740 accuracy against a 0.508 majority\", \"ECE 0.047\", \"fine-tune's advantage ends where its 384-token training data does\", \"jasonkneen/open-jev ≠ pngwn/open-jev\", \"same sha d41dc3cd\", \"Space does not call Jev\", \"recomputes routing from saved probabilities\", \"200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22\", \"synthetic repository benchmark\", \"Jev evaluations are advisory\", \"YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep\", \"default threshold 0.8 still soft\", \"40-line windows cannot prove whole function\", \"token-native sequential start/end Choice\", \"Gemini/Haiku stubs not configured yet\", \"handful of hand-written examples, not a benchmark\", \"Jev judged exactly what it was given\", \"laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills\", \"contract_passed is not a claim of guaranteed factual truth\", \"Wilson lower bound 0.85 floor\", \"fixture mode no savings claim\", \"SemIf 2207★ (+21 vs §110 2186)\", \"jevlike 1043★ (+5 vs 1038)\", \"TypeAR 15★ (+1 vs 14)\", \"AnotiaWang 97★ (+1 vs 96)\", \"yibie/awesome-jev 506★ (+16 vs 490)\", \"Laya likes 822 (was 802)\", \"tracker likes 64 flat, lastModified UNCHANGED\", \"do not reopen or amend PR #23/#24/#25/#26/#27/#28\", \"people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows\", \"zero shot classifiers\", \"scale them as much as decoder only models\", \"many problems solved with LLMs could have been solved with them, it was a skill issue\", \"opt for DeBERTa and ModernBERT ones\", \"BERTForXYZ → DeBERTa → ModernBERT\", \"Jev vs GPT-5.6 bakeoffs are a category error\", \"encoder / ZS classifiers\", \"institutional HF voice\", \"quote *theirs*\", \"do not invent accuracy numbers\", \"softmax/ZS scores still ≠ calibrated Noul\", \"soft scores ≠ hard gates\", \"@mervenoyann\", \"likes 421 / 189\", \"impressions 35498 / 9613\", \"multimodal image<>text ZS as perception front-end\", \"hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139\", \"hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72\", \"Bart, bert, deberta, modernbert, these are all LLMs\", \"Maziyar quoted\", \"Jev is exemplar not the mandate\", \"do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29\", \"Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0\", \"TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440\", \"Verdict-open-jev 48.07% vs Jev 90.80%\", \"abstention combined recall 10.00%\", \"p50 35.58 ms\", \"K=25 (maximum capacity) 72.00%\", \"0.85 coverage 84.60% selective risk 1.18%\", \"26.1× faster than standard Qwen JSON generation\", \"Jevify 90.0% / 167 ms CUDA graphs disabled\", \"Finding 1: Brier on stated confidence alone is a trap\", \"grpo_rlcr 0.78 / ECE 0.084\", \"reliability 0.007 but resolution 0.000\", \"27 900 schema-driven decisions\", \"13 600 / 13 600 questions\", \"candidate mass min 0.99999624\", \"22 configs · 166,054 rows · 4 calibration-gold\", \"sha a39eba3f\", \"Student B MAE 0.148 / Pearson 0.836 / 86.0%\", \"pngwn/open-jev-laya-bench README 404\", \"sha 9f69c742 likes 2\", \"HDFS 0.9933 (745/750) / retain 0.0084\", \"BGL ERROR/FATAL protection 1.0000\", \"2,479 / 2,500 HDFS uncertain\", \"cache hit 0.9648 (2412/2500)\", \"$0.153936 estimated\", \"E2 recomputes from saved probabilities\", \"Space sha eda59e0a\", \"MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133\", \"40–48 rows too small to ship T\", \"T never changes argmax\", \"siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode\", \"Split Transformers experiment from llama.cpp runtime\", \"tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab\", \"Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling\", \"second pass must be $0.00 from cache\", \"The pages never call Jev\", \"Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%\", \"restriction state 95.0% against 84.4%\", \"None of the systems are particularly good at knowing when to stop and ask\", \"They skip the question and call a tool directly\", \"100% schema pass\", \"six-field joint 48.8% vs 72.8%\", \"ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench\", \"ACT / REVIEW / FALLBACK\", \"A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome\", \"confidence is descriptive provider output, not a substitute for probability\", \"Quality denominators include only valid scored answers\", \"an exact halfway tie chooses the lower level\", \"aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills\", \"The local path does not claim to turn a smaller checkpoint into Jev\", \"Low support becomes decision: \"review\"\", \"MIT-0 SPDX NOASSERTION\", \"current-llm\", \"结构兼容，不是 Jev 模型能力\", \"altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify\", \"Find where Jev belongs. Design the questions. Measure the difference\", \"TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM\", \"TypeLLM/TypeLLM 16★\", \"SemIf 2241★ (+34 vs §111 2207)\", \"jevlike 1051★ (+8 vs 1043)\", \"AnotiaWang 98★ (+1 vs 97)\", \"yibie/awesome-jev 525★ (+19 vs 506)\", \"Laya likes 864 (was 822)\", \"tracker likes 67 (+3 vs 64)\", \"lastModified UNCHANGED `2026-09-20T04:29:16.000Z`\", \"do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32\", \"soft Noul ≠ hard safety\" with a placement, not a stack replacement or a vendor how-to. Formal methods are one pillar., \"A hunch is a probability with a policy attached\", \"{ enter: 0.8, exit: 0.6 } is hysteresis\", \"replay a policy change without inference\", \"Decision models are providers, not the product\", \"huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch\", \"pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B)\", \"instruct 0.302 / 0.269\", \"70.9% → 70.0% mean conf 74.1% → 96.7%\", \"temperature scaling still matches it in-distribution\", \"No Jev API was called\", \"Qwen2.5 ≠ Archer\", \"Qwen/Qwen3.8-27B ≠ Archer\", \"calibration does not compose\", \"ECE has exactly zero statistical power to detect the failure mode that kills trajectories\", \"25–60× headline withdrawn\", \"P(all-correct): 0.0071 vs 0.0001\", \"TCE / AMS\", \"Deferred Crispification\", \"Qwen 3.8 sparring ≠ Archer\", \"pd.cut bins by equal width while jeval bins by quantile\", \"ECE 0.113 and ECE 0.076\", \"jeval drift is not implemented yet\", \"ranking ≠ calibration\", \"g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev\", \"same GitHub id 1378007307\", \"947 repos scored\", \"A 273 · B 302 · C 372\", \"LLM rubric ≠ benches\", \"Probabilities are advisory, not calibrated guarantees\", \"light_cutoff_applied_to_combination 0\", \"AND: product (independence assumed and recorded in the trace)\", \"circuit-vl-4b ≠ Archer\", \"soundness theater / measurement theater\", \"hourly 0843 / notes.md §114\", Not a substitute for the official typesafe-ai skill (live Jev API contracts)."
 license: MIT
 metadata:
   version: 0.4.0
@@ -54,8 +54,7 @@ classical method you already trust, substitute it, classify the win
    "paraphrase brittleness", "allowlist then judge", "TOCTOU-of-Noul",
    "Jev inside the database / sqlite-jev", "Jev picks bitrate / join
    order / the model", "wait for Archer", "lint the request / missing
-   other", "training confronts Choice other / none-of-the-above", "soft AGENTS.md rules vs the linter", "screenshot Choice / omni System One", "extractive quotes / pointer not generator", "compaction summarize vs pointer", "encoder vs Jev compaction backend", "shadow-mode compaction rollout", "CI flaky-vs-real merge gate", "fail-open VOI wake/resume", "claim vs session evidence", "S1 indexer escalate-S2", "Harbor on/off routing", "fail-open vs fail-closed wake vs CI gate", "encoder vs Jev computer-use backend", "hybrid local decide + remote fill", "DONE vs verified success", "stdout prune vs session compaction", "OpenCode jev-pruner vs Claude jev-pruner", "zen-chat vs jev-zen Noul", "hard envelope then Noul prune", "Cua-S1 vs TypeSafe Jev", "plan vs execute dry-run", "specialist computer-use vs general agent", "local drop-in vs stub scorer", "route vs memory", "when does it hold / extractable from state", "decision model vs constrained LLM", "dual-process S1/S2", "combinatorial grid vs extractive", "uncalibrated local likelihoods", "decision-native RAG", "classify-first / read selectively", "living applied-mappings atlas / class patterns", "silence as safer / draft-gate heartbeat", "robotics text-state vs pixels", "verbatim ledger vs summary", "judgment as language primitive", "Stagehand extract pick-and-copy", "harness observe-score-act vs demo loop", "public judgment wall / six parallel questions", "meaning-search without embeddings", "attention ≠ correctness", "skills→oxlint / AST prove ∩ remainder", "session-sticky first-prompt routing", "measured RAG rerank vs generative rerank", "capability kernel / secrets never in the agent", "Jev is SENSOR not policy", "type-safe ≠ correct", "typed control plane around DSPy", "native vs verbalized confidence", "engine owns truth / Jev owns judgment", "human-confirmed kill gate", "train specialist vs few-shot hosted", "decide→policy→LLM leftover", "Noul 0.5 cannot-tell never rounded", "calibration ≠ sortable / ORDER BY", "pairwise inversion / Score ordinality / two-decimal ties", "wire-compat GLiFormer /v1/systemone", "class-backend economics", "loopback gateway hosted + local", "do not distill Jev as teacher", "active-learning triage", "evidence-packet explorer", "meaning-grep AND/OR/NOT", "closed-vote-only / no planner LLM", "Jev vs PCD Harbor", "PCD O(1) ≠ Noul", "host-owned handlers × System One", "OMP/pi fail-open gate", "permission vs probability / operator owns thresholds", "judgment ≠ permission / Jev never grants access", "eval integrity / instrument not score", "constrained optimizer + S1 features / never sole hot-path gate", "privilege ≠ verdict / effect contracts not tokens", "attention filter / VOI for human review / never blocks / never green unless sure", "measurement owns endorsement / evidence-gated question packs", "Jev supplies evidence / code owns authority", "ranking ≠ calibration / never hard-threshold raw p as frequency", "hot-click CU / indexed element table", "Jev judges relevance / code decides structure", "local rules first then remainder / never auto-train on own hides", "combinators / System One as control plane", "receipts not leaderboard / type-safe ≠ correct jaggedness", "VOI over skill library / skillranker abstention", "OOD calibration / AUC ≠ ECE", "Jev vs thinking-budget small models", "turnstile / replayable evidence≠authority", "MLX one-pass schema→JSON / Apple Silicon replica economics", "memory leases ended by new evidence", "never confidently wrong / TLA+ compose / escalate instead of hard-gate", "no seal no advance / coverage ledger / mint ≠ product brain", "skill-broker sibling / judgment ≠ permission", "sureness bands / max_prob is generous", "JevBench / calibration not in Main Score", "CI typed gate before expensive review", "Codex MCP host adapter", "judgment as attention redirect / jev-preflight", "compress-before-first-send / dizk jev-lens", "tools≠use / SessionStart over hoping", "observational memory / pi-om keep-kind", "open-Jev class / openvons / JevPick", "physical-world System One / HA-Jev / not for locks", "judgment outside the store / jevql", "landed-script trust / headless≠auto-approve", "digital-design combinators / extended five", "VOI cache admission / same-intent skip LLM", "BM25 vs Jev skill routing Harbor harness", "zeroshot vs BERT / contamination DiD", "typed escalate continue abort baton / inverted loop", "worth-your-attention VOI / ThinkyMiner Winnow", "Jev WHETHER Python HOW LLM WHAT", "conflict vs ignorance / named Choice escape", "Playwright executes Jev chooses", "OpenJev /v1/decide not drop-in", "SemIf wire-compat runoff", "decision-as-memory flywheel", "record/replay CI / jevassert", "failure-finding arena / jevarena ≠ jev-arena", "BBQ not a bias cert", "decider≠executor", "sentence-as-rule lint / jevlint", "sentence-as-rule lint / jev-lint is jevlint rename", "VOI hunk prune", "whole-repo intent VERIFIED/VIOLATION/UNKNOWN", "GLiNER2 spec ≠ replica", "open replica substrates / grande / laya-jolt / JEV-CPU", "ONNX local-jev not equivalent", "persist constraints across compaction / pi-heed", "calibration+cost first-class gates", "Harbor-shaped Jev vs SGR LLM-as-judge / jev-judge-bench ≠ jevarena ≠ jevbench", "hand no-text steps / jev-use / Vercel drops confidence", "Pi System-One control plane / pi-jev-control", "never free-generates / jev-gpt tree of Choices", "OpenRouter recipe atlas / samples not benches", "personal history feed / jevfeed / no social graph", "competing NAR claims / dual-channel ECE / openJev-verdict ≠ OpenJev", "empty compaction-proxy skip / IPECTER", "throughput ≠ latency / like-for-like ECE", "1-token logprob endpoint ≠ Noul / coverage ≠ correctness", "open replica engine / jevinf", "unofficial Elixir SDK ≠ OTP peer", "jevex n=16 files-to-read VOI", "commit pre-review attention≠verdict / middle band", "Hermes plugin is Agnes not TypeSafe", "pi-jev-compact ≠ pi-jev-compaction", "empty Codex-proxy skip / IPECTER runway", "decision-native inbox / mailordinal", "unofficial jev-cli not ready / ≠ jevql", "laya-multilingual / English checkpoint confident-wrong OOD", "schema-scorer peaked ranking ≠ calibration", "HF 401 / GitHub 404 Hub-only", "productized System One HTTP / classifier.dev", "escalate-under-threshold / smart tier / multi-label ignores", "silent FALLBACK / granite 0.546 vs advertised 0.800", "vs_jev tracked JSON / read eval/README", "choxos/jev-reviewer ≠ egma-ai / systematic-review pointer", "two-pass Choice+Noul evidence extraction", "not-found is an answer", "human check as productized judgment", "githubnext/localjev ≠ kunchenguid/local-jev", "wire-compat ≠ logit-equiv / prompted JSON ≠ structured read", "self-reported probs / entropy confidence", "GitHub Next local /v1/systemone", "LM Studio runner gap / structured-read primitives", "NandhaKishorM/laya packaging ≠ Hub-only / Router script-before-p", "post-T ECE ≠ raw ECE / Banking77 token-budget", "0.85 still soft / not TypeSafe drop-in", "external census ≠ scored bake-off", "GLiNER2+routers class-boundary", "incomplete openjev census vs watch", "Harbor honesty watch / silent fallback", "JevBench v1.2 geometric mean / cal ON rank / weight sensitivity", "option-order 72→21 / instruction models in the class table", "self-host latency ×2 assumption / est. costs", "Laya absent is a gap not a named exclusion", "Qwen3.8 27B ≠ Archer", "hourly already-folded watch / apply-the-five / skip thin noise", "hard-gate Noul as PR/quality gate is soundness theater", "S1 never stalls waiting / S2 one-use advisory", "Local controller ≠ githubnext/localjev", "purple telemetry = consumed not arrived", "seed = geometry not async replay", "20% starting gate still soft", "no pixels to either provider", "OCR+AX observe-score-act / typesafe-computer-use", "never send screenshot to frontier for the decision", "overlapping CU options = false low confidence", "split kind/item/site", "155× one-screenshot ≠ Harbor taskset", "decision ≠ answer-reader capture", "ASR observe-score-act / jev-voice-browser", "partial-speech VOI / free-text waits", "spoken confirm ≠ hard auth", "numbered overlay without another model", "wrap-as-execution / AgentGhost ALLOW ASK DENY", "rules first then Jev remainder / ASK throws / fail-closed", "reddpy/AgentGhost ≠ jwen5419807/agentghost ≠ vventirozos", "JP genre atlas / studio_yebisu / stars ephemeral ≠ eval", "Jev Clearly Explained / akshay_pachaar / LLM hammer", "schema-safe ≠ correct / 200× 400× TypeSafe ceiling", "questions-as-code / shadow first / not a TypeSafe how-to", "proposition ≠ embedding / contrast-set", "boolean composition of soft Nouls / AND OR NOT", "uehaj/jev-semgrep ≠ semgrep.dev", "meaning-grep dedicated fold / not a gate", "decision-validated UI / Jev never authors text", "decision-as-assert / jevtest ambiguous band", "typed decisions drive UI / jev2ui", "hybrid S1 closed verb menu / anima3", "pointer-not-generator search / JevFind", "jev-frontier-bench ≠ frontier-100", "product bakeoff ≠ architecture duel / GLiClass", "four engines same questions / majority floor", "authorship named escape / not evidence", "ha-switchboard HA remains execution", "n8n classify/route/score / Low Confidence", "fast-jev-compaction-pi ≠ pi-jev-compact ≠ pi-jev-compaction", "jevloop full-distribution optimizer / no LLM in the loop", "laya-vision SmolVLM / score untrained", "Cerebellum-2B /v1/decide ≠ TypeSafe / wire-compat vs agent-routing", "laya-grounded not drop-in / Platt not temperature", "GestaltLabs/Jeff-1 ≠ logan-markewich/jeff / acc vs ECE n=9730", "stanley-code empty findings ≠ approval / human promote", "findme ≠ JevFind / NL memory beam-search FS", "jevsubrouter price workers not conversation / counts ≠ dollars", "feelings .feels() default 0.5 is Noul-0.5-never-rounded / ≠ hunch ≠ Probably", "apa-agent-harness ≠ AntonioCoppe/jev-harness / unpublished npm", "grok-bot-jev skill cannot force a bot that ignores it / A/B proxies not tokens", "Essentiel-Jev never authority / human every action", "enzo-mcp independently falsifiable claims / ≠ jev-sift", "pigeonhole OTHER skip / decision-as-filing", "jev-reliability Nothing about accuracy", "clduab11/jev-test ≠ realZachi/jevtest / Nothing runs yet", "jev-rag-benchmark Jev wins is not an assumption", "dairui1/jev-lab ≠ BrendanH18/jev-lab", "jevmail gmail.readonly / mailjay archive/trash", "ZHUBoer/ego-jev reserved __none__", "runWorkflow completed ≠ success", "jsort scores are relative", "Noul not Choice for scale", "groundedness-judge-bench native vs schema-guided", "implicit_true included in yes", "jev_playground 0 promotions", "routing-backtest 0.0447%", "yuyang2230/jev-agent-skill jev-1.13-free", "jev-techstack-classifier stack_config.json", "s1_ruby collapse late", "undecided? abstain", "2389-research/judgement license null", "confidence ≠ winner p", "typesafeai-sdk-community not a new species", "tpellet/hunch exit 3", "never-execute list", "jev-file-search scores not calibrated accuracy", "jev-linkmap Jev never sees S2 prose", "muhammedilyasy/jev-mail metadata only", "tidy none-of-folders stay", "tab-bouncer pinned/audio/current never closed", "lkclean Show fail-open", "jev-yt-time-saver Show anyway", "ORIGIN pause-if-no-Jev", "validResponse sums-to-1", "jev-crawlers risk bands never raw boolean", "jevbrain AUTO_ACT is not a Noul", "judgekit YAML classify/score/route/verify", "typed-judge-kit verdict-in-code", "alsoleg89/decide packing VOI", "0.8 ≠ 80% accuracy", "Jev-Calibration Platt ECE 0.117→0.052", "jev-calibration-arena never acts", "ctmx/openrouter-jev-mcp Decision-as-Plugin", "FrancoisChastel/jev-code ≠ npm jev-code", "claudecode-jev-marketplace fail-open not hot path", "pedroknigge/mcp_jev packs not ask_jev", "cyrusasco/typesafe-mcp noul deadband 0.35–0.65", "codaaiteam/jev-skill jevtypesafeai.com ≠ TypeSafe", "hermes-switchyard ≠ hermes-jev-router ≠ hermes-plugin-jev", "nanoprune 2.8MB ECE 2.58%", "smartdio/jev-browser-agent ≠ ZHUBoer/ego-jev", "Dakai/omp-jev-web DONE ≠ proof", "hari007sh/jev ≠ dannote/jev", "0thernet/system-one-skills deterministic verify", "typed-gate band [0.40,0.60] is refusal", "pi-jev-gate fail-closed; choice is the verdict", "Foq ~25ms/2.2GB local", "rev prefill-only + HF jev-0.5b", "robfrase/jev planning memo", "typesafe_agent_gates 27/27 / 31/31", "EpicEric/safe-sh static remainder", "pastepilot Confirm before act", "Jev-Reranker live Jev not yet measured", "sessionwise opt-in relevance", "jev-search pointer sieve", "400ms Salesforce WebMCP", "typesafe-scheduler-diagnostics advisory", "droidjev screenshot-free", "Tewoto1 jevcu planner still writes", "ha-conversation-jev Jev→Grok", "dsh-jev can only gate", "jev-classification-benchmark specified not run", "jev-luna-pagerduty p≥0.50", "meldltd/meldecision laya-go ONNX", "laya-doom never pixels", "logixism/laya-api empty README", "akpsahan/laya ≠ Archer", "choxos/jevchess engine owns truth", "jev-drive sim not AV", "story-arc Jev never authors", "jev-hs-assistant HS6", "golergka/jev-plays-starcraft-2 UI-verified ≠ API Victory", "awesome-jev-use-cases catalog", "Nibir1/typesafe-go ≠ official", "fingerprint after redact", "recall vs decide", "publish fingerprints+answers", "CI replay as Harbor cousin", "Cache hit ≠ correctness", "hyperspaceai/jevcache ≠ kushals256/jevcache", "human labels only", "score never auto-accepts", "production capture flywheel", "sutro-sh/jev-align ≠ caiovicentino/jev-align", "guidance ≠ hook", "catalysts ≠ summaries", "compile-time System One", "unofficial ≠ TypeSafe", "format_version modernbert-jev/1", "Argos1111/jev_local ≠ us/jev-local ≠ kunchenguid/local-jev", "LFM default ≠ ModernBERT backend", "Nemotron ≠ TypeSafe Jev", "not a calibrated replacement", "djev-dev complements djev-spark", "images as Choice options", "Laya essay numbers *theirs*", "Router/OOD confidence", "hosted bootstrap ≠ silent TypeSafe", "difficulty + policy thresholds + JSONL trace", "jev-codex-pilot model + reasoning depth", "keep/shadow/hybrid/reject", "quarry evidence projection", "Frank-ZY-Dou/awesome-jev robotics/3D/control", "one-dollar-tahoe TypeSafe Jev defense eval", "jevguard calibrator/cache/escape", "jev-ci-selector CI shadow mode", "llama-jev llama.cpp replica", "petercr/jev-orchestrator ≠ FleeexCorp/jev-orchestrator", "seb4ez/jevguard ≠ AseemPrasad/JevGuard ≠ pablozr/JevGuard", "webNeat/llama-jev ≠ WiktorB2004/llama-index-jev", "OpenCode jev-pruner context sieve", "observe→score-candidates→prune", "jev-zen / jev-1.13-free", "zen-chat ≠ Noul", "fail-open original", "keepScore >0.1 floor", "host port of tamaratran/jev-pruner", "indiejoseph/opencode-jev-pruner ≠ nrdz-labs/fast-jev-opencode", "jev-webagent-bench empty stub", "Kiln-AI/jev_jsonschema noul_threshold 0.5", "NSStudent/JevSwiftSDK unofficial", "GLiNER2 native Apple path", "unofficial Swift/Core ML GLiNER 2.5-small", "entity spans + confidence", "not Choice/Score/Noul", "not TypeSafe", "label descriptions as schema", "on-device ANE economics", "honesty locks", "shershah1024/gliner-native-runtime ≠ Fastino", "≠ gliner25-compaction ≠ gliner2-ultrafast ≠ Eran-BA/Jev_from_GLiNER2 ≠ NSStudent/JevSwiftSDK ≠ jevmlx", "default threshold 0.1 still soft", "soft Noul ≠ hard safety", "Decision Graph Protocol frame→assess→commit", "app retains permissions/effects", "Jev-first assessor-neutral", "guarded commit / receipt/next frame", "assessment batching", "hard-gating DGP as safety theater", "numerous-com/dgp ≠ TypeSafe official", "jegrep calibrated path+range Nouls", "no embeddings/index/daemon", "~$0.01–0.03 typical", "agent --json", "can1357/jegrep ≠ Bentlybro/jevgrep ≠ uehaj/jev-semgrep", "Archer-arch fidelity", "kev family OOD 0.76–0.77 vs Jev 0.86", "block-causal isolation", "pointer/readout CE-trained", "/v1/systemone drop-in", "replica honesty", "cost-sensitive decision theory × System One probabilities → control flow", "thresholds derived from costs not hard-coded", "YES / NO / UNSURE from cost_false_yes / cost_false_no / cost_human", "auto-batching same-object questions", "Kungie/gut ≠ tpellet/hunch ≠ carldaws/hunch", "judgment vs generation", "deterministic execution after probabilistic judgment", "exactly one app-owned callback", "explicit uncertain branch", "Illusion47586/judge ≠ lexingtonhibiki/judgekit ≠ Ascurse/typed-judge-kit", "variable-N option scoring as the trainable object", "dynamic candidate bags not fixed label sets", "zwliJay/jev-forge ≠ NanoJev", "open replica economics / latency vs closed Jev", "NAR local drop-in", "wfzyx/von late-catch HIGH", "competing NAR claims / replica honesty", "typed judgments vs chat judges on guardrailing", "ishaannk/llm-vs-jev cross-note only", "deeper integrity fold is rh-guard", "nothing wins outright", "can be argued out of guarding"", "Jev IS the if-statement", "judgments/probabilities drive branches", "text model only writes prose", "interpreter owns variables/loops/budgets/replay", "otherwise maybe / confidence gate", "chaos samples after the gate", "southpolesteve/probably ≠ carldaws/hunch ≠ feelings ≠ Kungie/gut ≠ Illusion47586/judge ≠ tidymodels/probably", "133★ / forks 10 live", "build calibrated classifiers from human feedback", "retrieve by relevance not resemblance", "one calibrated yes/no per memory in one request", "pointer mode 17/18 19/20 *theirs*", "embedding resemblance misses the allergy", "samdotmak/jev-recall ≠ jev-search ≠ jev-sift ≠ carryforward ≠ chopratejas/invalidate", "memory leases ended by new evidence", "six Nouls then fixed rules in code", "0 of 157 false invalidations", "questions/plans/directives are not evidence", "unsure → review queue", "host keeps the store", "name↔body / comment truth / test-claims", "mizchi/jev-lint is mizchi/jevlint rename", "no shipped rule has severity error", "~1 in 5 findings wrong *theirs*", "mizchi/jev-lint ≠ huntedman/JevLint ≠ MichitoSugawara/jev-lint", "JSON Schema → typed JSON via Jev", "noul_threshold 0.5 decoder not a proof", "IncompatibleSchemaError lists every bad property", "on-device Laya CoreML ANE", "~5 ms P50 short decisions", "189/189 FP16 checkpoint parity", "10× not achieved", "mizorewww/laya-coreml ≠ gliner-native-runtime ≠ jevmlx ≠ NandhaKishorM/laya", "softmax over allowed tokens ≠ Noul", "question-first cache", "Micha0827/snapjudge ≠ githubnext/localjev ≠ jevmlx ≠ cendress/SnapJudge", "Jev-first Pi agent loop", "slow-LLM fallback", "explicit action menu / CandidateSource unimplemented", "62 tests wiring not quality", "direwolfiy/JevPi ≠ standardagents/jevpilot ≠ pi-jev-control", "resume-screening bias audit methodology", "name×resume factorial independent Nouls", "callback determined by resume quality", "mean-probability name gaps operationally negligible", "natemoo-re/bias-bench ≠ BBQ", "Plan/PRD panel → code-owned pass|review|block", "cheerleading out of scope", "austindixson/planalyzer ≠ single-goodness Noul", "cost-aware multi-model routing/escalation", "decide vs do", "successful-task cost", "cannacre8ive/switchboard-ai ≠ ha-switchboard ≠ hermes-switchyard", "frozen-protocol zero-shot bench", "TypeSafe Jev vs PrismNLI vs Laya", "contamination caveat", "elcronos/jev-vs-open-decision-models ≠ JevBench ≠ DMB", "context-window admission control", "VOI gate which tokens are worth the expensive model", "fail polarity per lens", "on small inputs lenses lose money", "cvsgireesh/jevusher ≠ jev-sift ≠ winnow", "typed decision control plane", "receipt ≠ authorization", "historical-v0 zero retained cases", "MokiMeow/jev-fabric ≠ jev-forge ≠ dgp", "live 15-dim typed rubric re-score per pause", "scoring economics exemplar", "OpenJev/Codiv ≠ TypeSafe hosted", "jose-troche/live-rubric ~$0.000004 desc / ~$0.000006 README", "adversarial pre-registered Jev eval", "28 predictions before data", "123,805 requests", "confidence does not track ignorance", "polite injection 65% / crude 0%", "willkelly/jev-evaluation ≠ jevals ≠ jev-baselines-eval", "provider-neutral Elixir/BEAM Noul/Choice/Score SDK", "class infrastructure", "nshkrdotcom/system_one_sdk ≠ typesafe_sdk ≠ dannote/jev", "question-linting of Jev questions themselves", "nine jaggedness rules, no API key, no labelled data", "static lint ≠ measured separation", "yodablocks/jevq ≠ tenbin ≠ JevLint ≠ commitjev", "open-weights Laya as class exemplar (binding)", "Nx/Bumblebee runtime", "host chooses backend", "ChristianAlexander/laya_ex ≠ system_one_sdk ≠ dannote/jev ≠ NandhaKishorM/laya", "on-chain/edge Laya deploy", "parity_verified stays false", "model output never grants Tx", "humandebri/IC-Laya ≠ laya_ex", "auditable weekend replica", "Jev outputs never used for training", "soft human-vote distributions", "unpaired 0.577 vs 0.727", "agilabs-ai/jev48 ≠ JevBench ≠ Mapika/decider", "adversarial dual-judge / framing attack surface", "comparative framing is the usable judgment", "prior injection crowds out evidence", "copyleftdev/ember ≠ ember.js", "Laya specialist fine-tune pipeline", "training still GPU-pending", "PIXELZX0/XERON ≠ convaiinnovations/laya", "Hub Laya replica drop", "daliborsb/laya ≠ convaiinnovations/laya ≠ NandhaKishorM/laya", "System One student distillation corpus", "gold is programmatic", "teacher is closed-API clone", "do not distill Jev as teacher of record", "MagaBitmex/jev-4b-distill-data ≠ missing student checkpoint", "non-LLM VIN System One", "planning depth not chat", "lewislululu/jevon ≠ douglance/jevon", "source-bound evidence checks", "local quote mismatch needs no API", "exit 0 ≠ claim truth", "WaynezProg/jev-kit ≠ jonathanavis96/jev-kit (Airlock) ≠ jev-use ≠ jev-mcp", "independent System One evidence catalog", "scores not one leaderboard", "no external record currently reproduced", "TokenTrim no-Jev matched hybrid 62.4%", "reachjalil/system-one-bench ≠ mallahyari/system-one-benchmark", "21 tasks · 134 items · 208 questions", "scenes from public GitHub contracts, not production logs", "SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv/jev-eval ≠ xxkuboxx/jev-eval ≠ onlyoneaman/jev-eval ≠ dayhaysoos/jevals", "option isolation (sibling-blind)", "permutation-equivariant", "Hub OWNER not published", "nafisazizir/hev ≠ jaredpalmer/kev", "frozen local LLM logits, no trained decision head", "residual-head 9,222-param decreased 73/96→67/96", "confidence = 1−normalized entropy, not P(correct)", "yuki-oshio/mini-jev ≠ r-ms/mini-jev", "Jev classifier as autoregressive next-token predictor", "ChatJev-style soundness theater", "erik-dunteman/ChatJev ≠ dannote/jev ≠ jev-gpt", "calibrated decision head × AlphaProof value head", "implementation-layer isomorphism, semantic difference", "timeout = censoring", "do not launder Noul as proof", "parallel rank-prediction vs serial selection", "independent questions can conflict", "zzzzzec/jevsort ≠ keltokhy/jsort", "curated open System One ecosystem catalog", "rupeshpoojary9/awesome-open-system-one ≠ AnotiaWang/awesome-jev", "arXiv paper radar with Jev relevance scoring", "ranking ≠ calibration / 0.5 still soft", "fail-open failed evals not marked seen", "train calibrated ~27M from scratch", "typed Q→prob dist / one forward pass / no LLM decode", "hyusi2003/MiniSystemOne ≠ Colvin0315/MiniSystemOne", "description-only stub / size 5", "ESCI hard probe fails four of six", "jev_bool ECE 0.242 inversion 0.255", "do not re-fold §60 six-gates as new", "jobbyjev one-request-per-company from batch-size result", "find/design/evaluate TypeSafe Jev decision loops", "karanb192/jev-architect ≠ samtay32/jev-system-architect", "Jairik/jev-distiller size 1", "distill-Jev UI stub / do not distill Jev as teacher of record", "post-launch scored use-case map / Jev self-scores then human curation", "licensedsaucer9-web/jev-opportunities", "Jev-inize a use case into classifier/router", "gavinHuang/jevinize → simple-jev not TypeSafe", "featherless-ai/simple-jev", "compare saved decisions / same label can still change the branch", "VihaanAgarwal/jev-diff ≠ Saik0s/diffusiongemma-jev-macos", "not tested with a live Jev API key", "constrained logprob + temp/Platt ≠ Noul", "OpenJevPro pastes openjev-sglang JevBench as own", "zhangcy122/OpenJevPro ≠ IamBusy/OpenJev ≠ ekzhang/openjev-sglang", "PolyForm Noncommercial", "SmolLM-135M / sub-70ms / 0 output tokens", "demo P(True) 0.5052 / Choice conf 0.2872 / Score conf 0.0055", "README claims MIT / GitHub license null / no LICENSE file", "patelvishwa112/jev-system-one-rlcd ≠ arnabgho/rlcd-lite ≠ blackwood-rlcd", "source-backed Awesome Jev radar / 306+ commit-pinned", "logicrw/awesome-jev-projects ≠ AnotiaWang/awesome-jev ≠ yibie/awesome-jev ≠ cobanov/awesome-jev ≠ rupeshpoojary9/awesome-open-system-one", "auto GitHub sync / Issue-only submissions", "hashed n-gram encoder / rival-aware attention", "olanotolu/jevbetter vs jevlike starter", "synthetic hard menus top-1 0.916 vs 0.873 / ECE 0.0182 vs 0.0367 / 40 vs 4608 menus/sec", "shuffled-context control 0.335", "Turn any open LLM into System-One Jev", "uspraveen/Jevify ≠ Mintzs/jevify ≠ gulagala001/jevify", "Jevify-any-LLM architecture probe", "description-only stub / size 0", "Train encoder-only calibrated decision models from a task sentence", "Exu is a toolkit, not a method", "strictly proper scoring rule", "Pre-alpha", "Ruivalim/exu-base", "scratch-trained calibrated decision model", "typed Q → probability dists", "Colvin0315/MiniSystemOne ≠ hyusi2003/MiniSystemOne", "no published weights download URL", "90.5 seconds / 29.2% pipeline evidence", "p_i/p_j independent of other candidates", "Recipe for calibrated decision models — small model out", "init → synth → train → eval → serve", "91.1 % / ECE 0.022 *theirs*", "Jev zero-shot 75.1", "scienthoon/luce", "Put Jev's three headline claims on trial", "0.5B local GPU", "46x speedup / accuracy identical", "ECE 0.624 sentiment catastrophe", "bigger model worse calibration", "RichardoMrMu/jev-mini ≠ yuki-oshio/mini-jev ≠ r-ms/mini-jev", "System-1 decision engine for local LLMs", "structured choices only", "JSON parse of generated text ≠ Noul", "TypefAI JEV / Journal Entry Voucher", "tapsin/jev-local ≠ us/jev-local ≠ Argos1111/jev_local", "Jev 1.13 reward-model eval across 8 benchmark tracks", "40,940 examples / 0 API errors", "RewardBench v1 92.58%", "Precise IF 50.63%", "goya4140/jev-reward-model-evaluation", "Scaffolding in progress", "Jev vs LLM support-ticket routing", "static + live decision bench", "TypeSafe's own published benchmark", "illustrative simulations, not live API calls", "JevBench v1 — smart/cheap/fast/reliable", "I/C/S/K 25% geometric mean", "classifier.dev fast tier 84.8 is Jev behind its own API", "do not re-fold §78 v1.2 board as new", "Laya (421M) 70.1 now on board", "Zero-shot/few-shot LLM routing", "hard budget filter before Jev", "Jev never asked to perform budget arithmetic", "Jev judges the next state, XState enforces transitions", "simulation uses synthetic keyword fixtures", "catalog gravity", "v-modal/awesome-jev-tools", "★339 live REST", "curation is not endorsement", "crawler-maintained directory", "Daily GitHub + npm sweep, human-merged", "RadRebelSam/awesome-jev ≠ AnotiaWang ≠ yibie ≠ cobanov ≠ logicrw ≠ v-modal", "HF peft SPLADE/BGE reranker", "rdxtremity/jev-reranking ≠ carlaiau/jev-reranking", "query-side encoders, not a Jev replica", "ONNX System One Qwen3.5-4B scorer", "source:pngwn/system-one-qwen3.5-4b-scorer", "CC-BY-NC-4.0", "temperature 1.75", "transformers.js AutoModel cannot load this graph", "Consistency benchmark Space", "This Space contains no benchmark result yet", "12-case plumbing fixture", "Benchmark-driven Jev router and judge", "cheap alone is not success", "Jev does not write, sum prices, or claim accuracy %", "Sol 94.2 / Luna 83.9 / Jev path 89.7", "19.2% Sol / 62.3% cost save / 4.5pp miss of 2pp non-inferiority", "p50 latency worse than Sol due to routing overhead", "erendikmenn/jev-llm-router-benchmark ≠ jev-rag-benchmark ≠ ryantsai/jev-llm-router", "Express + node:sqlite", "mock and Jev decision engines", "previous_ticket_count >= 3 is code", "MIN_CONFIDENCE 0.6 still soft", "substring false positives", "aesaganda/jev-ticket-router ≠ SarathChandraBellam/jev-vs-llm-ticket-router", "Universal Figure & Diagram Router", "confidence ≥ 0.85 hard-gate is theater", "generative AI banned from scientific plots", "six visual branches", "hoangngochuong24947-gif/jev-figure-router", "human-labeled (state, question, label)", "166,054 rows / 22 configs", "soft_label for human uncertainty", "Praveenrajus/jev-bench ≠ fstandhartinger/jevbench", "ternary bonsai System One GGUF", "openjev's mechanism, Bonsai's weights", "Hub does not ship weights", "100/100 easy T/F is not Harbor", "label_mass ≠ correctness", "stock llama.cpp Q2_0 silently gibberish", "NicolaiMTLassen/open-bonzi-jev ≠ NicolaiLassen", "transformers.js DeBERTa ONNX", "source:com-kotobalabs/open-jev-deberta-v3-large", "temperature 1.05", "AutoModel from_pretrained works", "onnx-community/open-jev-deberta-v3-large-ONNX ≠ system-one-qwen3.5-4b-scorer-ONNX", "107★ densify", "GH 151M vs README 149.6M", "PR #1 now closed unmerged", "do not re-fold §71 claim-audit as a beat", "typed decisions, RLCD, confidence-gated routing", "structured ≠ correct", "mock not live API", "26 tests", "wjdjdakf17/jev-study ≠ baekenough/jev-study", "bonzi-27b-v2 / ternary-8b / 27b-v1 GGUF family densify", "WANLI-256 74.6% / 65.2% / 71.1% *theirs*", "Bonsai 1 27B Q1_0 runs on stock llama.cpp", "ternary still needs PrismML fork", "hf:heman10x/openJev-verdict-2.0 twin tokenizer-only", "OpenJev Vision image classification + uncertainty", "CLEVR-4 held-out joint 0%", "hfdataset:IamBusy/OpenJev-Vision-Research-v0.1 12,832", "294,912 derived targets not independent samples", "Laya multilingual ONNX WebGPU typed-decisions port", "63/63 selected answers / 5.1e-4 CPU / 1.2e-2 WebGPU", "UpHash-Network/mini-jev is yuki-oshio transfer", "jev-injection-bench 11,900 labelled prompts", "Jev best ranking / Haiku better ECE 0.021 vs 0.058", "0.5–0.9 band is where Jev's numbers do not mean what they say", "Prompt wording moves panic 28%", "manojlds/jev-dspy-bench ≠ dspachos/jev-dspy ≠ jmanhype/jev-dspy-lab", "Jev agreement is similarity, never ground truth", "no aggregate quality grade or merge gate", "AbstentionBench-on-Jev rank 1 of 20 vs 2025 field", "question-asymmetry", "forward-looking 0.465 never extreme", "openkev calibration layer not a runtime", "ECE vs coverage independent", "select_threshold returns inf", "escalation catches uncertainty not ignorance", "misakaikato/openkev ≠ jaredpalmer/kev", "pdf-race Docling→Jev vs Gemini", "parser owns the wall clock", "12/12 tie is a tie", "titles selected not generated", "flopcheck 16 calibrated tweet judgments", "mechanical tells in code", "ZeroX-01/jev-atlas ≠ Zaious/jev-capability-atlas ≠ gorock007/jev-atlas", "Laya calibration lab Gradio MCP", "T never changes argmax", "confidence ≠ top-label p", "easy probe set refused", "40–48 rows too small to ship T", "Gemma-4 26B-A4B jevify classification+calibration", "LoRA adapter twin not independent eval", "Gemma-4 E4B jevify", "E4B LoRA stub card", "kushalpatil/jevify-gemma4 ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify", "GH kushalpatil07/jevify 404", "PAWS 0.580/ece 0.288 is the weak cell", "smaller E4B slightly better OOD ECE than 26B-A4B", "Hub jevify merged LoRA ships weights", "bonzi Bonsai-8B v1 GGUF densify", "Bonsai-1.7B v1", "Bonsai-4B v1", "WANLI-256 64.5% / 60.2% / 52.0% *theirs*", "rank #4 / #5 / #6 of 6", "JulesHuisman/jev-eval scaffolding / README SHA c356a584 (was empty e69de29b)", "JulesHuisman/jev-eval ≠ SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv ≠ xxkuboxx ≠ onlyoneaman ≠ dayhaysoos/jevals", "7 bands 6/10 vs 40 bands 0/10", "source receipts + confidence slider re-policy without re-inference", "32/32 synthetic is smoke not production", "classify HF datasets across typed semantic dimensions", "roadus2 watch misspelling; lock roadius2/ultra_laya", "ultra_laya REVIEW defects", "default branch claude/laya-jev-review-gg5ppo", "XNLI EN 88.3% ECE 0.032 → RU 77.3% ECE 0.096", "Δ −11.0 pp [−14.2,−7.8]; ECE +0.063", "MASSIVE no detectable difference at n=600", "confidence is function of p_max (r=1.000)", "pointer-not-generator 400 human-authored responses", "proposed ≠ authorized", "FewRel 160: Jev 85.0% vs lexical 13.125%", "gated 100% (95/95) coverage 59.375%", "J++ composable semantic computation language", "judge-jev 0.5 still soft", "947 repos scored; A 273 / B 302 / C 372", "LLM rubric ≠ benches", "No benchmark winner is claimed", "phishing: naive 62.6% vs regex 91.8%; 5-atomic + LR 95.0% *theirs*", "AITuber tension ±15", "README npm global; repo is Rust", "git-confess code owns counting/blame/ratio", "httpx exhibit 11% (13/119) *theirs*", "90d trend +12.40% vs random +12.75% vs BH +41.71%", "5m win rate 25%", "Awesomejev 656 entries / 38,160 stars", "tracker likes 64 (+4) lastModified UNCHANGED", "Laya present; Blackwood ABSENT; Archer still promised_not_landed", "Blackwood tracker ABSENT; likes 2 gated manual", "r = c - p_a", "ECE 0.021; acc 0.807 vs warmup 0.746", "Independent primitive", "11.57s vs 54.10s · 4.67× · 120/128 *theirs*", "default path is pretrained Gemma probs not trained RLCD head", "GH Meanblock 404; lock leesk212/JEV-CPU", "softmax over letter slots ≠ Noul", "WANLI 0.741 vs openjev v2 0.77 *theirs*", "3-way NLI ≠ Noul", "priority 0.464 = majority floor", "banking77 contaminated", "raw margins not probabilities", "do not distill Jev as teacher of record (they distilled Haiku)", "“0.9 is not one number”", "ranking ≠ calibration", "banking77 0.8–0.9 stated 0.86 actual 0.73 over-confident *theirs*", "≠ Praveenrajus/jev-bench ≠ fstandhartinger/jevbench", "$0.0000153–$0.0000226 vs circulating $0.0004 (~20×)", "Score is 0..n-1 expectation not 0–1", "Noul has no confidence field", "TCP floor 198.8 ms", "type reliability is not a reason to choose Jev (json_schema 5/5)", "gateway tax not one number", "Function-only 5/8 vs hybrid 8/8", "4/8 without Jev", "8 designed cases not conversion lift", "200-row pilot Jev 86.5% 173/200 vs Gemini Flash-Lite 86.0% 172/200 vs Pro 87.0% 174/200 *theirs*", "not a ranking", "情緒測謊器", "8-example Jev vs GPT-5.6 Sol ~64× cost 5.4× latency *theirs*", "synthetic; no inference", "≠ JevBench v1.2 §78", "Judged 3317 / listed 2560", "Jev judges, code applies policy", "APA “microsecond policy / zero hallucination” overclaim", "Client-side quiz; pointer from held docs; scanned-PDF warn", "Jev judges / agent reasons / user decides", "selecting an option is not permission to implement", "pattern exact, judgement must clear floor", "no matching pattern → no model call", "not a correctness oracle", "Spec vs artifact remainder", "treating 0.85 as 85% / minProbability hard-gate as Harbor", "VERIFY acquires discriminating evidence, never same-pool confidence-only rescoring", "fast/full/max are ceilings not sizes", "Solar writes, Jev chooses NEXT ACTION", "do not reopen or amend PR #23 or #24 or #25 or #26 or #27", , "Calibration is not alpha", "NO CURRENT ALPHA CANDIDATE", "ΔR² approximately +0.00084", "Brier 0.2131387", "ECE 0.0421875", "Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05", "default 0.5 keeps zero non pinned", "keepResult median 0.14 to 0.17", "keepCall median 0.28 to 0.35", "usable range is about 0.10 to 0.25", "7.8% to 57.9%", "judges results it never sees", "task-finish eval not built yet", "$0.002 per compaction", "slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench", "Jev 108/120 $0.083 0.34 s", "Luna SGR 114/120", "paired Jev accuracy-difference intervals include zero", "not evidence of equivalence", "GLM SGR 26/120 93 format failures", "Terra-planned Jev hybrid 55/120", "rule-based by default, optionally Jev-backed", "empty README", "missing key cannot break the experience", "prefill plus exactly one decode", "softmax over A/B/C ≠ Noul", "BBQ 9,053/10,000 (90.53%)", "ECE 0.0890", "Mean confidence 0.9943", "overconfident", "score and noul not implemented", "DGUI 12 rows (was 6)", "INSTRUCT 119 rows likes 2", "encode the state once, decide everything in parallel", "0.740 accuracy against a 0.508 majority", "ECE 0.047", "fine-tune's advantage ends where its 384-token training data does", "jasonkneen/open-jev ≠ pngwn/open-jev", "same sha d41dc3cd", "Space does not call Jev", "recomputes routing from saved probabilities", "200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22", "synthetic repository benchmark", "Jev evaluations are advisory", "YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep", "default threshold 0.8 still soft", "40-line windows cannot prove whole function", "token-native sequential start/end Choice", "Gemini/Haiku stubs not configured yet", "handful of hand-written examples, not a benchmark", "Jev judged exactly what it was given", "laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills", "contract_passed is not a claim of guaranteed factual truth", "Wilson lower bound 0.85 floor", "fixture mode no savings claim", "SemIf 2207★ (+21 vs §110 2186)", "jevlike 1043★ (+5 vs 1038)", "TypeAR 15★ (+1 vs 14)", "AnotiaWang 97★ (+1 vs 96)", "yibie/awesome-jev 506★ (+16 vs 490)", "Laya likes 822 (was 802)", "tracker likes 64 flat, lastModified UNCHANGED", "do not reopen or amend PR #23/#24/#25/#26/#27/#28", "Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0", "TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440", "Verdict-open-jev 48.07% vs Jev 90.80%", "abstention combined recall 10.00%", "p50 35.58 ms", "K=25 (maximum capacity) 72.00%", "0.85 coverage 84.60% selective risk 1.18%", "26.1× faster than standard Qwen JSON generation", "Jevify 90.0% / 167 ms CUDA graphs disabled", "Finding 1: Brier on stated confidence alone is a trap", "grpo_rlcr 0.78 / ECE 0.084", "reliability 0.007 but resolution 0.000", "27 900 schema-driven decisions", "13 600 / 13 600 questions", "candidate mass min 0.99999624", "22 configs · 166,054 rows · 4 calibration-gold", "sha a39eba3f", "Student B MAE 0.148 / Pearson 0.836 / 86.0%", "pngwn/open-jev-laya-bench README 404", "sha 9f69c742 likes 2", "HDFS 0.9933 (745/750) / retain 0.0084", "BGL ERROR/FATAL protection 1.0000", "2,479 / 2,500 HDFS uncertain", "cache hit 0.9648 (2412/2500)", "$0.153936 estimated", "E2 recomputes from saved probabilities", "Space sha eda59e0a", "MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133", "40–48 rows too small to ship T", "T never changes argmax", "siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode", "Split Transformers experiment from llama.cpp runtime", "tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab", "Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling", "second pass must be $0.00 from cache", "The pages never call Jev", "Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%", "restriction state 95.0% against 84.4%", "None of the systems are particularly good at knowing when to stop and ask", "They skip the question and call a tool directly", "100% schema pass", "six-field joint 48.8% vs 72.8%", "ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench", "ACT / REVIEW / FALLBACK", "A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome", "confidence is descriptive provider output, not a substitute for probability", "Quality denominators include only valid scored answers", "an exact halfway tie chooses the lower level", "aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills", "The local path does not claim to turn a smaller checkpoint into Jev", "Low support becomes decision: \"review\"", "MIT-0 SPDX NOASSERTION", "current-llm", "结构兼容，不是 Jev 模型能力", "altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify", "Find where Jev belongs. Design the questions. Measure the difference", "TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM", "TypeLLM/TypeLLM 16★", "SemIf 2241★ (+34 vs §111 2207)", "jevlike 1051★ (+8 vs 1043)", "AnotiaWang 98★ (+1 vs 97)", "yibie/awesome-jev 525★ (+19 vs 506)", "Laya likes 864 (was 822)", "tracker likes 67 (+3 vs 64)", "lastModified UNCHANGED `2026-09-20T04:29:16.000Z`", "do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32", or "cascade sign-flip / calibration theater":
-   read `references/faq.md`,
+   other", "training confronts Choice other / none-of-the-above", "soft AGENTS.md rules vs the linter", "screenshot Choice / omni System One", "extractive quotes / pointer not generator", "compaction summarize vs pointer", "encoder vs Jev compaction backend", "shadow-mode compaction rollout", "CI flaky-vs-real merge gate", "fail-open VOI wake/resume", "claim vs session evidence", "S1 indexer escalate-S2", "Harbor on/off routing", "fail-open vs fail-closed wake vs CI gate", "encoder vs Jev computer-use backend", "hybrid local decide + remote fill", "DONE vs verified success", "stdout prune vs session compaction", "OpenCode jev-pruner vs Claude jev-pruner", "zen-chat vs jev-zen Noul", "hard envelope then Noul prune", "Cua-S1 vs TypeSafe Jev", "plan vs execute dry-run", "specialist computer-use vs general agent", "local drop-in vs stub scorer", "route vs memory", "when does it hold / extractable from state", "decision model vs constrained LLM", "dual-process S1/S2", "combinatorial grid vs extractive", "uncalibrated local likelihoods", "decision-native RAG", "classify-first / read selectively", "living applied-mappings atlas / class patterns", "silence as safer / draft-gate heartbeat", "robotics text-state vs pixels", "verbatim ledger vs summary", "judgment as language primitive", "Stagehand extract pick-and-copy", "harness observe-score-act vs demo loop", "public judgment wall / six parallel questions", "meaning-search without embeddings", "attention ≠ correctness", "skills→oxlint / AST prove ∩ remainder", "session-sticky first-prompt routing", "measured RAG rerank vs generative rerank", "capability kernel / secrets never in the agent", "Jev is SENSOR not policy", "type-safe ≠ correct", "typed control plane around DSPy", "native vs verbalized confidence", "engine owns truth / Jev owns judgment", "human-confirmed kill gate", "train specialist vs few-shot hosted", "decide→policy→LLM leftover", "Noul 0.5 cannot-tell never rounded", "calibration ≠ sortable / ORDER BY", "pairwise inversion / Score ordinality / two-decimal ties", "wire-compat GLiFormer /v1/systemone", "class-backend economics", "loopback gateway hosted + local", "do not distill Jev as teacher", "active-learning triage", "evidence-packet explorer", "meaning-grep AND/OR/NOT", "closed-vote-only / no planner LLM", "Jev vs PCD Harbor", "PCD O(1) ≠ Noul", "host-owned handlers × System One", "OMP/pi fail-open gate", "permission vs probability / operator owns thresholds", "judgment ≠ permission / Jev never grants access", "eval integrity / instrument not score", "constrained optimizer + S1 features / never sole hot-path gate", "privilege ≠ verdict / effect contracts not tokens", "attention filter / VOI for human review / never blocks / never green unless sure", "measurement owns endorsement / evidence-gated question packs", "Jev supplies evidence / code owns authority", "ranking ≠ calibration / never hard-threshold raw p as frequency", "hot-click CU / indexed element table", "Jev judges relevance / code decides structure", "local rules first then remainder / never auto-train on own hides", "combinators / System One as control plane", "receipts not leaderboard / type-safe ≠ correct jaggedness", "VOI over skill library / skillranker abstention", "OOD calibration / AUC ≠ ECE", "Jev vs thinking-budget small models", "turnstile / replayable evidence≠authority", "MLX one-pass schema→JSON / Apple Silicon replica economics", "memory leases ended by new evidence", "never confidently wrong / TLA+ compose / escalate instead of hard-gate", "no seal no advance / coverage ledger / mint ≠ product brain", "skill-broker sibling / judgment ≠ permission", "sureness bands / max_prob is generous", "JevBench / calibration not in Main Score", "CI typed gate before expensive review", "Codex MCP host adapter", "judgment as attention redirect / jev-preflight", "compress-before-first-send / dizk jev-lens", "tools≠use / SessionStart over hoping", "observational memory / pi-om keep-kind", "open-Jev class / openvons / JevPick", "physical-world System One / HA-Jev / not for locks", "judgment outside the store / jevql", "landed-script trust / headless≠auto-approve", "digital-design combinators / extended five", "VOI cache admission / same-intent skip LLM", "BM25 vs Jev skill routing Harbor harness", "zeroshot vs BERT / contamination DiD", "typed escalate continue abort baton / inverted loop", "worth-your-attention VOI / ThinkyMiner Winnow", "Jev WHETHER Python HOW LLM WHAT", "conflict vs ignorance / named Choice escape", "Playwright executes Jev chooses", "OpenJev /v1/decide not drop-in", "SemIf wire-compat runoff", "decision-as-memory flywheel", "record/replay CI / jevassert", "failure-finding arena / jevarena ≠ jev-arena", "BBQ not a bias cert", "decider≠executor", "sentence-as-rule lint / jevlint", "sentence-as-rule lint / jev-lint is jevlint rename", "VOI hunk prune", "whole-repo intent VERIFIED/VIOLATION/UNKNOWN", "GLiNER2 spec ≠ replica", "open replica substrates / grande / laya-jolt / JEV-CPU", "ONNX local-jev not equivalent", "persist constraints across compaction / pi-heed", "calibration+cost first-class gates", "Harbor-shaped Jev vs SGR LLM-as-judge / jev-judge-bench ≠ jevarena ≠ jevbench", "hand no-text steps / jev-use / Vercel drops confidence", "Pi System-One control plane / pi-jev-control", "never free-generates / jev-gpt tree of Choices", "OpenRouter recipe atlas / samples not benches", "personal history feed / jevfeed / no social graph", "competing NAR claims / dual-channel ECE / openJev-verdict ≠ OpenJev", "empty compaction-proxy skip / IPECTER", "throughput ≠ latency / like-for-like ECE", "1-token logprob endpoint ≠ Noul / coverage ≠ correctness", "open replica engine / jevinf", "unofficial Elixir SDK ≠ OTP peer", "jevex n=16 files-to-read VOI", "commit pre-review attention≠verdict / middle band", "Hermes plugin is Agnes not TypeSafe", "pi-jev-compact ≠ pi-jev-compaction", "empty Codex-proxy skip / IPECTER runway", "decision-native inbox / mailordinal", "unofficial jev-cli not ready / ≠ jevql", "laya-multilingual / English checkpoint confident-wrong OOD", "schema-scorer peaked ranking ≠ calibration", "HF 401 / GitHub 404 Hub-only", "productized System One HTTP / classifier.dev", "escalate-under-threshold / smart tier / multi-label ignores", "silent FALLBACK / granite 0.546 vs advertised 0.800", "vs_jev tracked JSON / read eval/README", "choxos/jev-reviewer ≠ egma-ai / systematic-review pointer", "two-pass Choice+Noul evidence extraction", "not-found is an answer", "human check as productized judgment", "githubnext/localjev ≠ kunchenguid/local-jev", "wire-compat ≠ logit-equiv / prompted JSON ≠ structured read", "self-reported probs / entropy confidence", "GitHub Next local /v1/systemone", "LM Studio runner gap / structured-read primitives", "NandhaKishorM/laya packaging ≠ Hub-only / Router script-before-p", "post-T ECE ≠ raw ECE / Banking77 token-budget", "0.85 still soft / not TypeSafe drop-in", "external census ≠ scored bake-off", "GLiNER2+routers class-boundary", "incomplete openjev census vs watch", "Harbor honesty watch / silent fallback", "JevBench v1.2 geometric mean / cal ON rank / weight sensitivity", "option-order 72→21 / instruction models in the class table", "self-host latency ×2 assumption / est. costs", "Laya absent is a gap not a named exclusion", "Qwen3.8 27B ≠ Archer", "hourly already-folded watch / apply-the-five / skip thin noise", "hard-gate Noul as PR/quality gate is soundness theater", "S1 never stalls waiting / S2 one-use advisory", "Local controller ≠ githubnext/localjev", "purple telemetry = consumed not arrived", "seed = geometry not async replay", "20% starting gate still soft", "no pixels to either provider", "OCR+AX observe-score-act / typesafe-computer-use", "never send screenshot to frontier for the decision", "overlapping CU options = false low confidence", "split kind/item/site", "155× one-screenshot ≠ Harbor taskset", "decision ≠ answer-reader capture", "ASR observe-score-act / jev-voice-browser", "partial-speech VOI / free-text waits", "spoken confirm ≠ hard auth", "numbered overlay without another model", "wrap-as-execution / AgentGhost ALLOW ASK DENY", "rules first then Jev remainder / ASK throws / fail-closed", "reddpy/AgentGhost ≠ jwen5419807/agentghost ≠ vventirozos", "JP genre atlas / studio_yebisu / stars ephemeral ≠ eval", "Jev Clearly Explained / akshay_pachaar / LLM hammer", "schema-safe ≠ correct / 200× 400× TypeSafe ceiling", "questions-as-code / shadow first / not a TypeSafe how-to", "proposition ≠ embedding / contrast-set", "boolean composition of soft Nouls / AND OR NOT", "uehaj/jev-semgrep ≠ semgrep.dev", "meaning-grep dedicated fold / not a gate", "decision-validated UI / Jev never authors text", "decision-as-assert / jevtest ambiguous band", "typed decisions drive UI / jev2ui", "hybrid S1 closed verb menu / anima3", "pointer-not-generator search / JevFind", "jev-frontier-bench ≠ frontier-100", "product bakeoff ≠ architecture duel / GLiClass", "four engines same questions / majority floor", "authorship named escape / not evidence", "ha-switchboard HA remains execution", "n8n classify/route/score / Low Confidence", "fast-jev-compaction-pi ≠ pi-jev-compact ≠ pi-jev-compaction", "jevloop full-distribution optimizer / no LLM in the loop", "laya-vision SmolVLM / score untrained", "Cerebellum-2B /v1/decide ≠ TypeSafe / wire-compat vs agent-routing", "laya-grounded not drop-in / Platt not temperature", "GestaltLabs/Jeff-1 ≠ logan-markewich/jeff / acc vs ECE n=9730", "stanley-code empty findings ≠ approval / human promote", "findme ≠ JevFind / NL memory beam-search FS", "jevsubrouter price workers not conversation / counts ≠ dollars", "feelings .feels() default 0.5 is Noul-0.5-never-rounded / ≠ hunch ≠ Probably", "apa-agent-harness ≠ AntonioCoppe/jev-harness / unpublished npm", "grok-bot-jev skill cannot force a bot that ignores it / A/B proxies not tokens", "Essentiel-Jev never authority / human every action", "enzo-mcp independently falsifiable claims / ≠ jev-sift", "pigeonhole OTHER skip / decision-as-filing", "jev-reliability Nothing about accuracy", "clduab11/jev-test ≠ realZachi/jevtest / Nothing runs yet", "jev-rag-benchmark Jev wins is not an assumption", "dairui1/jev-lab ≠ BrendanH18/jev-lab", "jevmail gmail.readonly / mailjay archive/trash", "ZHUBoer/ego-jev reserved __none__", "runWorkflow completed ≠ success", "jsort scores are relative", "Noul not Choice for scale", "groundedness-judge-bench native vs schema-guided", "implicit_true included in yes", "jev_playground 0 promotions", "routing-backtest 0.0447%", "yuyang2230/jev-agent-skill jev-1.13-free", "jev-techstack-classifier stack_config.json", "s1_ruby collapse late", "undecided? abstain", "2389-research/judgement license null", "confidence ≠ winner p", "typesafeai-sdk-community not a new species", "tpellet/hunch exit 3", "never-execute list", "jev-file-search scores not calibrated accuracy", "jev-linkmap Jev never sees S2 prose", "muhammedilyasy/jev-mail metadata only", "tidy none-of-folders stay", "tab-bouncer pinned/audio/current never closed", "lkclean Show fail-open", "jev-yt-time-saver Show anyway", "ORIGIN pause-if-no-Jev", "validResponse sums-to-1", "jev-crawlers risk bands never raw boolean", "jevbrain AUTO_ACT is not a Noul", "judgekit YAML classify/score/route/verify", "typed-judge-kit verdict-in-code", "alsoleg89/decide packing VOI", "0.8 ≠ 80% accuracy", "Jev-Calibration Platt ECE 0.117→0.052", "jev-calibration-arena never acts", "ctmx/openrouter-jev-mcp Decision-as-Plugin", "FrancoisChastel/jev-code ≠ npm jev-code", "claudecode-jev-marketplace fail-open not hot path", "pedroknigge/mcp_jev packs not ask_jev", "cyrusasco/typesafe-mcp noul deadband 0.35–0.65", "codaaiteam/jev-skill jevtypesafeai.com ≠ TypeSafe", "hermes-switchyard ≠ hermes-jev-router ≠ hermes-plugin-jev", "nanoprune 2.8MB ECE 2.58%", "smartdio/jev-browser-agent ≠ ZHUBoer/ego-jev", "Dakai/omp-jev-web DONE ≠ proof", "hari007sh/jev ≠ dannote/jev", "0thernet/system-one-skills deterministic verify", "typed-gate band [0.40,0.60] is refusal", "pi-jev-gate fail-closed; choice is the verdict", "Foq ~25ms/2.2GB local", "rev prefill-only + HF jev-0.5b", "robfrase/jev planning memo", "typesafe_agent_gates 27/27 / 31/31", "EpicEric/safe-sh static remainder", "pastepilot Confirm before act", "Jev-Reranker live Jev not yet measured", "sessionwise opt-in relevance", "jev-search pointer sieve", "400ms Salesforce WebMCP", "typesafe-scheduler-diagnostics advisory", "droidjev screenshot-free", "Tewoto1 jevcu planner still writes", "ha-conversation-jev Jev→Grok", "dsh-jev can only gate", "jev-classification-benchmark specified not run", "jev-luna-pagerduty p≥0.50", "meldltd/meldecision laya-go ONNX", "laya-doom never pixels", "logixism/laya-api empty README", "akpsahan/laya ≠ Archer", "choxos/jevchess engine owns truth", "jev-drive sim not AV", "story-arc Jev never authors", "jev-hs-assistant HS6", "golergka/jev-plays-starcraft-2 UI-verified ≠ API Victory", "awesome-jev-use-cases catalog", "Nibir1/typesafe-go ≠ official", "fingerprint after redact", "recall vs decide", "publish fingerprints+answers", "CI replay as Harbor cousin", "Cache hit ≠ correctness", "hyperspaceai/jevcache ≠ kushals256/jevcache", "human labels only", "score never auto-accepts", "production capture flywheel", "sutro-sh/jev-align ≠ caiovicentino/jev-align", "guidance ≠ hook", "catalysts ≠ summaries", "compile-time System One", "unofficial ≠ TypeSafe", "format_version modernbert-jev/1", "Argos1111/jev_local ≠ us/jev-local ≠ kunchenguid/local-jev", "LFM default ≠ ModernBERT backend", "Nemotron ≠ TypeSafe Jev", "not a calibrated replacement", "djev-dev complements djev-spark", "images as Choice options", "Laya essay numbers *theirs*", "Router/OOD confidence", "hosted bootstrap ≠ silent TypeSafe", "difficulty + policy thresholds + JSONL trace", "jev-codex-pilot model + reasoning depth", "keep/shadow/hybrid/reject", "quarry evidence projection", "Frank-ZY-Dou/awesome-jev robotics/3D/control", "one-dollar-tahoe TypeSafe Jev defense eval", "jevguard calibrator/cache/escape", "jev-ci-selector CI shadow mode", "llama-jev llama.cpp replica", "petercr/jev-orchestrator ≠ FleeexCorp/jev-orchestrator", "seb4ez/jevguard ≠ AseemPrasad/JevGuard ≠ pablozr/JevGuard", "webNeat/llama-jev ≠ WiktorB2004/llama-index-jev", "OpenCode jev-pruner context sieve", "observe→score-candidates→prune", "jev-zen / jev-1.13-free", "zen-chat ≠ Noul", "fail-open original", "keepScore >0.1 floor", "host port of tamaratran/jev-pruner", "indiejoseph/opencode-jev-pruner ≠ nrdz-labs/fast-jev-opencode", "jev-webagent-bench empty stub", "Kiln-AI/jev_jsonschema noul_threshold 0.5", "NSStudent/JevSwiftSDK unofficial", "GLiNER2 native Apple path", "unofficial Swift/Core ML GLiNER 2.5-small", "entity spans + confidence", "not Choice/Score/Noul", "not TypeSafe", "label descriptions as schema", "on-device ANE economics", "honesty locks", "shershah1024/gliner-native-runtime ≠ Fastino", "≠ gliner25-compaction ≠ gliner2-ultrafast ≠ Eran-BA/Jev_from_GLiNER2 ≠ NSStudent/JevSwiftSDK ≠ jevmlx", "default threshold 0.1 still soft", "soft Noul ≠ hard safety", "Decision Graph Protocol frame→assess→commit", "app retains permissions/effects", "Jev-first assessor-neutral", "guarded commit / receipt/next frame", "assessment batching", "hard-gating DGP as safety theater", "numerous-com/dgp ≠ TypeSafe official", "jegrep calibrated path+range Nouls", "no embeddings/index/daemon", "~$0.01–0.03 typical", "agent --json", "can1357/jegrep ≠ Bentlybro/jevgrep ≠ uehaj/jev-semgrep", "Archer-arch fidelity", "kev family OOD 0.76–0.77 vs Jev 0.86", "block-causal isolation", "pointer/readout CE-trained", "/v1/systemone drop-in", "replica honesty", "cost-sensitive decision theory × System One probabilities → control flow", "thresholds derived from costs not hard-coded", "YES / NO / UNSURE from cost_false_yes / cost_false_no / cost_human", "auto-batching same-object questions", "Kungie/gut ≠ tpellet/hunch ≠ carldaws/hunch", "judgment vs generation", "deterministic execution after probabilistic judgment", "exactly one app-owned callback", "explicit uncertain branch", "Illusion47586/judge ≠ lexingtonhibiki/judgekit ≠ Ascurse/typed-judge-kit", "variable-N option scoring as the trainable object", "dynamic candidate bags not fixed label sets", "zwliJay/jev-forge ≠ NanoJev", "open replica economics / latency vs closed Jev", "NAR local drop-in", "wfzyx/von late-catch HIGH", "competing NAR claims / replica honesty", "typed judgments vs chat judges on guardrailing", "ishaannk/llm-vs-jev cross-note only", "deeper integrity fold is rh-guard", "nothing wins outright", "can be argued out of guarding"", "Jev IS the if-statement", "judgments/probabilities drive branches", "text model only writes prose", "interpreter owns variables/loops/budgets/replay", "otherwise maybe / confidence gate", "chaos samples after the gate", "southpolesteve/probably ≠ carldaws/hunch ≠ feelings ≠ Kungie/gut ≠ Illusion47586/judge ≠ tidymodels/probably", "133★ / forks 10 live", "build calibrated classifiers from human feedback", "retrieve by relevance not resemblance", "one calibrated yes/no per memory in one request", "pointer mode 17/18 19/20 *theirs*", "embedding resemblance misses the allergy", "samdotmak/jev-recall ≠ jev-search ≠ jev-sift ≠ carryforward ≠ chopratejas/invalidate", "memory leases ended by new evidence", "six Nouls then fixed rules in code", "0 of 157 false invalidations", "questions/plans/directives are not evidence", "unsure → review queue", "host keeps the store", "name↔body / comment truth / test-claims", "mizchi/jev-lint is mizchi/jevlint rename", "no shipped rule has severity error", "~1 in 5 findings wrong *theirs*", "mizchi/jev-lint ≠ huntedman/JevLint ≠ MichitoSugawara/jev-lint", "JSON Schema → typed JSON via Jev", "noul_threshold 0.5 decoder not a proof", "IncompatibleSchemaError lists every bad property", "on-device Laya CoreML ANE", "~5 ms P50 short decisions", "189/189 FP16 checkpoint parity", "10× not achieved", "mizorewww/laya-coreml ≠ gliner-native-runtime ≠ jevmlx ≠ NandhaKishorM/laya", "softmax over allowed tokens ≠ Noul", "question-first cache", "Micha0827/snapjudge ≠ githubnext/localjev ≠ jevmlx ≠ cendress/SnapJudge", "Jev-first Pi agent loop", "slow-LLM fallback", "explicit action menu / CandidateSource unimplemented", "62 tests wiring not quality", "direwolfiy/JevPi ≠ standardagents/jevpilot ≠ pi-jev-control", "resume-screening bias audit methodology", "name×resume factorial independent Nouls", "callback determined by resume quality", "mean-probability name gaps operationally negligible", "natemoo-re/bias-bench ≠ BBQ", "Plan/PRD panel → code-owned pass|review|block", "cheerleading out of scope", "austindixson/planalyzer ≠ single-goodness Noul", "cost-aware multi-model routing/escalation", "decide vs do", "successful-task cost", "cannacre8ive/switchboard-ai ≠ ha-switchboard ≠ hermes-switchyard", "frozen-protocol zero-shot bench", "TypeSafe Jev vs PrismNLI vs Laya", "contamination caveat", "elcronos/jev-vs-open-decision-models ≠ JevBench ≠ DMB", "context-window admission control", "VOI gate which tokens are worth the expensive model", "fail polarity per lens", "on small inputs lenses lose money", "cvsgireesh/jevusher ≠ jev-sift ≠ winnow", "typed decision control plane", "receipt ≠ authorization", "historical-v0 zero retained cases", "MokiMeow/jev-fabric ≠ jev-forge ≠ dgp", "live 15-dim typed rubric re-score per pause", "scoring economics exemplar", "OpenJev/Codiv ≠ TypeSafe hosted", "jose-troche/live-rubric ~$0.000004 desc / ~$0.000006 README", "adversarial pre-registered Jev eval", "28 predictions before data", "123,805 requests", "confidence does not track ignorance", "polite injection 65% / crude 0%", "willkelly/jev-evaluation ≠ jevals ≠ jev-baselines-eval", "provider-neutral Elixir/BEAM Noul/Choice/Score SDK", "class infrastructure", "nshkrdotcom/system_one_sdk ≠ typesafe_sdk ≠ dannote/jev", "question-linting of Jev questions themselves", "nine jaggedness rules, no API key, no labelled data", "static lint ≠ measured separation", "yodablocks/jevq ≠ tenbin ≠ JevLint ≠ commitjev", "open-weights Laya as class exemplar (binding)", "Nx/Bumblebee runtime", "host chooses backend", "ChristianAlexander/laya_ex ≠ system_one_sdk ≠ dannote/jev ≠ NandhaKishorM/laya", "on-chain/edge Laya deploy", "parity_verified stays false", "model output never grants Tx", "humandebri/IC-Laya ≠ laya_ex", "auditable weekend replica", "Jev outputs never used for training", "soft human-vote distributions", "unpaired 0.577 vs 0.727", "agilabs-ai/jev48 ≠ JevBench ≠ Mapika/decider", "adversarial dual-judge / framing attack surface", "comparative framing is the usable judgment", "prior injection crowds out evidence", "copyleftdev/ember ≠ ember.js", "Laya specialist fine-tune pipeline", "training still GPU-pending", "PIXELZX0/XERON ≠ convaiinnovations/laya", "Hub Laya replica drop", "daliborsb/laya ≠ convaiinnovations/laya ≠ NandhaKishorM/laya", "System One student distillation corpus", "gold is programmatic", "teacher is closed-API clone", "do not distill Jev as teacher of record", "MagaBitmex/jev-4b-distill-data ≠ missing student checkpoint", "non-LLM VIN System One", "planning depth not chat", "lewislululu/jevon ≠ douglance/jevon", "source-bound evidence checks", "local quote mismatch needs no API", "exit 0 ≠ claim truth", "WaynezProg/jev-kit ≠ jonathanavis96/jev-kit (Airlock) ≠ jev-use ≠ jev-mcp", "independent System One evidence catalog", "scores not one leaderboard", "no external record currently reproduced", "TokenTrim no-Jev matched hybrid 62.4%", "reachjalil/system-one-bench ≠ mallahyari/system-one-benchmark", "21 tasks · 134 items · 208 questions", "scenes from public GitHub contracts, not production logs", "SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv/jev-eval ≠ xxkuboxx/jev-eval ≠ onlyoneaman/jev-eval ≠ dayhaysoos/jevals", "option isolation (sibling-blind)", "permutation-equivariant", "Hub OWNER not published", "nafisazizir/hev ≠ jaredpalmer/kev", "frozen local LLM logits, no trained decision head", "residual-head 9,222-param decreased 73/96→67/96", "confidence = 1−normalized entropy, not P(correct)", "yuki-oshio/mini-jev ≠ r-ms/mini-jev", "Jev classifier as autoregressive next-token predictor", "ChatJev-style soundness theater", "erik-dunteman/ChatJev ≠ dannote/jev ≠ jev-gpt", "calibrated decision head × AlphaProof value head", "implementation-layer isomorphism, semantic difference", "timeout = censoring", "do not launder Noul as proof", "parallel rank-prediction vs serial selection", "independent questions can conflict", "zzzzzec/jevsort ≠ keltokhy/jsort", "curated open System One ecosystem catalog", "rupeshpoojary9/awesome-open-system-one ≠ AnotiaWang/awesome-jev", "arXiv paper radar with Jev relevance scoring", "ranking ≠ calibration / 0.5 still soft", "fail-open failed evals not marked seen", "train calibrated ~27M from scratch", "typed Q→prob dist / one forward pass / no LLM decode", "hyusi2003/MiniSystemOne ≠ Colvin0315/MiniSystemOne", "description-only stub / size 5", "ESCI hard probe fails four of six", "jev_bool ECE 0.242 inversion 0.255", "do not re-fold §60 six-gates as new", "jobbyjev one-request-per-company from batch-size result", "find/design/evaluate TypeSafe Jev decision loops", "karanb192/jev-architect ≠ samtay32/jev-system-architect", "Jairik/jev-distiller size 1", "distill-Jev UI stub / do not distill Jev as teacher of record", "post-launch scored use-case map / Jev self-scores then human curation", "licensedsaucer9-web/jev-opportunities", "Jev-inize a use case into classifier/router", "gavinHuang/jevinize → simple-jev not TypeSafe", "featherless-ai/simple-jev", "compare saved decisions / same label can still change the branch", "VihaanAgarwal/jev-diff ≠ Saik0s/diffusiongemma-jev-macos", "not tested with a live Jev API key", "constrained logprob + temp/Platt ≠ Noul", "OpenJevPro pastes openjev-sglang JevBench as own", "zhangcy122/OpenJevPro ≠ IamBusy/OpenJev ≠ ekzhang/openjev-sglang", "PolyForm Noncommercial", "SmolLM-135M / sub-70ms / 0 output tokens", "demo P(True) 0.5052 / Choice conf 0.2872 / Score conf 0.0055", "README claims MIT / GitHub license null / no LICENSE file", "patelvishwa112/jev-system-one-rlcd ≠ arnabgho/rlcd-lite ≠ blackwood-rlcd", "source-backed Awesome Jev radar / 306+ commit-pinned", "logicrw/awesome-jev-projects ≠ AnotiaWang/awesome-jev ≠ yibie/awesome-jev ≠ cobanov/awesome-jev ≠ rupeshpoojary9/awesome-open-system-one", "auto GitHub sync / Issue-only submissions", "hashed n-gram encoder / rival-aware attention", "olanotolu/jevbetter vs jevlike starter", "synthetic hard menus top-1 0.916 vs 0.873 / ECE 0.0182 vs 0.0367 / 40 vs 4608 menus/sec", "shuffled-context control 0.335", "Turn any open LLM into System-One Jev", "uspraveen/Jevify ≠ Mintzs/jevify ≠ gulagala001/jevify", "Jevify-any-LLM architecture probe", "description-only stub / size 0", "Train encoder-only calibrated decision models from a task sentence", "Exu is a toolkit, not a method", "strictly proper scoring rule", "Pre-alpha", "Ruivalim/exu-base", "scratch-trained calibrated decision model", "typed Q → probability dists", "Colvin0315/MiniSystemOne ≠ hyusi2003/MiniSystemOne", "no published weights download URL", "90.5 seconds / 29.2% pipeline evidence", "p_i/p_j independent of other candidates", "Recipe for calibrated decision models — small model out", "init → synth → train → eval → serve", "91.1 % / ECE 0.022 *theirs*", "Jev zero-shot 75.1", "scienthoon/luce", "Put Jev's three headline claims on trial", "0.5B local GPU", "46x speedup / accuracy identical", "ECE 0.624 sentiment catastrophe", "bigger model worse calibration", "RichardoMrMu/jev-mini ≠ yuki-oshio/mini-jev ≠ r-ms/mini-jev", "System-1 decision engine for local LLMs", "structured choices only", "JSON parse of generated text ≠ Noul", "TypefAI JEV / Journal Entry Voucher", "tapsin/jev-local ≠ us/jev-local ≠ Argos1111/jev_local", "Jev 1.13 reward-model eval across 8 benchmark tracks", "40,940 examples / 0 API errors", "RewardBench v1 92.58%", "Precise IF 50.63%", "goya4140/jev-reward-model-evaluation", "Scaffolding in progress", "Jev vs LLM support-ticket routing", "static + live decision bench", "TypeSafe's own published benchmark", "illustrative simulations, not live API calls", "JevBench v1 — smart/cheap/fast/reliable", "I/C/S/K 25% geometric mean", "classifier.dev fast tier 84.8 is Jev behind its own API", "do not re-fold §78 v1.2 board as new", "Laya (421M) 70.1 now on board", "Zero-shot/few-shot LLM routing", "hard budget filter before Jev", "Jev never asked to perform budget arithmetic", "Jev judges the next state, XState enforces transitions", "simulation uses synthetic keyword fixtures", "catalog gravity", "v-modal/awesome-jev-tools", "★339 live REST", "curation is not endorsement", "crawler-maintained directory", "Daily GitHub + npm sweep, human-merged", "RadRebelSam/awesome-jev ≠ AnotiaWang ≠ yibie ≠ cobanov ≠ logicrw ≠ v-modal", "HF peft SPLADE/BGE reranker", "rdxtremity/jev-reranking ≠ carlaiau/jev-reranking", "query-side encoders, not a Jev replica", "ONNX System One Qwen3.5-4B scorer", "source:pngwn/system-one-qwen3.5-4b-scorer", "CC-BY-NC-4.0", "temperature 1.75", "transformers.js AutoModel cannot load this graph", "Consistency benchmark Space", "This Space contains no benchmark result yet", "12-case plumbing fixture", "Benchmark-driven Jev router and judge", "cheap alone is not success", "Jev does not write, sum prices, or claim accuracy %", "Sol 94.2 / Luna 83.9 / Jev path 89.7", "19.2% Sol / 62.3% cost save / 4.5pp miss of 2pp non-inferiority", "p50 latency worse than Sol due to routing overhead", "erendikmenn/jev-llm-router-benchmark ≠ jev-rag-benchmark ≠ ryantsai/jev-llm-router", "Express + node:sqlite", "mock and Jev decision engines", "previous_ticket_count >= 3 is code", "MIN_CONFIDENCE 0.6 still soft", "substring false positives", "aesaganda/jev-ticket-router ≠ SarathChandraBellam/jev-vs-llm-ticket-router", "Universal Figure & Diagram Router", "confidence ≥ 0.85 hard-gate is theater", "generative AI banned from scientific plots", "six visual branches", "hoangngochuong24947-gif/jev-figure-router", "human-labeled (state, question, label)", "166,054 rows / 22 configs", "soft_label for human uncertainty", "Praveenrajus/jev-bench ≠ fstandhartinger/jevbench", "ternary bonsai System One GGUF", "openjev's mechanism, Bonsai's weights", "Hub does not ship weights", "100/100 easy T/F is not Harbor", "label_mass ≠ correctness", "stock llama.cpp Q2_0 silently gibberish", "NicolaiMTLassen/open-bonzi-jev ≠ NicolaiLassen", "transformers.js DeBERTa ONNX", "source:com-kotobalabs/open-jev-deberta-v3-large", "temperature 1.05", "AutoModel from_pretrained works", "onnx-community/open-jev-deberta-v3-large-ONNX ≠ system-one-qwen3.5-4b-scorer-ONNX", "107★ densify", "GH 151M vs README 149.6M", "PR #1 now closed unmerged", "do not re-fold §71 claim-audit as a beat", "typed decisions, RLCD, confidence-gated routing", "structured ≠ correct", "mock not live API", "26 tests", "wjdjdakf17/jev-study ≠ baekenough/jev-study", "bonzi-27b-v2 / ternary-8b / 27b-v1 GGUF family densify", "WANLI-256 74.6% / 65.2% / 71.1% *theirs*", "Bonsai 1 27B Q1_0 runs on stock llama.cpp", "ternary still needs PrismML fork", "hf:heman10x/openJev-verdict-2.0 twin tokenizer-only", "OpenJev Vision image classification + uncertainty", "CLEVR-4 held-out joint 0%", "hfdataset:IamBusy/OpenJev-Vision-Research-v0.1 12,832", "294,912 derived targets not independent samples", "Laya multilingual ONNX WebGPU typed-decisions port", "63/63 selected answers / 5.1e-4 CPU / 1.2e-2 WebGPU", "UpHash-Network/mini-jev is yuki-oshio transfer", "jev-injection-bench 11,900 labelled prompts", "Jev best ranking / Haiku better ECE 0.021 vs 0.058", "0.5–0.9 band is where Jev's numbers do not mean what they say", "Prompt wording moves panic 28%", "manojlds/jev-dspy-bench ≠ dspachos/jev-dspy ≠ jmanhype/jev-dspy-lab", "Jev agreement is similarity, never ground truth", "no aggregate quality grade or merge gate", "AbstentionBench-on-Jev rank 1 of 20 vs 2025 field", "question-asymmetry", "forward-looking 0.465 never extreme", "openkev calibration layer not a runtime", "ECE vs coverage independent", "select_threshold returns inf", "escalation catches uncertainty not ignorance", "misakaikato/openkev ≠ jaredpalmer/kev", "pdf-race Docling→Jev vs Gemini", "parser owns the wall clock", "12/12 tie is a tie", "titles selected not generated", "flopcheck 16 calibrated tweet judgments", "mechanical tells in code", "ZeroX-01/jev-atlas ≠ Zaious/jev-capability-atlas ≠ gorock007/jev-atlas", "Laya calibration lab Gradio MCP", "T never changes argmax", "confidence ≠ top-label p", "easy probe set refused", "40–48 rows too small to ship T", "Gemma-4 26B-A4B jevify classification+calibration", "LoRA adapter twin not independent eval", "Gemma-4 E4B jevify", "E4B LoRA stub card", "kushalpatil/jevify-gemma4 ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify", "GH kushalpatil07/jevify 404", "PAWS 0.580/ece 0.288 is the weak cell", "smaller E4B slightly better OOD ECE than 26B-A4B", "Hub jevify merged LoRA ships weights", "bonzi Bonsai-8B v1 GGUF densify", "Bonsai-1.7B v1", "Bonsai-4B v1", "WANLI-256 64.5% / 60.2% / 52.0% *theirs*", "rank #4 / #5 / #6 of 6", "JulesHuisman/jev-eval scaffolding / README SHA c356a584 (was empty e69de29b)", "JulesHuisman/jev-eval ≠ SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv ≠ xxkuboxx ≠ onlyoneaman ≠ dayhaysoos/jevals", "7 bands 6/10 vs 40 bands 0/10", "source receipts + confidence slider re-policy without re-inference", "32/32 synthetic is smoke not production", "classify HF datasets across typed semantic dimensions", "roadus2 watch misspelling; lock roadius2/ultra_laya", "ultra_laya REVIEW defects", "default branch claude/laya-jev-review-gg5ppo", "XNLI EN 88.3% ECE 0.032 → RU 77.3% ECE 0.096", "Δ −11.0 pp [−14.2,−7.8]; ECE +0.063", "MASSIVE no detectable difference at n=600", "confidence is function of p_max (r=1.000)", "pointer-not-generator 400 human-authored responses", "proposed ≠ authorized", "FewRel 160: Jev 85.0% vs lexical 13.125%", "gated 100% (95/95) coverage 59.375%", "J++ composable semantic computation language", "judge-jev 0.5 still soft", "947 repos scored; A 273 / B 302 / C 372", "LLM rubric ≠ benches", "No benchmark winner is claimed", "phishing: naive 62.6% vs regex 91.8%; 5-atomic + LR 95.0% *theirs*", "AITuber tension ±15", "README npm global; repo is Rust", "git-confess code owns counting/blame/ratio", "httpx exhibit 11% (13/119) *theirs*", "90d trend +12.40% vs random +12.75% vs BH +41.71%", "5m win rate 25%", "Awesomejev 656 entries / 38,160 stars", "tracker likes 64 (+4) lastModified UNCHANGED", "Laya present; Blackwood ABSENT; Archer still promised_not_landed", "Blackwood tracker ABSENT; likes 2 gated manual", "r = c - p_a", "ECE 0.021; acc 0.807 vs warmup 0.746", "Independent primitive", "11.57s vs 54.10s · 4.67× · 120/128 *theirs*", "default path is pretrained Gemma probs not trained RLCD head", "GH Meanblock 404; lock leesk212/JEV-CPU", "softmax over letter slots ≠ Noul", "WANLI 0.741 vs openjev v2 0.77 *theirs*", "3-way NLI ≠ Noul", "priority 0.464 = majority floor", "banking77 contaminated", "raw margins not probabilities", "do not distill Jev as teacher of record (they distilled Haiku)", "“0.9 is not one number”", "ranking ≠ calibration", "banking77 0.8–0.9 stated 0.86 actual 0.73 over-confident *theirs*", "≠ Praveenrajus/jev-bench ≠ fstandhartinger/jevbench", "$0.0000153–$0.0000226 vs circulating $0.0004 (~20×)", "Score is 0..n-1 expectation not 0–1", "Noul has no confidence field", "TCP floor 198.8 ms", "type reliability is not a reason to choose Jev (json_schema 5/5)", "gateway tax not one number", "Function-only 5/8 vs hybrid 8/8", "4/8 without Jev", "8 designed cases not conversion lift", "200-row pilot Jev 86.5% 173/200 vs Gemini Flash-Lite 86.0% 172/200 vs Pro 87.0% 174/200 *theirs*", "not a ranking", "情緒測謊器", "8-example Jev vs GPT-5.6 Sol ~64× cost 5.4× latency *theirs*", "synthetic; no inference", "≠ JevBench v1.2 §78", "Judged 3317 / listed 2560", "Jev judges, code applies policy", "APA “microsecond policy / zero hallucination” overclaim", "Client-side quiz; pointer from held docs; scanned-PDF warn", "Jev judges / agent reasons / user decides", "selecting an option is not permission to implement", "pattern exact, judgement must clear floor", "no matching pattern → no model call", "not a correctness oracle", "Spec vs artifact remainder", "treating 0.85 as 85% / minProbability hard-gate as Harbor", "VERIFY acquires discriminating evidence, never same-pool confidence-only rescoring", "fast/full/max are ceilings not sizes", "Solar writes, Jev chooses NEXT ACTION", "do not reopen or amend PR #23 or #24 or #25 or #26 or #27", , "Calibration is not alpha", "NO CURRENT ALPHA CANDIDATE", "ΔR² approximately +0.00084", "Brier 0.2131387", "ECE 0.0421875", "Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05", "default 0.5 keeps zero non pinned", "keepResult median 0.14 to 0.17", "keepCall median 0.28 to 0.35", "usable range is about 0.10 to 0.25", "7.8% to 57.9%", "judges results it never sees", "task-finish eval not built yet", "$0.002 per compaction", "slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench", "Jev 108/120 $0.083 0.34 s", "Luna SGR 114/120", "paired Jev accuracy-difference intervals include zero", "not evidence of equivalence", "GLM SGR 26/120 93 format failures", "Terra-planned Jev hybrid 55/120", "rule-based by default, optionally Jev-backed", "empty README", "missing key cannot break the experience", "prefill plus exactly one decode", "softmax over A/B/C ≠ Noul", "BBQ 9,053/10,000 (90.53%)", "ECE 0.0890", "Mean confidence 0.9943", "overconfident", "score and noul not implemented", "DGUI 12 rows (was 6)", "INSTRUCT 119 rows likes 2", "encode the state once, decide everything in parallel", "0.740 accuracy against a 0.508 majority", "ECE 0.047", "fine-tune's advantage ends where its 384-token training data does", "jasonkneen/open-jev ≠ pngwn/open-jev", "same sha d41dc3cd", "Space does not call Jev", "recomputes routing from saved probabilities", "200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22", "synthetic repository benchmark", "Jev evaluations are advisory", "YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep", "default threshold 0.8 still soft", "40-line windows cannot prove whole function", "token-native sequential start/end Choice", "Gemini/Haiku stubs not configured yet", "handful of hand-written examples, not a benchmark", "Jev judged exactly what it was given", "laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills", "contract_passed is not a claim of guaranteed factual truth", "Wilson lower bound 0.85 floor", "fixture mode no savings claim", "SemIf 2207★ (+21 vs §110 2186)", "jevlike 1043★ (+5 vs 1038)", "TypeAR 15★ (+1 vs 14)", "AnotiaWang 97★ (+1 vs 96)", "yibie/awesome-jev 506★ (+16 vs 490)", "Laya likes 822 (was 802)", "tracker likes 64 flat, lastModified UNCHANGED", "do not reopen or amend PR #23/#24/#25/#26/#27/#28", "Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0", "TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440", "Verdict-open-jev 48.07% vs Jev 90.80%", "abstention combined recall 10.00%", "p50 35.58 ms", "K=25 (maximum capacity) 72.00%", "0.85 coverage 84.60% selective risk 1.18%", "26.1× faster than standard Qwen JSON generation", "Jevify 90.0% / 167 ms CUDA graphs disabled", "Finding 1: Brier on stated confidence alone is a trap", "grpo_rlcr 0.78 / ECE 0.084", "reliability 0.007 but resolution 0.000", "27 900 schema-driven decisions", "13 600 / 13 600 questions", "candidate mass min 0.99999624", "22 configs · 166,054 rows · 4 calibration-gold", "sha a39eba3f", "Student B MAE 0.148 / Pearson 0.836 / 86.0%", "pngwn/open-jev-laya-bench README 404", "sha 9f69c742 likes 2", "HDFS 0.9933 (745/750) / retain 0.0084", "BGL ERROR/FATAL protection 1.0000", "2,479 / 2,500 HDFS uncertain", "cache hit 0.9648 (2412/2500)", "$0.153936 estimated", "E2 recomputes from saved probabilities", "Space sha eda59e0a", "MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133", "40–48 rows too small to ship T", "T never changes argmax", "siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode", "Split Transformers experiment from llama.cpp runtime", "tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab", "Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling", "second pass must be $0.00 from cache", "The pages never call Jev", "Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%", "restriction state 95.0% against 84.4%", "None of the systems are particularly good at knowing when to stop and ask", "They skip the question and call a tool directly", "100% schema pass", "six-field joint 48.8% vs 72.8%", "ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench", "ACT / REVIEW / FALLBACK", "A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome", "confidence is descriptive provider output, not a substitute for probability", "Quality denominators include only valid scored answers", "an exact halfway tie chooses the lower level", "aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills", "The local path does not claim to turn a smaller checkpoint into Jev", "Low support becomes decision: \"review\"", "MIT-0 SPDX NOASSERTION", "current-llm", "结构兼容，不是 Jev 模型能力", "altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify", "Find where Jev belongs. Design the questions. Measure the difference", "TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM", "TypeLLM/TypeLLM 16★", "SemIf 2241★ (+34 vs §111 2207)", "jevlike 1051★ (+8 vs 1043)", "AnotiaWang 98★ (+1 vs 97)", "yibie/awesome-jev 525★ (+19 vs 506)", "Laya likes 864 (was 822)", "tracker likes 67 (+3 vs 64)", "lastModified UNCHANGED `2026-09-20T04:29:16.000Z`", "do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32", "hysteresis enter/exit / replay policy without inference", "calibration does not compose / hop-ECE permutation-invariant", "equal-width vs quantile ECE / ranking ≠ calibration", "Qwen2.5 ≠ Archer / Qwen 3.8 sparring ≠ Archer / Qwen/Qwen3.8-27B ≠ Archer", "Deferred Crispification / TCE / AMS", "g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev", "pd.cut equal-width vs jeval quantile", "A hunch is a probability with a policy attached", "soundness theater / measurement theater / hourly 0843", or "cascade sign-flip / calibration theater":   read `references/faq.md`,
    then `references/mental-models.md`, then
    `references/mixed-architecture.md`, then
    `references/judgment-class.md` before any mapping. Proof,
@@ -118,8 +117,7 @@ classical method you already trust, substitute it, classify the win
 |---|---|---|
 | Mental models across domains (not SWE-only) | EU, abstention, VOI, MCDA, SDT, search/control, Leveson, NATM/Norman/snap-fit; **extractable-from-state boundary map** (self-contained vs needs outside knowledge). **Apply queued 1047 follow-ons** (`notes.md` §88): **Replica honesty** / **Empty ≠ approve** / **Beam as control** / **Cache is the exact envelope**. Apply 1144 (`notes.md` §89): **Typed if** / **Shadow then honor** / **Human every action** / **Atom then sense** / **File by Choice** / **Question preflight** / **Inbox read-only vs write**. Apply 1241 (`notes.md` §90): **Observe→score→act (namesake lock)** / **Decision-as-ranking** / **Native vs schema-guided Harbor** / **0 promotions / authored vs real** / **Offload + classifier-not-generator** / **Collapse late** / **Unofficial toolbelt** / **Pointer shell** / **Preview-first VOI / rubric rewrite** / **Life fail-open covers** / **S1 decide / S2 plan** / **Seed/expand/judge/verify + local daemon ≠ Jev**. Apply 1347 (`notes.md` §91): **Judge harness as control API** / **Batch packing VOI** / **Calibration as product** / **Decision-as-Plugin** / **Policy-constrained skill select** / **Tiny local econ pruner** / **Observe→score→act cousins** / **Deterministic verify ≠ System One** / **Soft-score vs hard-argmax**. Apply 1441 (`notes.md` §92): **Self-hosted econ** / **Soft-judgment gate integrity** / **Retrieval as calibrated decision space** / **Enterprise reflexes** / **Screenshot-free CU** / **Hybrid S1/S2** / **Harbor-jevals / SRE** / **Laya densifies** / **Demos / unofficial toolbelt**. Apply SIGNAL jevcache/jev-align (`notes.md` §93): **Decision ledger / memoization** / **GEPA alignment loop** (fingerprint after redact; recall vs decide; publish fingerprints+answers; CI replay as Harbor cousin; Cache hit ≠ correctness; hyperspaceai/jevcache ≠ kushals256/jevcache; human labels only; score never auto-accepts; production capture flywheel; sutro-sh/jev-align ≠ caiovicentino/jev-align). Apply SIGNAL enzyme/JA ModernBERT/Gemma (`notes.md` §94): **Compile-time System One / questions-as-index** / **Unofficial JA ModernBERT cross-encoder** / **NAR class legitimacy / multimodal observe→decide / Router-OOD** (guidance ≠ hook; catalysts ≠ summaries; compile-time System One; unofficial ≠ TypeSafe; format_version modernbert-jev/1; Argos1111/jev_local ≠ us/jev-local ≠ kunchenguid/local-jev; LFM default ≠ ModernBERT backend; Nemotron ≠ TypeSafe Jev; not a calibrated replacement; djev-dev complements djev-spark; images as Choice options; Laya essay numbers *theirs*; Router/OOD confidence; hosted bootstrap ≠ silent TypeSafe). Apply 1541 (`notes.md` §95): **Decision-as-plugin** (difficulty + policy thresholds + JSONL trace; jev-codex-pilot model + reasoning depth; keep/shadow/hybrid/reject) / **Evidence projection** (quarry evidence projection) / **Soft judgment integrity** (jevguard calibrator/cache/escape; jev-ci-selector CI shadow mode) / **Physical/control** (Frank-ZY-Dou/awesome-jev robotics/3D/control) / **Harbor-jevals injection-firewall** (one-dollar-tahoe TypeSafe Jev defense eval) / **llama.cpp replica** (llama-jev llama.cpp replica; petercr/jev-orchestrator ≠ FleeexCorp/jev-orchestrator; seb4ez/jevguard ≠ AseemPrasad/JevGuard ≠ pablozr/JevGuard; webNeat/llama-jev ≠ WiktorB2004/llama-index-jev) Apply 1639 (`notes.md` §96): **OpenCode stdout-prune host port** (OpenCode jev-pruner context sieve; observe→score-candidates→prune; jev-zen / jev-1.13-free; zen-chat ≠ Noul; fail-open original; keepScore >0.1 floor; host port of tamaratran/jev-pruner; indiejoseph/opencode-jev-pruner ≠ nrdz-labs/fast-jev-opencode; jev-webagent-bench empty stub; Kiln-AI/jev_jsonschema noul_threshold 0.5; NSStudent/JevSwiftSDK unofficial). Apply SIGNAL gliner-native-runtime (`notes.md` §97): **GLiNER2 native Apple path** (unofficial Swift/Core ML GLiNER 2.5-small; entity spans + confidence; not Choice/Score/Noul; not TypeSafe; label descriptions as schema; on-device ANE economics; honesty locks; shershah1024/gliner-native-runtime ≠ Fastino; ≠ gliner25-compaction ≠ gliner2-ultrafast ≠ Eran-BA/Jev_from_GLiNER2 ≠ NSStudent/JevSwiftSDK ≠ jevmlx; default threshold 0.1 still soft). Apply 1740 (`notes.md` §98): **Decision Graph Protocol envelope** (Decision Graph Protocol frame→assess→commit; app retains permissions/effects; Jev-first assessor-neutral; guarded commit / receipt/next frame; assessment batching; hard-gating DGP as safety theater; numerous-com/dgp ≠ TypeSafe official) / **Calibrated meaning-grep live tree** (jegrep calibrated path+range Nouls; no embeddings/index/daemon; ~$0.01–0.03 typical; agent --json; can1357/jegrep ≠ Bentlybro/jevgrep ≠ uehaj/jev-semgrep) / **Archer-arch fidelity + measured calibration gap** (Archer-arch fidelity; kev family OOD 0.76–0.77 vs Jev 0.86; block-causal isolation; pointer/readout CE-trained; /v1/systemone drop-in; replica honesty). Apply 1843 (`notes.md` §99): **Cost-derived YES/NO/UNSURE control flow** (cost-sensitive decision theory × System One probabilities → control flow; thresholds derived from costs not hard-coded; YES / NO / UNSURE from cost_false_yes / cost_false_no / cost_human; auto-batching same-object questions; Kungie/gut ≠ tpellet/hunch ≠ carldaws/hunch) / **Typed-callback control flow** (judgment vs generation; deterministic execution after probabilistic judgment; exactly one app-owned callback; explicit uncertain branch; Illusion47586/judge ≠ lexingtonhibiki/judgekit ≠ Ascurse/typed-judge-kit) / **Variable-N option scoring as the trainable object** (dynamic candidate bags not fixed label sets; zwliJay/jev-forge ≠ NanoJev; not a new class-table species) / **Open NAR replica economics** (NAR local drop-in; open replica economics / latency vs closed Jev; wfzyx/von late-catch HIGH; competing NAR claims / replica honesty) / **Typed vs chat judges on guardrailing** (typed judgments vs chat judges on guardrailing; ishaannk/llm-vs-jev cross-note only; deeper integrity fold is rh-guard; nothing wins outright; can be argued out of guarding). Apply 1943 (`notes.md` §100): **Jev IS the if-statement** (judgments/probabilities drive branches; text model only writes prose; interpreter owns variables/loops/budgets/replay; otherwise maybe / confidence gate; chaos samples after the gate; southpolesteve/probably ≠ carldaws/hunch ≠ feelings ≠ Kungie/gut ≠ Illusion47586/judge ≠ tidymodels/probably) / **GEPA live delta** (133★ / forks 10 live; build calibrated classifiers from human feedback; HEAD/README SHA unchanged vs §93) / **Memory retrieve vs lease** (retrieve by relevance not resemblance; one calibrated yes/no per memory in one request; pointer mode 17/18 19/20 *theirs*; embedding resemblance misses the allergy; samdotmak/jev-recall ≠ jev-search ≠ jev-sift ≠ carryforward ≠ chopratejas/invalidate; memory leases ended by new evidence; six Nouls then fixed rules in code; 0 of 157 false invalidations; questions/plans/directives are not evidence; unsure → review queue; host keeps the store) / **Contract-of-artifact lint rename** (name↔body / comment truth / test-claims; mizchi/jev-lint is mizchi/jevlint rename; no shipped rule has severity error; ~1 in 5 findings wrong *theirs*; mizchi/jev-lint ≠ huntedman/JevLint ≠ MichitoSugawara/jev-lint) / **JSON Schema question compiler** (JSON Schema → typed JSON via Jev; noul_threshold 0.5 decoder not a proof; IncompatibleSchemaError lists every bad property) / **Local System One economics** (on-device Laya CoreML ANE; ~5 ms P50 short decisions; 189/189 FP16 checkpoint parity; 10× not achieved; mizorewww/laya-coreml ≠ gliner-native-runtime ≠ jevmlx ≠ NandhaKishorM/laya; softmax over allowed tokens ≠ Noul; question-first cache; Micha0827/snapjudge ≠ githubnext/localjev ≠ jevmlx ≠ cendress/SnapJudge; Jev-first Pi agent loop; slow-LLM fallback; explicit action menu / CandidateSource unimplemented; 62 tests wiring not quality; direwolfiy/JevPi ≠ standardagents/jevpilot ≠ pi-jev-control). Apply 2041 (`notes.md` §101): **Resume-screening bias audit** (resume-screening bias audit methodology; name×resume factorial independent Nouls; callback determined by resume quality; mean-probability name gaps operationally negligible; natemoo-re/bias-bench ≠ BBQ) / **MCDA panel code-owned verdict** (Plan/PRD panel → code-owned pass|review|block; cheerleading out of scope; austindixson/planalyzer ≠ single-goodness Noul) / **EU cost-aware routing** (cost-aware multi-model routing/escalation; decide vs do; successful-task cost; cannacre8ive/switchboard-ai ≠ ha-switchboard ≠ hermes-switchyard) / **Frozen-protocol bake-off** (frozen-protocol zero-shot bench; TypeSafe Jev vs PrismNLI vs Laya; contamination caveat; elcronos/jev-vs-open-decision-models ≠ JevBench ≠ DMB) / **VOI admission** (context-window admission control; VOI gate which tokens are worth the expensive model; fail polarity per lens; on small inputs lenses lose money; cvsgireesh/jevusher ≠ jev-sift ≠ winnow) / **Leveson control plane** (typed decision control plane; receipt ≠ authorization; historical-v0 zero retained cases; MokiMeow/jev-fabric ≠ jev-forge ≠ dgp) / **Scoring economics** (live 15-dim typed rubric re-score per pause; scoring economics exemplar; OpenJev/Codiv ≠ TypeSafe hosted; jose-troche/live-rubric ~$0.000004 desc / ~$0.000006 README) / **Pre-registered calibration science** (adversarial pre-registered Jev eval; 28 predictions before data; 123,805 requests; confidence does not track ignorance; polite injection 65% / crude 0%; willkelly/jev-evaluation ≠ jevals ≠ jev-baselines-eval) / **Class infrastructure SDK** (provider-neutral Elixir/BEAM Noul/Choice/Score SDK; class infrastructure; nshkrdotcom/system_one_sdk ≠ typesafe_sdk ≠ dannote/jev). Apply 2145 (`notes.md` §102): **Question-linting of Jev questions themselves** (question-linting of Jev questions themselves; nine jaggedness rules, no API key, no labelled data; static lint ≠ measured separation; yodablocks/jevq ≠ tenbin ≠ JevLint ≠ commitjev) / **Open-weights Laya as class exemplar (binding)** (Nx/Bumblebee runtime; host chooses backend; ChristianAlexander/laya_ex ≠ system_one_sdk ≠ dannote/jev ≠ NandhaKishorM/laya) / **On-chain/edge Laya deploy** (parity_verified stays false; model output never grants Tx; humandebri/IC-Laya ≠ laya_ex) / **Auditable weekend replica** (Jev outputs never used for training; unpaired 0.577 vs 0.727; agilabs-ai/jev48 ≠ JevBench ≠ Mapika/decider) / **Adversarial dual-judge / framing** (comparative framing is the usable judgment; prior injection crowds out evidence; copyleftdev/ember ≠ ember.js) / **Laya specialist + Hub replica** (training still GPU-pending; PIXELZX0/XERON ≠ convaiinnovations/laya; daliborsb/laya ≠ convaiinnovations/laya ≠ NandhaKishorM/laya) / **Distillation economics** (gold is programmatic; teacher is closed-API clone; do not distill Jev as teacher of record; MagaBitmex/jev-4b-distill-data ≠ missing student checkpoint) / **Non-LLM VIN System One** (planning depth not chat; lewislululu/jevon ≠ douglance/jevon) / **Source-bound evidence** (local quote mismatch needs no API; exit 0 ≠ claim truth; WaynezProg/jev-kit ≠ jonathanavis96/jev-kit (Airlock) ≠ jev-use ≠ jev-mcp) / Apply 2246 (`notes.md` §103): **Independent System One evidence catalog** (independent System One evidence catalog; 19 reviewed records; scores not one leaderboard; no external record currently reproduced; TokenTrim no-Jev matched hybrid 62.4%; reachjalil/system-one-bench ≠ mallahyari/system-one-benchmark) / **Typed eval freeze** (21 tasks · 134 items · 208 questions; scenes from public GitHub contracts, not production logs; SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv/jev-eval ≠ xxkuboxx/jev-eval ≠ onlyoneaman/jev-eval ≠ dayhaysoos/jevals) / **Option-isolated tiny replica** (option isolation (sibling-blind); permutation-equivariant; Hub OWNER not published; nafisazizir/hev ≠ jaredpalmer/kev) / **Frozen-LLM typed decisions** (frozen local LLM logits, no trained decision head; residual-head 9,222-param decreased 73/96→67/96; confidence = 1−normalized entropy, not P(correct); yuki-oshio/mini-jev ≠ r-ms/mini-jev) / **AR next-token anti-pattern** (Jev classifier as autoregressive next-token predictor; ChatJev-style soundness theater; erik-dunteman/ChatJev ≠ dannote/jev ≠ jev-gpt) / **Formal compose with scoring** (calibrated decision head × AlphaProof value head; implementation-layer isomorphism, semantic difference; timeout = censoring; do not launder Noul as proof) / **Parallel rank vs serial selection** (parallel rank-prediction vs serial selection; independent questions can conflict; zzzzzec/jevsort ≠ keltokhy/jsort) / **Open-side ecosystem catalog** (curated open System One ecosystem catalog; rupeshpoojary9/awesome-open-system-one ≠ AnotiaWang/awesome-jev) / **Knowledge-work paper radar** (arXiv paper radar with Jev relevance scoring; ranking ≠ calibration / 0.5 still soft; fail-open failed evals not marked seen) / Apply 2340 (`notes.md` §104): **From-scratch calibrated decision model** (train calibrated ~27M from scratch; typed Q→prob dist / one forward pass / no LLM decode; hyusi2003/MiniSystemOne ≠ Colvin0315/MiniSystemOne; description-only stub / size 5) / **ORDER BY ranking upgrade** (ESCI hard probe fails four of six; jev_bool ECE 0.242 inversion 0.255; do not re-fold §60 six-gates as new; jobbyjev one-request-per-company from batch-size result) / **Find/design/evaluate decision loops** (find/design/evaluate TypeSafe Jev decision loops; karanb192/jev-architect ≠ samtay32/jev-system-architect) / **Distill-Jev UI stub** (Jairik/jev-distiller size 1; distill-Jev UI stub / do not distill Jev as teacher of record) / **Post-launch scored opportunity map** (post-launch scored use-case map / Jev self-scores then human curation; licensedsaucer9-web/jev-opportunities) / **Jev-inize a use case** (Jev-inize a use case into classifier/router; gavinHuang/jevinize → simple-jev not TypeSafe; featherless-ai/simple-jev) / **Saved-decision regression** (compare saved decisions / same label can still change the branch; VihaanAgarwal/jev-diff ≠ Saik0s/diffusiongemma-jev-macos; not tested with a live Jev API key) / **Constrained-logprob API** (constrained logprob + temp/Platt ≠ Noul; OpenJevPro pastes openjev-sglang JevBench as own; zhangcy122/OpenJevPro ≠ IamBusy/OpenJev ≠ ekzhang/openjev-sglang; PolyForm Noncommercial) / **SmolLM RLCD reproduction** (SmolLM-135M / sub-70ms / 0 output tokens; demo P(True) 0.5052 / Choice conf 0.2872 / Score conf 0.0055; README claims MIT / GitHub license null / no LICENSE file; patelvishwa112/jev-system-one-rlcd ≠ arnabgho/rlcd-lite ≠ blackwood-rlcd) / **Source-backed Awesome radar** (source-backed Awesome Jev radar / 306+ commit-pinned; logicrw/awesome-jev-projects ≠ AnotiaWang/awesome-jev ≠ yibie/awesome-jev ≠ cobanov/awesome-jev ≠ rupeshpoojary9/awesome-open-system-one; auto GitHub sync / Issue-only submissions) / **Rival-aware one-pass scorer** (hashed n-gram encoder / rival-aware attention; olanotolu/jevbetter vs jevlike starter; synthetic hard menus top-1 0.916 vs 0.873 / ECE 0.0182 vs 0.0367 / 40 vs 4608 menus/sec; shuffled-context control 0.335) | `references/mental-models.md` Apply 0042 (`notes.md` §105): structured probability readouts; distribution > argmax; Noul 0.5 midpoint; score is expectation not integer; bare HTTP not SDK; Arohtea/jev-readout) / **Ordinary-model Jev-shape** (Jev-style Choice/Score/Noul from ordinary models; optional DSH plugin; schema-valid ≠ calibrated; gulagala001/jevify ≠ Mintzs/jevify) / **Open-weight Laya measurement** (Laya RLCD benchmark; 40.3% below constant-answer; open-weight measurement; mourad-ghafiri/laya-rlcd-benchmark ≠ yibie/laya-jev-lab) / **Cheap fail-open semantic edge** (cheap fail-open semantic edge; second signal not sole; FastLoopError catch; SupremeDreamZ/jev-fastloop ≠ jev-ultrafast) / **Fan-out measurement** (asking more questions in one call; 0.980 at every N; nearly not fully deterministic; TheWebDevel/jev-fanout) / **VLM+Jev RL teacher** (Qwen3-VL perception + Jev decisions train RL; 0 model calls at deployment; VLM alone 1.7 vs +Jev 4.4; harneet2512/reflexrl ≠ khordoo/jev-reflex-autonomy-lab) / **Independent Jev API vs Laya** (independent Jev API vs Laya; cascade 0.60 matches 78% at 1.8×; noul facts not judgements; yibie/laya-jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab) / **Locate vs decide** (GLiNER vs GLiFormer vs Laya vs Jev; extractors ≠ decision engines; Laya dict-instructions collapse 58.3%; umstek/zero-shot-ie-bench) / **Throughput arena** (decisions-per-minute & cost; 204 moves vs 73; throughput not intelligence; angelgalvisc/snake-arena-jev-vs-llms ≠ vtrivedy/jev-plays-games) / **Behavioral contracts** (behavioral contracts; pin expectations eval upgrades; raw 0.94 is not a release; sathariels/jevcheck ≠ dayhaysoos/jevals ≠ SivletLabs/jev-eval) / **Evidence-linked upgrade review** (evidence-linked dependency upgrade; Jev never generates filenames; no_direct_evidence ≠ safe to merge; GaneshVG18/upgrade-radar ≠ LYchoon/paper-radar-jev) / **Knowledge-work discography** (discography theme/mood/complexity; five atomic questions one call; lirantal/discoprint) / Apply 0145 (`notes.md` §106): **Architecture probes PRIMARY** (Turn any open LLM into System-One Jev; uspraveen/Jevify ≠ Mintzs/jevify ≠ gulagala001/jevify; Jevify-any-LLM architecture probe; description-only stub / size 0; Train encoder-only calibrated decision models from a task sentence; Exu is a toolkit, not a method; strictly proper scoring rule; Pre-alpha; Ruivalim/exu-base; scratch-trained calibrated decision model; typed Q → probability dists; Colvin0315/MiniSystemOne ≠ hyusi2003/MiniSystemOne; no published weights download URL; 90.5 seconds / 29.2% pipeline evidence; p_i/p_j independent of other candidates; Recipe for calibrated decision models — small model out; init → synth → train → eval → serve; 91.1 % / ECE 0.022 *theirs*; Jev zero-shot 75.1; scienthoon/luce; Put Jev's three headline claims on trial; 0.5B local GPU; 46x speedup / accuracy identical; ECE 0.624 sentiment catastrophe; bigger model worse calibration; RichardoMrMu/jev-mini ≠ yuki-oshio/mini-jev ≠ r-ms/mini-jev; System-1 decision engine for local LLMs; structured choices only; JSON parse of generated text ≠ Noul; TypefAI JEV / Journal Entry Voucher; tapsin/jev-local ≠ us/jev-local ≠ Argos1111/jev_local) / **Measurement densifies** (Jev 1.13 reward-model eval across 8 benchmark tracks; 40,940 examples / 0 API errors; RewardBench v1 92.58%; Precise IF 50.63%; goya4140/jev-reward-model-evaluation; Scaffolding in progress; Jev vs LLM support-ticket routing; static + live decision bench; TypeSafe's own published benchmark; illustrative simulations, not live API calls; JevBench v1 — smart/cheap/fast/reliable; I/C/S/K 25% geometric mean; classifier.dev fast tier 84.8 is Jev behind its own API; do not re-fold §78 v1.2 board as new; Laya (421M) 70.1 now on board; Zero-shot/few-shot LLM routing; hard budget filter before Jev; Jev never asked to perform budget arithmetic; Jev judges the next state, XState enforces transitions; simulation uses synthetic keyword fixtures; Consistency benchmark Space; This Space contains no benchmark result yet; 12-case plumbing fixture) / **Catalog gravity** (catalog gravity; v-modal/awesome-jev-tools; ★339 live REST; curation is not endorsement; crawler-maintained directory; Daily GitHub + npm sweep, human-merged; RadRebelSam/awesome-jev ≠ AnotiaWang ≠ yibie ≠ cobanov ≠ logicrw ≠ v-modal) / **HF class ports** (HF peft SPLADE/BGE reranker; rdxtremity/jev-reranking ≠ carlaiau/jev-reranking; query-side encoders, not a Jev replica; ONNX System One Qwen3.5-4B scorer; source:pngwn/system-one-qwen3.5-4b-scorer; CC-BY-NC-4.0; temperature 1.75; transformers.js AutoModel cannot load this graph) / do not reopen or amend PR #23 / Apply 0243: Benchmark-driven Jev router and judge; cheap alone is not success; Jev does not write, sum prices, or claim accuracy %; Sol 94.2 / Luna 83.9 / Jev path 89.7; 19.2% Sol / 62.3% cost save / 4.5pp miss of 2pp non-inferiority; p50 latency worse than Sol due to routing overhead; erendikmenn/jev-llm-router-benchmark ≠ jev-rag-benchmark ≠ ryantsai/jev-llm-router; Express + node:sqlite; mock and Jev decision engines; previous_ticket_count >= 3 is code; MIN_CONFIDENCE 0.6 still soft; substring false positives; aesaganda/jev-ticket-router ≠ SarathChandraBellam/jev-vs-llm-ticket-router; Universal Figure & Diagram Router; confidence ≥ 0.85 hard-gate is theater; generative AI banned from scientific plots; six visual branches; human-labeled (state, question, label); 166,054 rows / 22 configs; soft_label for human uncertainty; Praveenrajus/jev-bench ≠ fstandhartinger/jevbench; ternary bonsai System One GGUF; Hub does not ship weights; 100/100 easy T/F is not Harbor; label_mass ≠ correctness; stock llama.cpp Q2_0 silently gibberish; NicolaiMTLassen/open-bonzi-jev ≠ NicolaiLassen; transformers.js DeBERTa ONNX; temperature 1.05; AutoModel from_pretrained works; onnx-community/open-jev-deberta-v3-large-ONNX ≠ system-one-qwen3.5-4b-scorer-ONNX; 107★ densify; GH 151M vs README 149.6M; PR #1 now closed unmerged; do not re-fold §71 claim-audit as a beat; typed decisions, RLCD, confidence-gated routing; structured ≠ correct; mock not live API; 26 tests; wjdjdakf17/jev-study ≠ baekenough/jev-study / Apply 0345 (`notes.md` §108): **Open reproduction densifies / measurement densifies PRIMARY** (bonzi-27b-v2 / ternary-8b / 27b-v1 GGUF family densify; WANLI-256 74.6% / 65.2% / 71.1% *theirs*; Bonsai 1 27B Q1_0 runs on stock llama.cpp; ternary still needs PrismML fork; hf:heman10x/openJev-verdict-2.0 twin tokenizer-only; OpenJev Vision image classification + uncertainty; CLEVR-4 held-out joint 0%; hfdataset:IamBusy/OpenJev-Vision-Research-v0.1 12,832; 294,912 derived targets not independent samples; Laya multilingual ONNX WebGPU typed-decisions port; 63/63 selected answers / 5.1e-4 CPU / 1.2e-2 WebGPU; UpHash-Network/mini-jev is yuki-oshio transfer; jev-injection-bench 11,900 labelled prompts; Jev best ranking / Haiku better ECE 0.021 vs 0.058; 0.5–0.9 band is where Jev's numbers do not mean what they say; Prompt wording moves panic 28%; manojlds/jev-dspy-bench ≠ dspachos/jev-dspy ≠ jmanhype/jev-dspy-lab; Jev agreement is similarity, never ground truth; no aggregate quality grade or merge gate; AbstentionBench-on-Jev rank 1 of 20 vs 2025 field; question-asymmetry; forward-looking 0.465 never extreme; openkev calibration layer not a runtime; ECE vs coverage independent; select_threshold returns inf; escalation catches uncertainty not ignorance; misakaikato/openkev ≠ jaredpalmer/kev; pdf-race Docling→Jev vs Gemini; parser owns the wall clock; 12/12 tie is a tie; titles selected not generated; flopcheck 16 calibrated tweet judgments; mechanical tells in code; ZeroX-01/jev-atlas ≠ Zaious/jev-capability-atlas ≠ gorock007/jev-atlas; Laya calibration lab Gradio MCP; T never changes argmax; confidence ≠ top-label p; easy probe set refused; 40–48 rows too small to ship T; do not reopen or amend PR #23 or #24 or #25. Apply 0439 (`notes.md` §109): Gemma-4 26B-A4B jevify classification+calibration; LoRA adapter twin not independent eval; Gemma-4 E4B jevify; E4B LoRA stub card; kushalpatil/jevify-gemma4 ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; GH kushalpatil07/jevify 404; PAWS 0.580/ece 0.288 is the weak cell; smaller E4B slightly better OOD ECE than 26B-A4B; Hub jevify merged LoRA ships weights; bonzi Bonsai-8B v1 GGUF densify; Bonsai-1.7B v1; Bonsai-4B v1; WANLI-256 64.5% / 60.2% / 52.0% *theirs*; rank #4 / #5 / #6 of 6; JulesHuisman/jev-eval scaffolding / README SHA c356a584 (was empty e69de29b); JulesHuisman/jev-eval ≠ SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv ≠ xxkuboxx ≠ onlyoneaman ≠ dayhaysoos/jevals; 7 bands 6/10 vs 40 bands 0/10; source receipts + confidence slider re-policy without re-inference; 32/32 synthetic is smoke not production; classify HF datasets across typed semantic dimensions; roadus2 watch misspelling; lock roadius2/ultra_laya; ultra_laya REVIEW defects; default branch claude/laya-jev-review-gg5ppo; XNLI EN 88.3% ECE 0.032 → RU 77.3% ECE 0.096; Δ −11.0 pp [−14.2,−7.8]; ECE +0.063; MASSIVE no detectable difference at n=600; confidence is function of p_max (r=1.000); pointer-not-generator 400 human-authored responses; proposed ≠ authorized; FewRel 160: Jev 85.0% vs lexical 13.125%; gated 100% (95/95) coverage 59.375%; J++ composable semantic computation language; judge-jev 0.5 still soft; 947 repos scored; A 273 / B 302 / C 372; LLM rubric ≠ benches; No benchmark winner is claimed; phishing: naive 62.6% vs regex 91.8%; 5-atomic + LR 95.0% *theirs*; AITuber tension ±15; README npm global; repo is Rust; git-confess code owns counting/blame/ratio; httpx exhibit 11% (13/119) *theirs*; 90d trend +12.40% vs random +12.75% vs BH +41.71%; 5m win rate 25%; Awesomejev 656 entries / 38,160 stars; tracker likes 64 (+4) lastModified UNCHANGED; Laya present; Blackwood ABSENT; Archer still promised_not_landed; do not reopen or amend PR #23/#24/#25/#26. Apply 0541 (`notes.md` §110): Blackwood tracker ABSENT; likes 2 gated manual; r = c - p_a; ECE 0.021; acc 0.807 vs warmup 0.746; calibration beyond ~500 tokens unmeasured; Independent primitive; 11.57s vs 54.10s · 4.67× · 120/128 *theirs*; default path is pretrained Gemma probs not trained RLCD head; GH Meanblock 404; lock leesk212/JEV-CPU; softmax over letter slots ≠ Noul; WANLI 0.741 vs openjev v2 0.77 *theirs*; 3-way NLI ≠ Noul; priority 0.464 = majority floor; banking77 contaminated; raw margins not probabilities; GH jev-haiku-benchmarking 404; do not distill Jev as teacher of record (they distilled Haiku); “0.9 is not one number”; ranking ≠ calibration; banking77 0.8–0.9 stated 0.86 actual 0.73 over-confident *theirs*; ≠ Praveenrajus/jev-bench ≠ fstandhartinger/jevbench; $0.0000153–$0.0000226 vs circulating $0.0004 (~20×); Score is 0..n-1 expectation not 0–1; Noul has no confidence field; TCP floor 198.8 ms; type reliability is not a reason to choose Jev (json_schema 5/5); gateway tax not one number; Function-only 5/8 vs hybrid 8/8; 4/8 without Jev; 8 designed cases not conversion lift; ≠ RadRebelSam/awesome-jev; 200-row pilot Jev 86.5% 173/200 vs Gemini Flash-Lite 86.0% 172/200 vs Pro 87.0% 174/200 *theirs*; not a ranking; NLI Tetris argmax P(entail)−P(contradict); 情緒測謊器; 1q 396ms / 30q 567ms; ±0.03; 33q $0.000045 vs Gemini ~5× slower ~60× cost *theirs*; ≠ realZachi/jevtest; 8-example Jev vs GPT-5.6 Sol ~64× cost 5.4× latency *theirs*; synthetic; no inference; ≠ JevBench v1.2 §78; Judged 3317 / listed 2560; Jev judges, code applies policy; catalog ≠ endorsement; APA “microsecond policy / zero hallucination” overclaim; Client-side quiz; pointer from held docs; scanned-PDF warn; CSP only api.typesafe.ai; Jev judges / agent reasons / user decides; selecting an option is not permission to implement; degraded fallback; pattern exact, judgement must clear floor; no matching pattern → no model call; not a correctness oracle; $0.00022 vs chat $0.00306 *theirs*; Spec vs artifact remainder; treating 0.85 as 85% / minProbability hard-gate as Harbor; VERIFY acquires discriminating evidence, never same-pool confidence-only rescoring; fast/full/max are ceilings not sizes; Solar writes, Jev chooses NEXT ACTION; SemIf 2186★ (+20 vs §109 2166); jevlike 1038★ (+7 vs 1031); TypeAR 14★ flat; AnotiaWang 96★ (+1 vs 95); yibie/awesome-jev 490★; Laya likes 802 (was 783); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27. Apply 0743 (`notes.md` §113): Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0; TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440; Verdict-open-jev 48.07% vs Jev 90.80%; abstention combined recall 10.00%; p50 35.58 ms; K=25 (maximum capacity) 72.00%; 0.85 coverage 84.60% selective risk 1.18%; 26.1× faster than standard Qwen JSON generation; Jevify 90.0% / 167 ms CUDA graphs disabled; Finding 1: Brier on stated confidence alone is a trap; grpo_rlcr 0.78 / ECE 0.084; reliability 0.007 but resolution 0.000; 27 900 schema-driven decisions; 13 600 / 13 600 questions; candidate mass min 0.99999624; 22 configs · 166,054 rows · 4 calibration-gold; sha a39eba3f; Student B MAE 0.148 / Pearson 0.836 / 86.0%; pngwn/open-jev-laya-bench README 404; sha 9f69c742 likes 2; HDFS 0.9933 (745/750) / retain 0.0084; BGL ERROR/FATAL protection 1.0000; 2,479 / 2,500 HDFS uncertain; cache hit 0.9648 (2412/2500); $0.153936 estimated; E2 recomputes from saved probabilities; Space sha eda59e0a; MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133; 40–48 rows too small to ship T; T never changes argmax; siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode; Split Transformers experiment from llama.cpp runtime; tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab; Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling; second pass must be $0.00 from cache; The pages never call Jev; Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%; restriction state 95.0% against 84.4%; None of the systems are particularly good at knowing when to stop and ask; They skip the question and call a tool directly; 100% schema pass; six-field joint 48.8% vs 72.8%; ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench; ACT / REVIEW / FALLBACK; A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome; confidence is descriptive provider output, not a substitute for probability; Quality denominators include only valid scored answers; an exact halfway tie chooses the lower level; aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills; The local path does not claim to turn a smaller checkpoint into Jev; Low support becomes decision: "review"; MIT-0 SPDX NOASSERTION; current-llm; 结构兼容，不是 Jev 模型能力; altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; Find where Jev belongs. Design the questions. Measure the difference; TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM; TypeLLM/TypeLLM 16★; SemIf 2241★ (+34 vs §111 2207); jevlike 1051★ (+8 vs 1043); AnotiaWang 98★ (+1 vs 97); yibie/awesome-jev 525★ (+19 vs 506); Laya likes 864 (was 822); tracker likes 67 (+3 vs 64); lastModified UNCHANGED `2026-09-20T04:29:16.000Z`; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32/#33; notes.md §113 Apply 0646 (`notes.md` §111): Calibration is not alpha; NO CURRENT ALPHA CANDIDATE; ΔR² approximately +0.00084; Brier 0.2131387; ECE 0.0421875; Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05; default 0.5 keeps zero non pinned; keepResult median 0.14 to 0.17; keepCall median 0.28 to 0.35; usable range is about 0.10 to 0.25; 7.8% to 57.9%; judges results it never sees; task-finish eval not built yet; $0.002 per compaction; slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench; Jev 108/120 $0.083 0.34 s; Luna SGR 114/120; paired Jev accuracy-difference intervals include zero; not evidence of equivalence; GLM SGR 26/120 93 format failures; Terra-planned Jev hybrid 55/120; rule-based by default, optionally Jev-backed; empty README; missing key cannot break the experience; prefill plus exactly one decode; softmax over A/B/C ≠ Noul; BBQ 9,053/10,000 (90.53%); ECE 0.0890; Mean confidence 0.9943; overconfident; score and noul not implemented; DGUI 12 rows (was 6); INSTRUCT 119 rows likes 2; encode the state once, decide everything in parallel; 0.740 accuracy against a 0.508 majority; ECE 0.047; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; Space does not call Jev; recomputes routing from saved probabilities; 200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22; synthetic repository benchmark; Jev evaluations are advisory; YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep; default threshold 0.8 still soft; 40-line windows cannot prove whole function; token-native sequential start/end Choice; Gemini/Haiku stubs not configured yet; handful of hand-written examples, not a benchmark; Jev judged exactly what it was given; laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills; contract_passed is not a claim of guaranteed factual truth; Wilson lower bound 0.85 floor; fixture mode no savings claim; SemIf 2207★ (+21 vs §110 2186); jevlike 1043★ (+5 vs 1038); TypeAR 15★ (+1 vs 14); AnotiaWang 97★ (+1 vs 96); yibie/awesome-jev 506★ (+16 vs 490); Laya likes 822 (was 802); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27/#28.) |
 | Judgment-model class (Jev is exemplar, not monopoly) | Species: decide / locate (GLiNER) / categorize (GLiClass) / rank / perceive; open heads include encoder DeBERTa, LoRA distill, **domain specialist LoRA on independent gold**, openjev-lm, kev. Compaction job is backend-agnostic (Jev Score/Noul vs GLiNER2.5 encoder). Indexer cousin: GLiNER extract + escalate-S2 (10–50× unfilled). Computer-use observe→score-among-candidates→code-acts is backend-agnostic (Jev Ultrafast ↔ GLiNER2 Ultrafast ↔ Cua-S1 specialist ↔ Stagehand experimental Jev stack; **OCR+AX desktop:** typesafe-computer-use hosted Jev, never ships a screenshot for the *decision*; Cua-S1 is not TypeSafe Jev; Stagehand pick is a fast path, not a replacement; **≠** jev-macos-loop OmniParser **≠** camoufox; **ASR voice-browser:** jev-voice-browser hosted Jev, never ships a waveform). GLiFormer encoder serving `/v1/systemone` is a class-backend (jeff), not a Jev replica. Local MLX PCD is O(1) constrained-AR speed, **not** a calibrated Noul (system-one-benchmark Brier 0.3884 vs Jev 0.1096). **jevmlx** is the productized Apple Silicon one-pass schema→JSON+probs library (softmax ≠ Noul; no local leaderboard yet). **openvons** is an independent open-Jev class (LM/vision/voice finite-choice+prob; JevPick 3.2–4.8×; Flutter on-device; `/v1/systemone` wire-compat, not a TypeSafe replica). **OpenJev** (IamBusy) is a local 0.6B LoRA+scalar head on `/v1/decide` (45/60 *theirs*; **not** a TypeSafe drop-in; distinct from hraness/sysone OpenJev runners). **semif-serve** puts SemIf behind `/v1/systemone` (runoff, no option ceiling; 1164 vs 178 ms *theirs*; wire-compat ≠ replica). **grande** Rust/WebGPU kev-shaped branches (JGLUE *theirs* JNLI 0.614 ECE→0.088 / JCQA 0.853; 270M 0.710/0.710; isolation 0.098/0.996). **laya-jolt** Clojure/Jolt byte parity vs Python Laya. **JEV-CPU** SemIf on CPU (leesk212; Meanblock 404). **local-jev** ONNX ModernBERT measured not-equivalent (done 30% / shape 57% *theirs*). **GLiNER2→Choice/Score/Noul spec** (Eran-BA; design only, ≠ jeff GLiFormer). **openJev-verdict-2.0** competing NAR claims as **audit object not endorsement** (77.10%/0.0636/0.0144 *theirs*; PR #1; ≠ IamBusy/OpenJev `/v1/decide`). **chakuho** 1-token logprob local `/v1/systemone` (softmax ≠ Noul; coverage ≠ correctness; GUI 336 *theirs* 27B 95%/92% vs Jev 89%/82%). **jevinf** open replica engine (NanoJev/decider-2b/Laya; 2.57×/2.27× 100% argmax; MPS only). **laya-multilingual** mmBERT-base 322M (MASSIVE 0.366/0.387 vs English laya 0.227/0.733; Khmer 0.000@0.952 conf; ships uncalibrated). **schema-scorer** DeBERTa-v3-large scalar head (Hub; GitHub 404; v2 Choice 0.841 *theirs*; peaked ranking ≠ calibration). **githubnext/localjev** prompted-JSON `/v1/systemone` (MIT **261★**; TypeSafe SDK drop-in; wire-compat ≠ logit-equiv vs razorback16 structured-read; **≠** kunchenguid/local-jev; 1,200-req bake-off *theirs* Qwen3.6 76.7% / Gemma 26B 75.0% / DiffusionGemma 74.2% short; not calibrated). **NandhaKishorM/laya** PyPI+Router packaging of Hub Laya (Apache-2.0; **710★**; not a new species; T4 32.8 ms *theirs*; post-T ECE 0.081 vs Jev 0.246; Banking77 0.425 vs Jev 0.870; 0.766 is fine-tune not zero-shot; 0.85 still soft; **≠** TypeSafe `/v1/systemone`). **external openjev census** (@airesearch12 tweet ≠ jevbench v1.1; GLiNER2+routers class-boundary; incomplete vs watch). **JevBench v1.2 scored board** (geo-mean I/C/S/K 25% each; Jev 75.3 / SemIf 74.6 *theirs*; cal ON rank; instruction models in the table; ≠ v1.1 87.6; ≠ tweet census; Laya absent gap; Qwen3.8 27B ≠ Archer). **Hourly 0842:** already-folded class as a recipe (wire≠logit · product+FALLBACK · packaging honesty · pointer-not-generator · leaderboard VOI); skip thin noise. **Open LoRA replica, different jeff:** GestaltLabs/Jeff-1 LoRA Qwen3-4B ≠ logan-markewich/jeff GLiFormer; acc/ECE tradeoff n=9730 *theirs*; set reused. **Hourly 1241:** typesafeai-sdk-community not a new species; 2389-research/judgement license null; confidence ≠ winner p; jevbrain AUTO_ACT is not a Noul. **Hourly 1347:** FrancoisChastel/jev-code ≠ npm jev-code; ctmx/openrouter-jev-mcp Decision-as-Plugin; claudecode-jev-marketplace fail-open not hot path; pedroknigge/mcp_jev packs not ask_jev; 0thernet/system-one-skills deterministic verify; hari007sh/jev ≠ dannote/jev; nanoprune 2.8MB ECE 2.58%. **Hourly 1441:** Foq ~25ms/2.2GB local; rev prefill-only + HF jev-0.5b; robfrase/jev planning memo; meldltd/meldecision laya-go ONNX; laya-doom never pixels; logixism/laya-api empty README; akpsahan/laya ≠ Archer; Nibir1/typesafe-go ≠ official. **SIGNAL §94:** unofficial ≠ TypeSafe JA ModernBERT (argos1111/modernbert-ja-310m-jev; format_version modernbert-jev/1); Argos1111/jev_local ≠ us/jev-local ≠ kunchenguid/local-jev; LFM default ≠ ModernBERT backend; Nemotron ≠ TypeSafe Jev; djev-dev complements djev-spark (images as Choice options); Laya essay ≠ new species; hosted bootstrap ≠ silent TypeSafe. **Hourly 1541:** llama-jev llama.cpp replica; softmax ≠ Noul; **≠** TypeSafe **≠** pcdServer. **SIGNAL §97:** GLiNER2 native Apple path; unofficial Swift/Core ML GLiNER 2.5-small; entity spans + confidence; not Choice/Score/Noul; not TypeSafe; label descriptions as schema; on-device ANE economics; honesty locks; shershah1024/gliner-native-runtime ≠ Fastino; ≠ gliner25-compaction ≠ gliner2-ultrafast ≠ Eran-BA/Jev_from_GLiNER2 ≠ NSStudent/JevSwiftSDK ≠ jevmlx; default threshold 0.1 still soft. **Hourly 1740:** Decision Graph Protocol frame→assess→commit; app retains permissions/effects; Jev-first assessor-neutral; guarded commit / receipt/next frame; assessment batching; hard-gating DGP as safety theater; numerous-com/dgp ≠ TypeSafe official; jegrep calibrated path+range Nouls; no embeddings/index/daemon; ~$0.01–0.03 typical; agent --json; can1357/jegrep ≠ Bentlybro/jevgrep ≠ uehaj/jev-semgrep; Archer-arch fidelity; kev family OOD 0.76–0.77 vs Jev 0.86; block-causal isolation; pointer/readout CE-trained; /v1/systemone drop-in; replica honesty. **Hourly 1843:** variable-N option scoring as the trainable object; dynamic candidate bags not fixed label sets; zwliJay/jev-forge ≠ NanoJev; not a new class-table species; NAR local drop-in; wfzyx/von late-catch HIGH; open replica economics / latency vs closed Jev; competing NAR claims / replica honesty; gut/judge are control-flow overlays not species. **Hourly 1943:** softmax over allowed tokens ≠ Noul; on-device Laya CoreML ANE; JSON Schema → typed JSON via Jev; noul_threshold 0.5 decoder not a proof; mizorewww/laya-coreml ≠ gliner-native-runtime ≠ jevmlx ≠ NandhaKishorM/laya; Micha0827/snapjudge ≠ githubnext/localjev ≠ jevmlx ≠ cendress/SnapJudge; Jev IS the if-statement is a language primitive not a new species **Hourly 2041:** resume-screening bias audit methodology; Plan/PRD panel → code-owned pass|review|block; cost-aware multi-model routing/escalation; frozen-protocol zero-shot bench; context-window admission control; typed decision control plane; receipt ≠ authorization; live 15-dim typed rubric re-score per pause; adversarial pre-registered Jev eval; confidence does not track ignorance; provider-neutral Elixir/BEAM Noul/Choice/Score SDK **Hourly 2145:** question-linting of Jev questions themselves; nine jaggedness rules, no API key, no labelled data; static lint ≠ measured separation; yodablocks/jevq ≠ tenbin ≠ JevLint ≠ commitjev; open-weights Laya as class exemplar (binding); Nx/Bumblebee runtime; host chooses backend; ChristianAlexander/laya_ex ≠ system_one_sdk ≠ dannote/jev ≠ NandhaKishorM/laya; on-chain/edge Laya deploy; parity_verified stays false; model output never grants Tx; humandebri/IC-Laya ≠ laya_ex; auditable weekend replica; Jev outputs never used for training; unpaired 0.577 vs 0.727; agilabs-ai/jev48 ≠ JevBench ≠ Mapika/decider; adversarial dual-judge / framing attack surface; comparative framing is the usable judgment; prior injection crowds out evidence; copyleftdev/ember ≠ ember.js; Laya specialist fine-tune pipeline; training still GPU-pending; PIXELZX0/XERON ≠ convaiinnovations/laya; Hub Laya replica drop; daliborsb/laya ≠ convaiinnovations/laya ≠ NandhaKishorM/laya; System One student distillation corpus; gold is programmatic; teacher is closed-API clone; MagaBitmex/jev-4b-distill-data ≠ missing student checkpoint; non-LLM VIN System One; planning depth not chat; lewislululu/jevon ≠ douglance/jevon; source-bound evidence checks; local quote mismatch needs no API; exit 0 ≠ claim truth; WaynezProg/jev-kit ≠ jonathanavis96/jev-kit (Airlock) ≠ jev-use ≠ jev-mcp **Hourly 2246:** independent System One evidence catalog; 19 reviewed records; scores not one leaderboard; no external record currently reproduced; TokenTrim no-Jev matched hybrid 62.4%; reachjalil/system-one-bench ≠ mallahyari/system-one-benchmark; 21 tasks · 134 items · 208 questions; scenes from public GitHub contracts, not production logs; SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv/jev-eval ≠ xxkuboxx/jev-eval ≠ onlyoneaman/jev-eval ≠ dayhaysoos/jevals; option isolation (sibling-blind); permutation-equivariant; Hub OWNER not published; nafisazizir/hev ≠ jaredpalmer/kev; frozen local LLM logits, no trained decision head; residual-head 9,222-param decreased 73/96→67/96; confidence = 1−normalized entropy, not P(correct); yuki-oshio/mini-jev ≠ r-ms/mini-jev; Jev classifier as autoregressive next-token predictor; ChatJev-style soundness theater; erik-dunteman/ChatJev ≠ dannote/jev ≠ jev-gpt; calibrated decision head × AlphaProof value head; implementation-layer isomorphism, semantic difference; timeout = censoring; do not launder Noul as proof; parallel rank-prediction vs serial selection; independent questions can conflict; zzzzzec/jevsort ≠ keltokhy/jsort; curated open System One ecosystem catalog; rupeshpoojary9/awesome-open-system-one ≠ AnotiaWang/awesome-jev; arXiv paper radar with Jev relevance scoring; ranking ≠ calibration / 0.5 still soft; fail-open failed evals not marked seen **Hourly 2340:** train calibrated ~27M from scratch; typed Q→prob dist / one forward pass / no LLM decode; hyusi2003/MiniSystemOne ≠ Colvin0315/MiniSystemOne; description-only stub / size 5; ESCI hard probe fails four of six; jev_bool ECE 0.242 inversion 0.255; do not re-fold §60 six-gates as new; jobbyjev one-request-per-company from batch-size result; find/design/evaluate TypeSafe Jev decision loops; karanb192/jev-architect ≠ samtay32/jev-system-architect; Jairik/jev-distiller size 1; distill-Jev UI stub / do not distill Jev as teacher of record; post-launch scored use-case map / Jev self-scores then human curation; licensedsaucer9-web/jev-opportunities; Jev-inize a use case into classifier/router; gavinHuang/jevinize → simple-jev not TypeSafe; featherless-ai/simple-jev; compare saved decisions / same label can still change the branch; VihaanAgarwal/jev-diff ≠ Saik0s/diffusiongemma-jev-macos; not tested with a live Jev API key; constrained logprob + temp/Platt ≠ Noul; OpenJevPro pastes openjev-sglang JevBench as own; zhangcy122/OpenJevPro ≠ IamBusy/OpenJev ≠ ekzhang/openjev-sglang; PolyForm Noncommercial; SmolLM-135M / sub-70ms / 0 output tokens; demo P(True) 0.5052 / Choice conf 0.2872 / Score conf 0.0055; README claims MIT / GitHub license null / no LICENSE file; patelvishwa112/jev-system-one-rlcd ≠ arnabgho/rlcd-lite ≠ blackwood-rlcd; source-backed Awesome Jev radar / 306+ commit-pinned; logicrw/awesome-jev-projects ≠ AnotiaWang/awesome-jev ≠ yibie/awesome-jev ≠ cobanov/awesome-jev ≠ rupeshpoojary9/awesome-open-system-one; auto GitHub sync / Issue-only submissions; hashed n-gram encoder / rival-aware attention; olanotolu/jevbetter vs jevlike starter; synthetic hard menus top-1 0.916 vs 0.873 / ECE 0.0182 vs 0.0367 / 40 vs 4608 menus/sec; shuffled-context control 0.335 | `references/judgment-class.md` Apply 0042 (`notes.md` §105): structured probability readouts; distribution > argmax; Noul 0.5 midpoint; score is expectation not integer; bare HTTP not SDK; Arohtea/jev-readout; Jev-style Choice/Score/Noul from ordinary models; optional DSH plugin; schema-valid ≠ calibrated; gulagala001/jevify ≠ Mintzs/jevify; Laya RLCD benchmark; 40.3% below constant-answer; open-weight measurement; mourad-ghafiri/laya-rlcd-benchmark ≠ yibie/laya-jev-lab; cheap fail-open semantic edge; second signal not sole; FastLoopError catch; SupremeDreamZ/jev-fastloop ≠ jev-ultrafast; asking more questions in one call; 0.980 at every N; nearly not fully deterministic; TheWebDevel/jev-fanout; Qwen3-VL perception + Jev decisions train RL; 0 model calls at deployment; VLM alone 1.7 vs +Jev 4.4; harneet2512/reflexrl ≠ khordoo/jev-reflex-autonomy-lab; independent Jev API vs Laya; cascade 0.60 matches 78% at 1.8×; noul facts not judgements; yibie/laya-jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab; GLiNER vs GLiFormer vs Laya vs Jev; extractors ≠ decision engines; Laya dict-instructions collapse 58.3%; umstek/zero-shot-ie-bench; decisions-per-minute & cost; 204 moves vs 73; throughput not intelligence; angelgalvisc/snake-arena-jev-vs-llms ≠ vtrivedy/jev-plays-games; behavioral contracts; pin expectations eval upgrades; raw 0.94 is not a release; sathariels/jevcheck ≠ dayhaysoos/jevals ≠ SivletLabs/jev-eval; evidence-linked dependency upgrade; Jev never generates filenames; no_direct_evidence ≠ safe to merge; GaneshVG18/upgrade-radar ≠ LYchoon/paper-radar-jev; discography theme/mood/complexity; five atomic questions one call; lirantal/discoprint / Apply 0145 (`notes.md` §106): Turn any open LLM into System-One Jev; description-only stub / size 0; Exu is a toolkit, not a method; typed Q → probability dists; JSON parse of generated text ≠ Noul; classifier.dev fast tier 84.8 is Jev behind its own API; hard budget filter before Jev; Jev judges the next state, XState enforces transitions; catalog gravity; ★339 live REST; query-side encoders, not a Jev replica; transformers.js AutoModel cannot load this graph; This Space contains no benchmark result yet; do not reopen or amend PR #23. / Apply 0243: Benchmark-driven Jev router and judge; cheap alone is not success; Jev does not write, sum prices, or claim accuracy %; Sol 94.2 / Luna 83.9 / Jev path 89.7; 19.2% Sol / 62.3% cost save / 4.5pp miss of 2pp non-inferiority; p50 latency worse than Sol due to routing overhead; erendikmenn/jev-llm-router-benchmark ≠ jev-rag-benchmark ≠ ryantsai/jev-llm-router; Express + node:sqlite; mock and Jev decision engines; previous_ticket_count >= 3 is code; MIN_CONFIDENCE 0.6 still soft; substring false positives; aesaganda/jev-ticket-router ≠ SarathChandraBellam/jev-vs-llm-ticket-router; Universal Figure & Diagram Router; confidence ≥ 0.85 hard-gate is theater; generative AI banned from scientific plots; six visual branches; human-labeled (state, question, label); 166,054 rows / 22 configs; soft_label for human uncertainty; Praveenrajus/jev-bench ≠ fstandhartinger/jevbench; ternary bonsai System One GGUF; Hub does not ship weights; 100/100 easy T/F is not Harbor; label_mass ≠ correctness; stock llama.cpp Q2_0 silently gibberish; NicolaiMTLassen/open-bonzi-jev ≠ NicolaiLassen; transformers.js DeBERTa ONNX; temperature 1.05; AutoModel from_pretrained works; onnx-community/open-jev-deberta-v3-large-ONNX ≠ system-one-qwen3.5-4b-scorer-ONNX; 107★ densify; GH 151M vs README 149.6M; PR #1 now closed unmerged; do not re-fold §71 claim-audit as a beat; typed decisions, RLCD, confidence-gated routing; structured ≠ correct; mock not live API; 26 tests; wjdjdakf17/jev-study ≠ baekenough/jev-study / Apply 0345 (`notes.md` §108): **Open reproduction densifies / measurement densifies PRIMARY** (bonzi-27b-v2 / ternary-8b / 27b-v1 GGUF family densify; WANLI-256 74.6% / 65.2% / 71.1% *theirs*; Bonsai 1 27B Q1_0 runs on stock llama.cpp; ternary still needs PrismML fork; hf:heman10x/openJev-verdict-2.0 twin tokenizer-only; OpenJev Vision image classification + uncertainty; CLEVR-4 held-out joint 0%; hfdataset:IamBusy/OpenJev-Vision-Research-v0.1 12,832; 294,912 derived targets not independent samples; Laya multilingual ONNX WebGPU typed-decisions port; 63/63 selected answers / 5.1e-4 CPU / 1.2e-2 WebGPU; UpHash-Network/mini-jev is yuki-oshio transfer; jev-injection-bench 11,900 labelled prompts; Jev best ranking / Haiku better ECE 0.021 vs 0.058; 0.5–0.9 band is where Jev's numbers do not mean what they say; Prompt wording moves panic 28%; manojlds/jev-dspy-bench ≠ dspachos/jev-dspy ≠ jmanhype/jev-dspy-lab; Jev agreement is similarity, never ground truth; no aggregate quality grade or merge gate; AbstentionBench-on-Jev rank 1 of 20 vs 2025 field; question-asymmetry; forward-looking 0.465 never extreme; openkev calibration layer not a runtime; ECE vs coverage independent; select_threshold returns inf; escalation catches uncertainty not ignorance; misakaikato/openkev ≠ jaredpalmer/kev; pdf-race Docling→Jev vs Gemini; parser owns the wall clock; 12/12 tie is a tie; titles selected not generated; flopcheck 16 calibrated tweet judgments; mechanical tells in code; ZeroX-01/jev-atlas ≠ Zaious/jev-capability-atlas ≠ gorock007/jev-atlas; Laya calibration lab Gradio MCP; T never changes argmax; confidence ≠ top-label p; easy probe set refused; 40–48 rows too small to ship T; do not reopen or amend PR #23 or #24 or #25. Apply 0439 (`notes.md` §109): Gemma-4 26B-A4B jevify classification+calibration; LoRA adapter twin not independent eval; Gemma-4 E4B jevify; E4B LoRA stub card; kushalpatil/jevify-gemma4 ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; GH kushalpatil07/jevify 404; PAWS 0.580/ece 0.288 is the weak cell; smaller E4B slightly better OOD ECE than 26B-A4B; Hub jevify merged LoRA ships weights; bonzi Bonsai-8B v1 GGUF densify; Bonsai-1.7B v1; Bonsai-4B v1; WANLI-256 64.5% / 60.2% / 52.0% *theirs*; rank #4 / #5 / #6 of 6; JulesHuisman/jev-eval scaffolding / README SHA c356a584 (was empty e69de29b); JulesHuisman/jev-eval ≠ SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv ≠ xxkuboxx ≠ onlyoneaman ≠ dayhaysoos/jevals; 7 bands 6/10 vs 40 bands 0/10; source receipts + confidence slider re-policy without re-inference; 32/32 synthetic is smoke not production; classify HF datasets across typed semantic dimensions; roadus2 watch misspelling; lock roadius2/ultra_laya; ultra_laya REVIEW defects; default branch claude/laya-jev-review-gg5ppo; XNLI EN 88.3% ECE 0.032 → RU 77.3% ECE 0.096; Δ −11.0 pp [−14.2,−7.8]; ECE +0.063; MASSIVE no detectable difference at n=600; confidence is function of p_max (r=1.000); pointer-not-generator 400 human-authored responses; proposed ≠ authorized; FewRel 160: Jev 85.0% vs lexical 13.125%; gated 100% (95/95) coverage 59.375%; J++ composable semantic computation language; judge-jev 0.5 still soft; 947 repos scored; A 273 / B 302 / C 372; LLM rubric ≠ benches; No benchmark winner is claimed; phishing: naive 62.6% vs regex 91.8%; 5-atomic + LR 95.0% *theirs*; AITuber tension ±15; README npm global; repo is Rust; git-confess code owns counting/blame/ratio; httpx exhibit 11% (13/119) *theirs*; 90d trend +12.40% vs random +12.75% vs BH +41.71%; 5m win rate 25%; Awesomejev 656 entries / 38,160 stars; tracker likes 64 (+4) lastModified UNCHANGED; Laya present; Blackwood ABSENT; Archer still promised_not_landed; do not reopen or amend PR #23/#24/#25/#26. Apply 0541 (`notes.md` §110): Blackwood tracker ABSENT; likes 2 gated manual; r = c - p_a; ECE 0.021; acc 0.807 vs warmup 0.746; calibration beyond ~500 tokens unmeasured; Independent primitive; 11.57s vs 54.10s · 4.67× · 120/128 *theirs*; default path is pretrained Gemma probs not trained RLCD head; GH Meanblock 404; lock leesk212/JEV-CPU; softmax over letter slots ≠ Noul; WANLI 0.741 vs openjev v2 0.77 *theirs*; 3-way NLI ≠ Noul; priority 0.464 = majority floor; banking77 contaminated; raw margins not probabilities; GH jev-haiku-benchmarking 404; do not distill Jev as teacher of record (they distilled Haiku); “0.9 is not one number”; ranking ≠ calibration; banking77 0.8–0.9 stated 0.86 actual 0.73 over-confident *theirs*; ≠ Praveenrajus/jev-bench ≠ fstandhartinger/jevbench; $0.0000153–$0.0000226 vs circulating $0.0004 (~20×); Score is 0..n-1 expectation not 0–1; Noul has no confidence field; TCP floor 198.8 ms; type reliability is not a reason to choose Jev (json_schema 5/5); gateway tax not one number; Function-only 5/8 vs hybrid 8/8; 4/8 without Jev; 8 designed cases not conversion lift; ≠ RadRebelSam/awesome-jev; 200-row pilot Jev 86.5% 173/200 vs Gemini Flash-Lite 86.0% 172/200 vs Pro 87.0% 174/200 *theirs*; not a ranking; NLI Tetris argmax P(entail)−P(contradict); 情緒測謊器; 1q 396ms / 30q 567ms; ±0.03; 33q $0.000045 vs Gemini ~5× slower ~60× cost *theirs*; ≠ realZachi/jevtest; 8-example Jev vs GPT-5.6 Sol ~64× cost 5.4× latency *theirs*; synthetic; no inference; ≠ JevBench v1.2 §78; Judged 3317 / listed 2560; Jev judges, code applies policy; catalog ≠ endorsement; APA “microsecond policy / zero hallucination” overclaim; Client-side quiz; pointer from held docs; scanned-PDF warn; CSP only api.typesafe.ai; Jev judges / agent reasons / user decides; selecting an option is not permission to implement; degraded fallback; pattern exact, judgement must clear floor; no matching pattern → no model call; not a correctness oracle; $0.00022 vs chat $0.00306 *theirs*; Spec vs artifact remainder; treating 0.85 as 85% / minProbability hard-gate as Harbor; VERIFY acquires discriminating evidence, never same-pool confidence-only rescoring; fast/full/max are ceilings not sizes; Solar writes, Jev chooses NEXT ACTION; SemIf 2186★ (+20 vs §109 2166); jevlike 1038★ (+7 vs 1031); TypeAR 14★ flat; AnotiaWang 96★ (+1 vs 95); yibie/awesome-jev 490★; Laya likes 802 (was 783); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27. Apply 0743 (`notes.md` §113): Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0; TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440; Verdict-open-jev 48.07% vs Jev 90.80%; abstention combined recall 10.00%; p50 35.58 ms; K=25 (maximum capacity) 72.00%; 0.85 coverage 84.60% selective risk 1.18%; 26.1× faster than standard Qwen JSON generation; Jevify 90.0% / 167 ms CUDA graphs disabled; Finding 1: Brier on stated confidence alone is a trap; grpo_rlcr 0.78 / ECE 0.084; reliability 0.007 but resolution 0.000; 27 900 schema-driven decisions; 13 600 / 13 600 questions; candidate mass min 0.99999624; 22 configs · 166,054 rows · 4 calibration-gold; sha a39eba3f; Student B MAE 0.148 / Pearson 0.836 / 86.0%; pngwn/open-jev-laya-bench README 404; sha 9f69c742 likes 2; HDFS 0.9933 (745/750) / retain 0.0084; BGL ERROR/FATAL protection 1.0000; 2,479 / 2,500 HDFS uncertain; cache hit 0.9648 (2412/2500); $0.153936 estimated; E2 recomputes from saved probabilities; Space sha eda59e0a; MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133; 40–48 rows too small to ship T; T never changes argmax; siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode; Split Transformers experiment from llama.cpp runtime; tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab; Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling; second pass must be $0.00 from cache; The pages never call Jev; Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%; restriction state 95.0% against 84.4%; None of the systems are particularly good at knowing when to stop and ask; They skip the question and call a tool directly; 100% schema pass; six-field joint 48.8% vs 72.8%; ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench; ACT / REVIEW / FALLBACK; A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome; confidence is descriptive provider output, not a substitute for probability; Quality denominators include only valid scored answers; an exact halfway tie chooses the lower level; aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills; The local path does not claim to turn a smaller checkpoint into Jev; Low support becomes decision: "review"; MIT-0 SPDX NOASSERTION; current-llm; 结构兼容，不是 Jev 模型能力; altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; Find where Jev belongs. Design the questions. Measure the difference; TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM; TypeLLM/TypeLLM 16★; SemIf 2241★ (+34 vs §111 2207); jevlike 1051★ (+8 vs 1043); AnotiaWang 98★ (+1 vs 97); yibie/awesome-jev 525★ (+19 vs 506); Laya likes 864 (was 822); tracker likes 67 (+3 vs 64); lastModified UNCHANGED `2026-09-20T04:29:16.000Z`; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32/#33; notes.md §113 Apply 0646 (`notes.md` §111): Calibration is not alpha; NO CURRENT ALPHA CANDIDATE; ΔR² approximately +0.00084; Brier 0.2131387; ECE 0.0421875; Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05; default 0.5 keeps zero non pinned; keepResult median 0.14 to 0.17; keepCall median 0.28 to 0.35; usable range is about 0.10 to 0.25; 7.8% to 57.9%; judges results it never sees; task-finish eval not built yet; $0.002 per compaction; slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench; Jev 108/120 $0.083 0.34 s; Luna SGR 114/120; paired Jev accuracy-difference intervals include zero; not evidence of equivalence; GLM SGR 26/120 93 format failures; Terra-planned Jev hybrid 55/120; rule-based by default, optionally Jev-backed; empty README; missing key cannot break the experience; prefill plus exactly one decode; softmax over A/B/C ≠ Noul; BBQ 9,053/10,000 (90.53%); ECE 0.0890; Mean confidence 0.9943; overconfident; score and noul not implemented; DGUI 12 rows (was 6); INSTRUCT 119 rows likes 2; encode the state once, decide everything in parallel; 0.740 accuracy against a 0.508 majority; ECE 0.047; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; Space does not call Jev; recomputes routing from saved probabilities; 200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22; synthetic repository benchmark; Jev evaluations are advisory; YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep; default threshold 0.8 still soft; 40-line windows cannot prove whole function; token-native sequential start/end Choice; Gemini/Haiku stubs not configured yet; handful of hand-written examples, not a benchmark; Jev judged exactly what it was given; laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills; contract_passed is not a claim of guaranteed factual truth; Wilson lower bound 0.85 floor; fixture mode no savings claim; SemIf 2207★ (+21 vs §110 2186); jevlike 1043★ (+5 vs 1038); TypeAR 15★ (+1 vs 14); AnotiaWang 97★ (+1 vs 96); yibie/awesome-jev 506★ (+16 vs 490); Laya likes 822 (was 802); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27/#28.) |
-| Open weights vs constrained decoding vs proprietary API | Three open paths: encoder open-jev / AR constrained decode (TypeAR + pcdServer; decision-token LoRA; packed one-forward logprob on open LLMs; **CUDA/PyTorch local replica** jevify — uncalibrated likelihoods ≠ Noul) / trained decision-only (Laya + ONNX port, Nimble, kev, **blackwood-rlcd** multimodal now, Archer Watch still Watch). **Domain LoRA specialist on independent gold** (not a Jev teacher-copy): train when downstream reads p; few-shot hosted when only argmax. Local `/v1/systemone` surfaces: jev-local (stub until `hf`), kev (trained pointer), von (§49 Needle SAN snapshot ≠ this-pass 395M / n=78; not a replica), **jeff** (GLiFormer-400M encoder, typesafe-sdk drop-in — not a Jev replica), **local-jev** (ModernBERT approximation — not equivalence). Laya ONNX: Mattepiu port vs **gqgs** complete browser int8 (distinct). Loopback **gateway** (sysone) routes hosted + local; does not run weights. Softmax over allowed tokens ≠ Noul. **jevmlx:** MLX one-pass schema→JSON+probs (Apple Silicon replica economics; not a Jev replica). **openvons:** independent open-Jev class (Apache-2.0 code; GitHub SPDX NOASSERTION); wire-compat `/v1/systemone`; NOTA + execute/confirm/reject. **OpenJev** `/v1/decide` ≠ TypeSafe. **semif-serve:** SemIf runoff wire (MIT pyproject / GitHub SPDX null). **grande** Rust/WebGPU `/v1/systemone` (license null; softmax ≠ Noul until T). **laya-jolt** Clojure Apache-2.0 byte-parity Laya. **JEV-CPU** CPU SemIf. **local-jev** ONNX NLI approximation (confidence omitted). **chakuho:** 1-token logprob constrained-AR endpoint (uncalibrated; coverage is format-mass). **jevinf:** Jev-kind engine + wire (not a replica). **laya-multilingual:** mmBERT-base for non-English; route by script. **githubnext/localjev:** Bun Chat Completions bridge; prompted JSON + entropy confidence; **≠** kunchenguid/local-jev; **≠** razorback16 logits. **NandhaKishorM/laya:** PyPI `laya` + Router over the three Hub ckpts; packaging ≠ new species; Jev still leads >20 options / soft-acc / raw ECE. **@airesearch12 census:** list ≠ rank; GLiNER2/routers counted as openjevs are a class-boundary. **JevBench v1.2:** same class table includes Luna/Gemini/DeepSeek/Qwen3.8; OpenJev on board = razorback16 DiffusionGemma ≠ IamBusy; SemIf formerly OpenJev. **≠** GestaltLabs/Jeff-1 Qwen3-4B LoRA replica. **SIGNAL §94:** unofficial JA ModernBERT cross-encoder (format_version modernbert-jev/1; unofficial ≠ TypeSafe; LFM default ≠ ModernBERT backend); Nemotron ≠ TypeSafe Jev / not a calibrated replacement; djev-dev complements djev-spark (native image / images as Choice options); Laya essay numbers *theirs* / Router/OOD confidence. **Hourly 1541:** llama-jev llama.cpp replica; softmax ≠ Noul; **≠** TypeSafe **≠** pcdServer. **Hourly 1740:** Archer-arch fidelity; kev family OOD 0.76–0.77 vs Jev 0.86; block-causal isolation; pointer/readout CE-trained; /v1/systemone drop-in; replica honesty. **Hourly 1843:** NAR local drop-in; wfzyx/von late-catch HIGH; open replica economics / latency vs closed Jev; competing NAR claims / replica honesty; variable-N option scoring as the trainable object; dynamic candidate bags not fixed label sets. candidate bags not fixed label sets; zwliJay/jev-forge ≠ NanoJev. **Hourly 1943:** on-device Laya CoreML ANE; ~5 ms P50 short decisions; 189/189 FP16 checkpoint parity; 10× not achieved; softmax over allowed tokens ≠ Noul; question-first cache **Hourly 2041:** resume-screening bias audit methodology; Plan/PRD panel → code-owned pass|review|block; cost-aware multi-model routing/escalation; frozen-protocol zero-shot bench; context-window admission control; typed decision control plane; receipt ≠ authorization; live 15-dim typed rubric re-score per pause; adversarial pre-registered Jev eval; confidence does not track ignorance; provider-neutral Elixir/BEAM Noul/Choice/Score SDK **Hourly 2145:** question-linting of Jev questions themselves; nine jaggedness rules, no API key, no labelled data; static lint ≠ measured separation; yodablocks/jevq ≠ tenbin ≠ JevLint ≠ commitjev; open-weights Laya as class exemplar (binding); Nx/Bumblebee runtime; host chooses backend; ChristianAlexander/laya_ex ≠ system_one_sdk ≠ dannote/jev ≠ NandhaKishorM/laya; on-chain/edge Laya deploy; parity_verified stays false; model output never grants Tx; humandebri/IC-Laya ≠ laya_ex; auditable weekend replica; Jev outputs never used for training; unpaired 0.577 vs 0.727; agilabs-ai/jev48 ≠ JevBench ≠ Mapika/decider; adversarial dual-judge / framing attack surface; comparative framing is the usable judgment; prior injection crowds out evidence; copyleftdev/ember ≠ ember.js; Laya specialist fine-tune pipeline; training still GPU-pending; PIXELZX0/XERON ≠ convaiinnovations/laya; Hub Laya replica drop; daliborsb/laya ≠ convaiinnovations/laya ≠ NandhaKishorM/laya; System One student distillation corpus; gold is programmatic; teacher is closed-API clone; MagaBitmex/jev-4b-distill-data ≠ missing student checkpoint; non-LLM VIN System One; planning depth not chat; lewislululu/jevon ≠ douglance/jevon; source-bound evidence checks; local quote mismatch needs no API; exit 0 ≠ claim truth; WaynezProg/jev-kit ≠ jonathanavis96/jev-kit (Airlock) ≠ jev-use ≠ jev-mcp **Hourly 2246:** independent System One evidence catalog; 19 reviewed records; scores not one leaderboard; no external record currently reproduced; TokenTrim no-Jev matched hybrid 62.4%; reachjalil/system-one-bench ≠ mallahyari/system-one-benchmark; 21 tasks · 134 items · 208 questions; scenes from public GitHub contracts, not production logs; SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv/jev-eval ≠ xxkuboxx/jev-eval ≠ onlyoneaman/jev-eval ≠ dayhaysoos/jevals; option isolation (sibling-blind); permutation-equivariant; Hub OWNER not published; nafisazizir/hev ≠ jaredpalmer/kev; frozen local LLM logits, no trained decision head; residual-head 9,222-param decreased 73/96→67/96; confidence = 1−normalized entropy, not P(correct); yuki-oshio/mini-jev ≠ r-ms/mini-jev; Jev classifier as autoregressive next-token predictor; ChatJev-style soundness theater; erik-dunteman/ChatJev ≠ dannote/jev ≠ jev-gpt; calibrated decision head × AlphaProof value head; implementation-layer isomorphism, semantic difference; timeout = censoring; do not launder Noul as proof; parallel rank-prediction vs serial selection; independent questions can conflict; zzzzzec/jevsort ≠ keltokhy/jsort; curated open System One ecosystem catalog; rupeshpoojary9/awesome-open-system-one ≠ AnotiaWang/awesome-jev; arXiv paper radar with Jev relevance scoring; ranking ≠ calibration / 0.5 still soft; fail-open failed evals not marked seen **Hourly 2340:** train calibrated ~27M from scratch; typed Q→prob dist / one forward pass / no LLM decode; hyusi2003/MiniSystemOne ≠ Colvin0315/MiniSystemOne; description-only stub / size 5; ESCI hard probe fails four of six; jev_bool ECE 0.242 inversion 0.255; do not re-fold §60 six-gates as new; jobbyjev one-request-per-company from batch-size result; find/design/evaluate TypeSafe Jev decision loops; karanb192/jev-architect ≠ samtay32/jev-system-architect; Jairik/jev-distiller size 1; distill-Jev UI stub / do not distill Jev as teacher of record; post-launch scored use-case map / Jev self-scores then human curation; licensedsaucer9-web/jev-opportunities; Jev-inize a use case into classifier/router; gavinHuang/jevinize → simple-jev not TypeSafe; featherless-ai/simple-jev; compare saved decisions / same label can still change the branch; VihaanAgarwal/jev-diff ≠ Saik0s/diffusiongemma-jev-macos; not tested with a live Jev API key; constrained logprob + temp/Platt ≠ Noul; OpenJevPro pastes openjev-sglang JevBench as own; zhangcy122/OpenJevPro ≠ IamBusy/OpenJev ≠ ekzhang/openjev-sglang; PolyForm Noncommercial; SmolLM-135M / sub-70ms / 0 output tokens; demo P(True) 0.5052 / Choice conf 0.2872 / Score conf 0.0055; README claims MIT / GitHub license null / no LICENSE file; patelvishwa112/jev-system-one-rlcd ≠ arnabgho/rlcd-lite ≠ blackwood-rlcd; source-backed Awesome Jev radar / 306+ commit-pinned; logicrw/awesome-jev-projects ≠ AnotiaWang/awesome-jev ≠ yibie/awesome-jev ≠ cobanov/awesome-jev ≠ rupeshpoojary9/awesome-open-system-one; auto GitHub sync / Issue-only submissions; hashed n-gram encoder / rival-aware attention; olanotolu/jevbetter vs jevlike starter; synthetic hard menus top-1 0.916 vs 0.873 / ECE 0.0182 vs 0.0367 / 40 vs 4608 menus/sec; shuffled-context control 0.335 | `references/judgment-class.md` (when-to-use table) Apply 0042 (`notes.md` §105): structured probability readouts; distribution > argmax; Noul 0.5 midpoint; score is expectation not integer; bare HTTP not SDK; Arohtea/jev-readout; Jev-style Choice/Score/Noul from ordinary models; optional DSH plugin; schema-valid ≠ calibrated; gulagala001/jevify ≠ Mintzs/jevify; Laya RLCD benchmark; 40.3% below constant-answer; open-weight measurement; mourad-ghafiri/laya-rlcd-benchmark ≠ yibie/laya-jev-lab; cheap fail-open semantic edge; second signal not sole; FastLoopError catch; SupremeDreamZ/jev-fastloop ≠ jev-ultrafast; asking more questions in one call; 0.980 at every N; nearly not fully deterministic; TheWebDevel/jev-fanout; Qwen3-VL perception + Jev decisions train RL; 0 model calls at deployment; VLM alone 1.7 vs +Jev 4.4; harneet2512/reflexrl ≠ khordoo/jev-reflex-autonomy-lab; independent Jev API vs Laya; cascade 0.60 matches 78% at 1.8×; noul facts not judgements; yibie/laya-jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab; GLiNER vs GLiFormer vs Laya vs Jev; extractors ≠ decision engines; Laya dict-instructions collapse 58.3%; umstek/zero-shot-ie-bench; decisions-per-minute & cost; 204 moves vs 73; throughput not intelligence; angelgalvisc/snake-arena-jev-vs-llms ≠ vtrivedy/jev-plays-games; behavioral contracts; pin expectations eval upgrades; raw 0.94 is not a release; sathariels/jevcheck ≠ dayhaysoos/jevals ≠ SivletLabs/jev-eval; evidence-linked dependency upgrade; Jev never generates filenames; no_direct_evidence ≠ safe to merge; GaneshVG18/upgrade-radar ≠ LYchoon/paper-radar-jev; discography theme/mood/complexity; five atomic questions one call; lirantal/discoprint / Apply 0145 (`notes.md` §106): Turn any open LLM into System-One Jev; description-only stub / size 0; Exu is a toolkit, not a method; typed Q → probability dists; JSON parse of generated text ≠ Noul; classifier.dev fast tier 84.8 is Jev behind its own API; hard budget filter before Jev; Jev judges the next state, XState enforces transitions; catalog gravity; ★339 live REST; query-side encoders, not a Jev replica; transformers.js AutoModel cannot load this graph; This Space contains no benchmark result yet; do not reopen or amend PR #23. / Apply 0243: Benchmark-driven Jev router and judge; cheap alone is not success; Jev does not write, sum prices, or claim accuracy %; Sol 94.2 / Luna 83.9 / Jev path 89.7; 19.2% Sol / 62.3% cost save / 4.5pp miss of 2pp non-inferiority; p50 latency worse than Sol due to routing overhead; erendikmenn/jev-llm-router-benchmark ≠ jev-rag-benchmark ≠ ryantsai/jev-llm-router; Express + node:sqlite; mock and Jev decision engines; previous_ticket_count >= 3 is code; MIN_CONFIDENCE 0.6 still soft; substring false positives; aesaganda/jev-ticket-router ≠ SarathChandraBellam/jev-vs-llm-ticket-router; Universal Figure & Diagram Router; confidence ≥ 0.85 hard-gate is theater; generative AI banned from scientific plots; six visual branches; human-labeled (state, question, label); 166,054 rows / 22 configs; soft_label for human uncertainty; Praveenrajus/jev-bench ≠ fstandhartinger/jevbench; ternary bonsai System One GGUF; Hub does not ship weights; 100/100 easy T/F is not Harbor; label_mass ≠ correctness; stock llama.cpp Q2_0 silently gibberish; NicolaiMTLassen/open-bonzi-jev ≠ NicolaiLassen; transformers.js DeBERTa ONNX; temperature 1.05; AutoModel from_pretrained works; onnx-community/open-jev-deberta-v3-large-ONNX ≠ system-one-qwen3.5-4b-scorer-ONNX; 107★ densify; GH 151M vs README 149.6M; PR #1 now closed unmerged; do not re-fold §71 claim-audit as a beat; typed decisions, RLCD, confidence-gated routing; structured ≠ correct; mock not live API; 26 tests; wjdjdakf17/jev-study ≠ baekenough/jev-study / Apply 0345 (`notes.md` §108): **Open reproduction densifies / measurement densifies PRIMARY** (bonzi-27b-v2 / ternary-8b / 27b-v1 GGUF family densify; WANLI-256 74.6% / 65.2% / 71.1% *theirs*; Bonsai 1 27B Q1_0 runs on stock llama.cpp; ternary still needs PrismML fork; hf:heman10x/openJev-verdict-2.0 twin tokenizer-only; OpenJev Vision image classification + uncertainty; CLEVR-4 held-out joint 0%; hfdataset:IamBusy/OpenJev-Vision-Research-v0.1 12,832; 294,912 derived targets not independent samples; Laya multilingual ONNX WebGPU typed-decisions port; 63/63 selected answers / 5.1e-4 CPU / 1.2e-2 WebGPU; UpHash-Network/mini-jev is yuki-oshio transfer; jev-injection-bench 11,900 labelled prompts; Jev best ranking / Haiku better ECE 0.021 vs 0.058; 0.5–0.9 band is where Jev's numbers do not mean what they say; Prompt wording moves panic 28%; manojlds/jev-dspy-bench ≠ dspachos/jev-dspy ≠ jmanhype/jev-dspy-lab; Jev agreement is similarity, never ground truth; no aggregate quality grade or merge gate; AbstentionBench-on-Jev rank 1 of 20 vs 2025 field; question-asymmetry; forward-looking 0.465 never extreme; openkev calibration layer not a runtime; ECE vs coverage independent; select_threshold returns inf; escalation catches uncertainty not ignorance; misakaikato/openkev ≠ jaredpalmer/kev; pdf-race Docling→Jev vs Gemini; parser owns the wall clock; 12/12 tie is a tie; titles selected not generated; flopcheck 16 calibrated tweet judgments; mechanical tells in code; ZeroX-01/jev-atlas ≠ Zaious/jev-capability-atlas ≠ gorock007/jev-atlas; Laya calibration lab Gradio MCP; T never changes argmax; confidence ≠ top-label p; easy probe set refused; 40–48 rows too small to ship T; do not reopen or amend PR #23 or #24 or #25. Apply 0439 (`notes.md` §109): Gemma-4 26B-A4B jevify classification+calibration; LoRA adapter twin not independent eval; Gemma-4 E4B jevify; E4B LoRA stub card; kushalpatil/jevify-gemma4 ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; GH kushalpatil07/jevify 404; PAWS 0.580/ece 0.288 is the weak cell; smaller E4B slightly better OOD ECE than 26B-A4B; Hub jevify merged LoRA ships weights; bonzi Bonsai-8B v1 GGUF densify; Bonsai-1.7B v1; Bonsai-4B v1; WANLI-256 64.5% / 60.2% / 52.0% *theirs*; rank #4 / #5 / #6 of 6; JulesHuisman/jev-eval scaffolding / README SHA c356a584 (was empty e69de29b); JulesHuisman/jev-eval ≠ SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv ≠ xxkuboxx ≠ onlyoneaman ≠ dayhaysoos/jevals; 7 bands 6/10 vs 40 bands 0/10; source receipts + confidence slider re-policy without re-inference; 32/32 synthetic is smoke not production; classify HF datasets across typed semantic dimensions; roadus2 watch misspelling; lock roadius2/ultra_laya; ultra_laya REVIEW defects; default branch claude/laya-jev-review-gg5ppo; XNLI EN 88.3% ECE 0.032 → RU 77.3% ECE 0.096; Δ −11.0 pp [−14.2,−7.8]; ECE +0.063; MASSIVE no detectable difference at n=600; confidence is function of p_max (r=1.000); pointer-not-generator 400 human-authored responses; proposed ≠ authorized; FewRel 160: Jev 85.0% vs lexical 13.125%; gated 100% (95/95) coverage 59.375%; J++ composable semantic computation language; judge-jev 0.5 still soft; 947 repos scored; A 273 / B 302 / C 372; LLM rubric ≠ benches; No benchmark winner is claimed; phishing: naive 62.6% vs regex 91.8%; 5-atomic + LR 95.0% *theirs*; AITuber tension ±15; README npm global; repo is Rust; git-confess code owns counting/blame/ratio; httpx exhibit 11% (13/119) *theirs*; 90d trend +12.40% vs random +12.75% vs BH +41.71%; 5m win rate 25%; Awesomejev 656 entries / 38,160 stars; tracker likes 64 (+4) lastModified UNCHANGED; Laya present; Blackwood ABSENT; Archer still promised_not_landed; do not reopen or amend PR #23/#24/#25/#26. Apply 0541 (`notes.md` §110): Blackwood tracker ABSENT; likes 2 gated manual; r = c - p_a; ECE 0.021; acc 0.807 vs warmup 0.746; calibration beyond ~500 tokens unmeasured; Independent primitive; 11.57s vs 54.10s · 4.67× · 120/128 *theirs*; default path is pretrained Gemma probs not trained RLCD head; GH Meanblock 404; lock leesk212/JEV-CPU; softmax over letter slots ≠ Noul; WANLI 0.741 vs openjev v2 0.77 *theirs*; 3-way NLI ≠ Noul; priority 0.464 = majority floor; banking77 contaminated; raw margins not probabilities; GH jev-haiku-benchmarking 404; do not distill Jev as teacher of record (they distilled Haiku); “0.9 is not one number”; ranking ≠ calibration; banking77 0.8–0.9 stated 0.86 actual 0.73 over-confident *theirs*; ≠ Praveenrajus/jev-bench ≠ fstandhartinger/jevbench; $0.0000153–$0.0000226 vs circulating $0.0004 (~20×); Score is 0..n-1 expectation not 0–1; Noul has no confidence field; TCP floor 198.8 ms; type reliability is not a reason to choose Jev (json_schema 5/5); gateway tax not one number; Function-only 5/8 vs hybrid 8/8; 4/8 without Jev; 8 designed cases not conversion lift; ≠ RadRebelSam/awesome-jev; 200-row pilot Jev 86.5% 173/200 vs Gemini Flash-Lite 86.0% 172/200 vs Pro 87.0% 174/200 *theirs*; not a ranking; NLI Tetris argmax P(entail)−P(contradict); 情緒測謊器; 1q 396ms / 30q 567ms; ±0.03; 33q $0.000045 vs Gemini ~5× slower ~60× cost *theirs*; ≠ realZachi/jevtest; 8-example Jev vs GPT-5.6 Sol ~64× cost 5.4× latency *theirs*; synthetic; no inference; ≠ JevBench v1.2 §78; Judged 3317 / listed 2560; Jev judges, code applies policy; catalog ≠ endorsement; APA “microsecond policy / zero hallucination” overclaim; Client-side quiz; pointer from held docs; scanned-PDF warn; CSP only api.typesafe.ai; Jev judges / agent reasons / user decides; selecting an option is not permission to implement; degraded fallback; pattern exact, judgement must clear floor; no matching pattern → no model call; not a correctness oracle; $0.00022 vs chat $0.00306 *theirs*; Spec vs artifact remainder; treating 0.85 as 85% / minProbability hard-gate as Harbor; VERIFY acquires discriminating evidence, never same-pool confidence-only rescoring; fast/full/max are ceilings not sizes; Solar writes, Jev chooses NEXT ACTION; SemIf 2186★ (+20 vs §109 2166); jevlike 1038★ (+7 vs 1031); TypeAR 14★ flat; AnotiaWang 96★ (+1 vs 95); yibie/awesome-jev 490★; Laya likes 802 (was 783); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27. Apply 0743 (`notes.md` §113): Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0; TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440; Verdict-open-jev 48.07% vs Jev 90.80%; abstention combined recall 10.00%; p50 35.58 ms; K=25 (maximum capacity) 72.00%; 0.85 coverage 84.60% selective risk 1.18%; 26.1× faster than standard Qwen JSON generation; Jevify 90.0% / 167 ms CUDA graphs disabled; Finding 1: Brier on stated confidence alone is a trap; grpo_rlcr 0.78 / ECE 0.084; reliability 0.007 but resolution 0.000; 27 900 schema-driven decisions; 13 600 / 13 600 questions; candidate mass min 0.99999624; 22 configs · 166,054 rows · 4 calibration-gold; sha a39eba3f; Student B MAE 0.148 / Pearson 0.836 / 86.0%; pngwn/open-jev-laya-bench README 404; sha 9f69c742 likes 2; HDFS 0.9933 (745/750) / retain 0.0084; BGL ERROR/FATAL protection 1.0000; 2,479 / 2,500 HDFS uncertain; cache hit 0.9648 (2412/2500); $0.153936 estimated; E2 recomputes from saved probabilities; Space sha eda59e0a; MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133; 40–48 rows too small to ship T; T never changes argmax; siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode; Split Transformers experiment from llama.cpp runtime; tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab; Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling; second pass must be $0.00 from cache; The pages never call Jev; Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%; restriction state 95.0% against 84.4%; None of the systems are particularly good at knowing when to stop and ask; They skip the question and call a tool directly; 100% schema pass; six-field joint 48.8% vs 72.8%; ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench; ACT / REVIEW / FALLBACK; A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome; confidence is descriptive provider output, not a substitute for probability; Quality denominators include only valid scored answers; an exact halfway tie chooses the lower level; aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills; The local path does not claim to turn a smaller checkpoint into Jev; Low support becomes decision: "review"; MIT-0 SPDX NOASSERTION; current-llm; 结构兼容，不是 Jev 模型能力; altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; Find where Jev belongs. Design the questions. Measure the difference; TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM; TypeLLM/TypeLLM 16★; SemIf 2241★ (+34 vs §111 2207); jevlike 1051★ (+8 vs 1043); AnotiaWang 98★ (+1 vs 97); yibie/awesome-jev 525★ (+19 vs 506); Laya likes 864 (was 822); tracker likes 67 (+3 vs 64); lastModified UNCHANGED `2026-09-20T04:29:16.000Z`; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32/#33; notes.md §113 Apply 0646 (`notes.md` §111): Calibration is not alpha; NO CURRENT ALPHA CANDIDATE; ΔR² approximately +0.00084; Brier 0.2131387; ECE 0.0421875; Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05; default 0.5 keeps zero non pinned; keepResult median 0.14 to 0.17; keepCall median 0.28 to 0.35; usable range is about 0.10 to 0.25; 7.8% to 57.9%; judges results it never sees; task-finish eval not built yet; $0.002 per compaction; slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench; Jev 108/120 $0.083 0.34 s; Luna SGR 114/120; paired Jev accuracy-difference intervals include zero; not evidence of equivalence; GLM SGR 26/120 93 format failures; Terra-planned Jev hybrid 55/120; rule-based by default, optionally Jev-backed; empty README; missing key cannot break the experience; prefill plus exactly one decode; softmax over A/B/C ≠ Noul; BBQ 9,053/10,000 (90.53%); ECE 0.0890; Mean confidence 0.9943; overconfident; score and noul not implemented; DGUI 12 rows (was 6); INSTRUCT 119 rows likes 2; encode the state once, decide everything in parallel; 0.740 accuracy against a 0.508 majority; ECE 0.047; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; Space does not call Jev; recomputes routing from saved probabilities; 200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22; synthetic repository benchmark; Jev evaluations are advisory; YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep; default threshold 0.8 still soft; 40-line windows cannot prove whole function; token-native sequential start/end Choice; Gemini/Haiku stubs not configured yet; handful of hand-written examples, not a benchmark; Jev judged exactly what it was given; laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills; contract_passed is not a claim of guaranteed factual truth; Wilson lower bound 0.85 floor; fixture mode no savings claim; SemIf 2207★ (+21 vs §110 2186); jevlike 1043★ (+5 vs 1038); TypeAR 15★ (+1 vs 14); AnotiaWang 97★ (+1 vs 96); yibie/awesome-jev 506★ (+16 vs 490); Laya likes 822 (was 802); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27/#28.) |
-| Entropy as allocator (low / medium / high) | Typed low+medium decisions → System One marginals; high-entropy synthesis → frontier decoder. Product rhetoric, not a meter. **Hypothesis** | `references/judgment-class.md` |
+| Open weights vs constrained decoding vs proprietary API | Three open paths: encoder open-jev / AR constrained decode (TypeAR + pcdServer; decision-token LoRA; packed one-forward logprob on open LLMs; **CUDA/PyTorch local replica** jevify — uncalibrated likelihoods ≠ Noul) / trained decision-only (Laya + ONNX port, Nimble, kev, **blackwood-rlcd** multimodal now, Archer Watch still Watch). **Domain LoRA specialist on independent gold** (not a Jev teacher-copy): train when downstream reads p; few-shot hosted when only argmax. Local `/v1/systemone` surfaces: jev-local (stub until `hf`), kev (trained pointer), von (§49 Needle SAN snapshot ≠ this-pass 395M / n=78; not a replica), **jeff** (GLiFormer-400M encoder, typesafe-sdk drop-in — not a Jev replica), **local-jev** (ModernBERT approximation — not equivalence). Laya ONNX: Mattepiu port vs **gqgs** complete browser int8 (distinct). Loopback **gateway** (sysone) routes hosted + local; does not run weights. Softmax over allowed tokens ≠ Noul. **jevmlx:** MLX one-pass schema→JSON+probs (Apple Silicon replica economics; not a Jev replica). **openvons:** independent open-Jev class (Apache-2.0 code; GitHub SPDX NOASSERTION); wire-compat `/v1/systemone`; NOTA + execute/confirm/reject. **OpenJev** `/v1/decide` ≠ TypeSafe. **semif-serve:** SemIf runoff wire (MIT pyproject / GitHub SPDX null). **grande** Rust/WebGPU `/v1/systemone` (license null; softmax ≠ Noul until T). **laya-jolt** Clojure Apache-2.0 byte-parity Laya. **JEV-CPU** CPU SemIf. **local-jev** ONNX NLI approximation (confidence omitted). **chakuho:** 1-token logprob constrained-AR endpoint (uncalibrated; coverage is format-mass). **jevinf:** Jev-kind engine + wire (not a replica). **laya-multilingual:** mmBERT-base for non-English; route by script. **githubnext/localjev:** Bun Chat Completions bridge; prompted JSON + entropy confidence; **≠** kunchenguid/local-jev; **≠** razorback16 logits. **NandhaKishorM/laya:** PyPI `laya` + Router over the three Hub ckpts; packaging ≠ new species; Jev still leads >20 options / soft-acc / raw ECE. **@airesearch12 census:** list ≠ rank; GLiNER2/routers counted as openjevs are a class-boundary. **JevBench v1.2:** same class table includes Luna/Gemini/DeepSeek/Qwen3.8; OpenJev on board = razorback16 DiffusionGemma ≠ IamBusy; SemIf formerly OpenJev. **≠** GestaltLabs/Jeff-1 Qwen3-4B LoRA replica. **SIGNAL §94:** unofficial JA ModernBERT cross-encoder (format_version modernbert-jev/1; unofficial ≠ TypeSafe; LFM default ≠ ModernBERT backend); Nemotron ≠ TypeSafe Jev / not a calibrated replacement; djev-dev complements djev-spark (native image / images as Choice options); Laya essay numbers *theirs* / Router/OOD confidence. **Hourly 1541:** llama-jev llama.cpp replica; softmax ≠ Noul; **≠** TypeSafe **≠** pcdServer. **Hourly 1740:** Archer-arch fidelity; kev family OOD 0.76–0.77 vs Jev 0.86; block-causal isolation; pointer/readout CE-trained; /v1/systemone drop-in; replica honesty. **Hourly 1843:** NAR local drop-in; wfzyx/von late-catch HIGH; open replica economics / latency vs closed Jev; competing NAR claims / replica honesty; variable-N option scoring as the trainable object; dynamic candidate bags not fixed label sets. candidate bags not fixed label sets; zwliJay/jev-forge ≠ NanoJev. **Hourly 1943:** on-device Laya CoreML ANE; ~5 ms P50 short decisions; 189/189 FP16 checkpoint parity; 10× not achieved; softmax over allowed tokens ≠ Noul; question-first cache **Hourly 2041:** resume-screening bias audit methodology; Plan/PRD panel → code-owned pass|review|block; cost-aware multi-model routing/escalation; frozen-protocol zero-shot bench; context-window admission control; typed decision control plane; receipt ≠ authorization; live 15-dim typed rubric re-score per pause; adversarial pre-registered Jev eval; confidence does not track ignorance; provider-neutral Elixir/BEAM Noul/Choice/Score SDK **Hourly 2145:** question-linting of Jev questions themselves; nine jaggedness rules, no API key, no labelled data; static lint ≠ measured separation; yodablocks/jevq ≠ tenbin ≠ JevLint ≠ commitjev; open-weights Laya as class exemplar (binding); Nx/Bumblebee runtime; host chooses backend; ChristianAlexander/laya_ex ≠ system_one_sdk ≠ dannote/jev ≠ NandhaKishorM/laya; on-chain/edge Laya deploy; parity_verified stays false; model output never grants Tx; humandebri/IC-Laya ≠ laya_ex; auditable weekend replica; Jev outputs never used for training; unpaired 0.577 vs 0.727; agilabs-ai/jev48 ≠ JevBench ≠ Mapika/decider; adversarial dual-judge / framing attack surface; comparative framing is the usable judgment; prior injection crowds out evidence; copyleftdev/ember ≠ ember.js; Laya specialist fine-tune pipeline; training still GPU-pending; PIXELZX0/XERON ≠ convaiinnovations/laya; Hub Laya replica drop; daliborsb/laya ≠ convaiinnovations/laya ≠ NandhaKishorM/laya; System One student distillation corpus; gold is programmatic; teacher is closed-API clone; MagaBitmex/jev-4b-distill-data ≠ missing student checkpoint; non-LLM VIN System One; planning depth not chat; lewislululu/jevon ≠ douglance/jevon; source-bound evidence checks; local quote mismatch needs no API; exit 0 ≠ claim truth; WaynezProg/jev-kit ≠ jonathanavis96/jev-kit (Airlock) ≠ jev-use ≠ jev-mcp **Hourly 2246:** independent System One evidence catalog; 19 reviewed records; scores not one leaderboard; no external record currently reproduced; TokenTrim no-Jev matched hybrid 62.4%; reachjalil/system-one-bench ≠ mallahyari/system-one-benchmark; 21 tasks · 134 items · 208 questions; scenes from public GitHub contracts, not production logs; SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv/jev-eval ≠ xxkuboxx/jev-eval ≠ onlyoneaman/jev-eval ≠ dayhaysoos/jevals; option isolation (sibling-blind); permutation-equivariant; Hub OWNER not published; nafisazizir/hev ≠ jaredpalmer/kev; frozen local LLM logits, no trained decision head; residual-head 9,222-param decreased 73/96→67/96; confidence = 1−normalized entropy, not P(correct); yuki-oshio/mini-jev ≠ r-ms/mini-jev; Jev classifier as autoregressive next-token predictor; ChatJev-style soundness theater; erik-dunteman/ChatJev ≠ dannote/jev ≠ jev-gpt; calibrated decision head × AlphaProof value head; implementation-layer isomorphism, semantic difference; timeout = censoring; do not launder Noul as proof; parallel rank-prediction vs serial selection; independent questions can conflict; zzzzzec/jevsort ≠ keltokhy/jsort; curated open System One ecosystem catalog; rupeshpoojary9/awesome-open-system-one ≠ AnotiaWang/awesome-jev; arXiv paper radar with Jev relevance scoring; ranking ≠ calibration / 0.5 still soft; fail-open failed evals not marked seen **Hourly 2340:** train calibrated ~27M from scratch; typed Q→prob dist / one forward pass / no LLM decode; hyusi2003/MiniSystemOne ≠ Colvin0315/MiniSystemOne; description-only stub / size 5; ESCI hard probe fails four of six; jev_bool ECE 0.242 inversion 0.255; do not re-fold §60 six-gates as new; jobbyjev one-request-per-company from batch-size result; find/design/evaluate TypeSafe Jev decision loops; karanb192/jev-architect ≠ samtay32/jev-system-architect; Jairik/jev-distiller size 1; distill-Jev UI stub / do not distill Jev as teacher of record; post-launch scored use-case map / Jev self-scores then human curation; licensedsaucer9-web/jev-opportunities; Jev-inize a use case into classifier/router; gavinHuang/jevinize → simple-jev not TypeSafe; featherless-ai/simple-jev; compare saved decisions / same label can still change the branch; VihaanAgarwal/jev-diff ≠ Saik0s/diffusiongemma-jev-macos; not tested with a live Jev API key; constrained logprob + temp/Platt ≠ Noul; OpenJevPro pastes openjev-sglang JevBench as own; zhangcy122/OpenJevPro ≠ IamBusy/OpenJev ≠ ekzhang/openjev-sglang; PolyForm Noncommercial; SmolLM-135M / sub-70ms / 0 output tokens; demo P(True) 0.5052 / Choice conf 0.2872 / Score conf 0.0055; README claims MIT / GitHub license null / no LICENSE file; patelvishwa112/jev-system-one-rlcd ≠ arnabgho/rlcd-lite ≠ blackwood-rlcd; source-backed Awesome Jev radar / 306+ commit-pinned; logicrw/awesome-jev-projects ≠ AnotiaWang/awesome-jev ≠ yibie/awesome-jev ≠ cobanov/awesome-jev ≠ rupeshpoojary9/awesome-open-system-one; auto GitHub sync / Issue-only submissions; hashed n-gram encoder / rival-aware attention; olanotolu/jevbetter vs jevlike starter; synthetic hard menus top-1 0.916 vs 0.873 / ECE 0.0182 vs 0.0367 / 40 vs 4608 menus/sec; shuffled-context control 0.335 | `references/judgment-class.md` (when-to-use table) Apply 0042 (`notes.md` §105): structured probability readouts; distribution > argmax; Noul 0.5 midpoint; score is expectation not integer; bare HTTP not SDK; Arohtea/jev-readout; Jev-style Choice/Score/Noul from ordinary models; optional DSH plugin; schema-valid ≠ calibrated; gulagala001/jevify ≠ Mintzs/jevify; Laya RLCD benchmark; 40.3% below constant-answer; open-weight measurement; mourad-ghafiri/laya-rlcd-benchmark ≠ yibie/laya-jev-lab; cheap fail-open semantic edge; second signal not sole; FastLoopError catch; SupremeDreamZ/jev-fastloop ≠ jev-ultrafast; asking more questions in one call; 0.980 at every N; nearly not fully deterministic; TheWebDevel/jev-fanout; Qwen3-VL perception + Jev decisions train RL; 0 model calls at deployment; VLM alone 1.7 vs +Jev 4.4; harneet2512/reflexrl ≠ khordoo/jev-reflex-autonomy-lab; independent Jev API vs Laya; cascade 0.60 matches 78% at 1.8×; noul facts not judgements; yibie/laya-jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab; GLiNER vs GLiFormer vs Laya vs Jev; extractors ≠ decision engines; Laya dict-instructions collapse 58.3%; umstek/zero-shot-ie-bench; decisions-per-minute & cost; 204 moves vs 73; throughput not intelligence; angelgalvisc/snake-arena-jev-vs-llms ≠ vtrivedy/jev-plays-games; behavioral contracts; pin expectations eval upgrades; raw 0.94 is not a release; sathariels/jevcheck ≠ dayhaysoos/jevals ≠ SivletLabs/jev-eval; evidence-linked dependency upgrade; Jev never generates filenames; no_direct_evidence ≠ safe to merge; GaneshVG18/upgrade-radar ≠ LYchoon/paper-radar-jev; discography theme/mood/complexity; five atomic questions one call; lirantal/discoprint / Apply 0145 (`notes.md` §106): Turn any open LLM into System-One Jev; description-only stub / size 0; Exu is a toolkit, not a method; typed Q → probability dists; JSON parse of generated text ≠ Noul; classifier.dev fast tier 84.8 is Jev behind its own API; hard budget filter before Jev; Jev judges the next state, XState enforces transitions; catalog gravity; ★339 live REST; query-side encoders, not a Jev replica; transformers.js AutoModel cannot load this graph; This Space contains no benchmark result yet; do not reopen or amend PR #23. / Apply 0243: Benchmark-driven Jev router and judge; cheap alone is not success; Jev does not write, sum prices, or claim accuracy %; Sol 94.2 / Luna 83.9 / Jev path 89.7; 19.2% Sol / 62.3% cost save / 4.5pp miss of 2pp non-inferiority; p50 latency worse than Sol due to routing overhead; erendikmenn/jev-llm-router-benchmark ≠ jev-rag-benchmark ≠ ryantsai/jev-llm-router; Express + node:sqlite; mock and Jev decision engines; previous_ticket_count >= 3 is code; MIN_CONFIDENCE 0.6 still soft; substring false positives; aesaganda/jev-ticket-router ≠ SarathChandraBellam/jev-vs-llm-ticket-router; Universal Figure & Diagram Router; confidence ≥ 0.85 hard-gate is theater; generative AI banned from scientific plots; six visual branches; human-labeled (state, question, label); 166,054 rows / 22 configs; soft_label for human uncertainty; Praveenrajus/jev-bench ≠ fstandhartinger/jevbench; ternary bonsai System One GGUF; Hub does not ship weights; 100/100 easy T/F is not Harbor; label_mass ≠ correctness; stock llama.cpp Q2_0 silently gibberish; NicolaiMTLassen/open-bonzi-jev ≠ NicolaiLassen; transformers.js DeBERTa ONNX; temperature 1.05; AutoModel from_pretrained works; onnx-community/open-jev-deberta-v3-large-ONNX ≠ system-one-qwen3.5-4b-scorer-ONNX; 107★ densify; GH 151M vs README 149.6M; PR #1 now closed unmerged; do not re-fold §71 claim-audit as a beat; typed decisions, RLCD, confidence-gated routing; structured ≠ correct; mock not live API; 26 tests; wjdjdakf17/jev-study ≠ baekenough/jev-study / Apply 0345 (`notes.md` §108): **Open reproduction densifies / measurement densifies PRIMARY** (bonzi-27b-v2 / ternary-8b / 27b-v1 GGUF family densify; WANLI-256 74.6% / 65.2% / 71.1% *theirs*; Bonsai 1 27B Q1_0 runs on stock llama.cpp; ternary still needs PrismML fork; hf:heman10x/openJev-verdict-2.0 twin tokenizer-only; OpenJev Vision image classification + uncertainty; CLEVR-4 held-out joint 0%; hfdataset:IamBusy/OpenJev-Vision-Research-v0.1 12,832; 294,912 derived targets not independent samples; Laya multilingual ONNX WebGPU typed-decisions port; 63/63 selected answers / 5.1e-4 CPU / 1.2e-2 WebGPU; UpHash-Network/mini-jev is yuki-oshio transfer; jev-injection-bench 11,900 labelled prompts; Jev best ranking / Haiku better ECE 0.021 vs 0.058; 0.5–0.9 band is where Jev's numbers do not mean what they say; Prompt wording moves panic 28%; manojlds/jev-dspy-bench ≠ dspachos/jev-dspy ≠ jmanhype/jev-dspy-lab; Jev agreement is similarity, never ground truth; no aggregate quality grade or merge gate; AbstentionBench-on-Jev rank 1 of 20 vs 2025 field; question-asymmetry; forward-looking 0.465 never extreme; openkev calibration layer not a runtime; ECE vs coverage independent; select_threshold returns inf; escalation catches uncertainty not ignorance; misakaikato/openkev ≠ jaredpalmer/kev; pdf-race Docling→Jev vs Gemini; parser owns the wall clock; 12/12 tie is a tie; titles selected not generated; flopcheck 16 calibrated tweet judgments; mechanical tells in code; ZeroX-01/jev-atlas ≠ Zaious/jev-capability-atlas ≠ gorock007/jev-atlas; Laya calibration lab Gradio MCP; T never changes argmax; confidence ≠ top-label p; easy probe set refused; 40–48 rows too small to ship T; do not reopen or amend PR #23 or #24 or #25. Apply 0439 (`notes.md` §109): Gemma-4 26B-A4B jevify classification+calibration; LoRA adapter twin not independent eval; Gemma-4 E4B jevify; E4B LoRA stub card; kushalpatil/jevify-gemma4 ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; GH kushalpatil07/jevify 404; PAWS 0.580/ece 0.288 is the weak cell; smaller E4B slightly better OOD ECE than 26B-A4B; Hub jevify merged LoRA ships weights; bonzi Bonsai-8B v1 GGUF densify; Bonsai-1.7B v1; Bonsai-4B v1; WANLI-256 64.5% / 60.2% / 52.0% *theirs*; rank #4 / #5 / #6 of 6; JulesHuisman/jev-eval scaffolding / README SHA c356a584 (was empty e69de29b); JulesHuisman/jev-eval ≠ SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv ≠ xxkuboxx ≠ onlyoneaman ≠ dayhaysoos/jevals; 7 bands 6/10 vs 40 bands 0/10; source receipts + confidence slider re-policy without re-inference; 32/32 synthetic is smoke not production; classify HF datasets across typed semantic dimensions; roadus2 watch misspelling; lock roadius2/ultra_laya; ultra_laya REVIEW defects; default branch claude/laya-jev-review-gg5ppo; XNLI EN 88.3% ECE 0.032 → RU 77.3% ECE 0.096; Δ −11.0 pp [−14.2,−7.8]; ECE +0.063; MASSIVE no detectable difference at n=600; confidence is function of p_max (r=1.000); pointer-not-generator 400 human-authored responses; proposed ≠ authorized; FewRel 160: Jev 85.0% vs lexical 13.125%; gated 100% (95/95) coverage 59.375%; J++ composable semantic computation language; judge-jev 0.5 still soft; 947 repos scored; A 273 / B 302 / C 372; LLM rubric ≠ benches; No benchmark winner is claimed; phishing: naive 62.6% vs regex 91.8%; 5-atomic + LR 95.0% *theirs*; AITuber tension ±15; README npm global; repo is Rust; git-confess code owns counting/blame/ratio; httpx exhibit 11% (13/119) *theirs*; 90d trend +12.40% vs random +12.75% vs BH +41.71%; 5m win rate 25%; Awesomejev 656 entries / 38,160 stars; tracker likes 64 (+4) lastModified UNCHANGED; Laya present; Blackwood ABSENT; Archer still promised_not_landed; do not reopen or amend PR #23/#24/#25/#26. Apply 0541 (`notes.md` §110): Blackwood tracker ABSENT; likes 2 gated manual; r = c - p_a; ECE 0.021; acc 0.807 vs warmup 0.746; calibration beyond ~500 tokens unmeasured; Independent primitive; 11.57s vs 54.10s · 4.67× · 120/128 *theirs*; default path is pretrained Gemma probs not trained RLCD head; GH Meanblock 404; lock leesk212/JEV-CPU; softmax over letter slots ≠ Noul; WANLI 0.741 vs openjev v2 0.77 *theirs*; 3-way NLI ≠ Noul; priority 0.464 = majority floor; banking77 contaminated; raw margins not probabilities; GH jev-haiku-benchmarking 404; do not distill Jev as teacher of record (they distilled Haiku); “0.9 is not one number”; ranking ≠ calibration; banking77 0.8–0.9 stated 0.86 actual 0.73 over-confident *theirs*; ≠ Praveenrajus/jev-bench ≠ fstandhartinger/jevbench; $0.0000153–$0.0000226 vs circulating $0.0004 (~20×); Score is 0..n-1 expectation not 0–1; Noul has no confidence field; TCP floor 198.8 ms; type reliability is not a reason to choose Jev (json_schema 5/5); gateway tax not one number; Function-only 5/8 vs hybrid 8/8; 4/8 without Jev; 8 designed cases not conversion lift; ≠ RadRebelSam/awesome-jev; 200-row pilot Jev 86.5% 173/200 vs Gemini Flash-Lite 86.0% 172/200 vs Pro 87.0% 174/200 *theirs*; not a ranking; NLI Tetris argmax P(entail)−P(contradict); 情緒測謊器; 1q 396ms / 30q 567ms; ±0.03; 33q $0.000045 vs Gemini ~5× slower ~60× cost *theirs*; ≠ realZachi/jevtest; 8-example Jev vs GPT-5.6 Sol ~64× cost 5.4× latency *theirs*; synthetic; no inference; ≠ JevBench v1.2 §78; Judged 3317 / listed 2560; Jev judges, code applies policy; catalog ≠ endorsement; APA “microsecond policy / zero hallucination” overclaim; Client-side quiz; pointer from held docs; scanned-PDF warn; CSP only api.typesafe.ai; Jev judges / agent reasons / user decides; selecting an option is not permission to implement; degraded fallback; pattern exact, judgement must clear floor; no matching pattern → no model call; not a correctness oracle; $0.00022 vs chat $0.00306 *theirs*; Spec vs artifact remainder; treating 0.85 as 85% / minProbability hard-gate as Harbor; VERIFY acquires discriminating evidence, never same-pool confidence-only rescoring; fast/full/max are ceilings not sizes; Solar writes, Jev chooses NEXT ACTION; SemIf 2186★ (+20 vs §109 2166); jevlike 1038★ (+7 vs 1031); TypeAR 14★ flat; AnotiaWang 96★ (+1 vs 95); yibie/awesome-jev 490★; Laya likes 802 (was 783); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27. Apply 0743 (`notes.md` §113): Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0; TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440; Verdict-open-jev 48.07% vs Jev 90.80%; abstention combined recall 10.00%; p50 35.58 ms; K=25 (maximum capacity) 72.00%; 0.85 coverage 84.60% selective risk 1.18%; 26.1× faster than standard Qwen JSON generation; Jevify 90.0% / 167 ms CUDA graphs disabled; Finding 1: Brier on stated confidence alone is a trap; grpo_rlcr 0.78 / ECE 0.084; reliability 0.007 but resolution 0.000; 27 900 schema-driven decisions; 13 600 / 13 600 questions; candidate mass min 0.99999624; 22 configs · 166,054 rows · 4 calibration-gold; sha a39eba3f; Student B MAE 0.148 / Pearson 0.836 / 86.0%; pngwn/open-jev-laya-bench README 404; sha 9f69c742 likes 2; HDFS 0.9933 (745/750) / retain 0.0084; BGL ERROR/FATAL protection 1.0000; 2,479 / 2,500 HDFS uncertain; cache hit 0.9648 (2412/2500); $0.153936 estimated; E2 recomputes from saved probabilities; Space sha eda59e0a; MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133; 40–48 rows too small to ship T; T never changes argmax; siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode; Split Transformers experiment from llama.cpp runtime; tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab; Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling; second pass must be $0.00 from cache; The pages never call Jev; Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%; restriction state 95.0% against 84.4%; None of the systems are particularly good at knowing when to stop and ask; They skip the question and call a tool directly; 100% schema pass; six-field joint 48.8% vs 72.8%; ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench; ACT / REVIEW / FALLBACK; A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome; confidence is descriptive provider output, not a substitute for probability; Quality denominators include only valid scored answers; an exact halfway tie chooses the lower level; aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills; The local path does not claim to turn a smaller checkpoint into Jev; Low support becomes decision: "review"; MIT-0 SPDX NOASSERTION; current-llm; 结构兼容，不是 Jev 模型能力; altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; Find where Jev belongs. Design the questions. Measure the difference; TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM; TypeLLM/TypeLLM 16★; SemIf 2241★ (+34 vs §111 2207); jevlike 1051★ (+8 vs 1043); AnotiaWang 98★ (+1 vs 97); yibie/awesome-jev 525★ (+19 vs 506); Laya likes 864 (was 822); tracker likes 67 (+3 vs 64); lastModified UNCHANGED `2026-09-20T04:29:16.000Z`; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32/#33; notes.md §113 Apply 0646 (`notes.md` §111): Calibration is not alpha; NO CURRENT ALPHA CANDIDATE; ΔR² approximately +0.00084; Brier 0.2131387; ECE 0.0421875; Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05; default 0.5 keeps zero non pinned; keepResult median 0.14 to 0.17; keepCall median 0.28 to 0.35; usable range is about 0.10 to 0.25; 7.8% to 57.9%; judges results it never sees; task-finish eval not built yet; $0.002 per compaction; slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench; Jev 108/120 $0.083 0.34 s; Luna SGR 114/120; paired Jev accuracy-difference intervals include zero; not evidence of equivalence; GLM SGR 26/120 93 format failures; Terra-planned Jev hybrid 55/120; rule-based by default, optionally Jev-backed; empty README; missing key cannot break the experience; prefill plus exactly one decode; softmax over A/B/C ≠ Noul; BBQ 9,053/10,000 (90.53%); ECE 0.0890; Mean confidence 0.9943; overconfident; score and noul not implemented; DGUI 12 rows (was 6); INSTRUCT 119 rows likes 2; encode the state once, decide everything in parallel; 0.740 accuracy against a 0.508 majority; ECE 0.047; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; Space does not call Jev; recomputes routing from saved probabilities; 200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22; synthetic repository benchmark; Jev evaluations are advisory; YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep; default threshold 0.8 still soft; 40-line windows cannot prove whole function; token-native sequential start/end Choice; Gemini/Haiku stubs not configured yet; handful of hand-written examples, not a benchmark; Jev judged exactly what it was given; laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills; contract_passed is not a claim of guaranteed factual truth; Wilson lower bound 0.85 floor; fixture mode no savings claim; SemIf 2207★ (+21 vs §110 2186); jevlike 1043★ (+5 vs 1038); TypeAR 15★ (+1 vs 14); AnotiaWang 97★ (+1 vs 96); yibie/awesome-jev 506★ (+16 vs 490); Laya likes 822 (was 802); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27/#28.) | Apply 0843 (`notes.md` §114): **Hysteresis is policy** / **Instruct-tuning honesty collapse** / **Equal-width ≠ quantile ECE** / **Calibration does not compose** / **Ranking ≠ calibration** / **Qwen2.5 ≠ Archer** / **Deferred Crispification** / **g0runmezadam IS tunahansahin897**. **Category error** (Jev vs GPT-5.6 bakeoffs)** / **Skill-issue thesis** / **opt for DeBERTa and ModernBERT ones** / **multimodal ZS perception front-end** / **softmax/ZS ≠ Noul**. people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.)| Entropy as allocator (low / medium / high) | Typed low+medium decisions → System One marginals; high-entropy synthesis → frontier decoder. Product rhetoric, not a meter. **Hypothesis** | `references/judgment-class.md` |
 | Formal / semi-formal (proof vs judgment) | Sensor vs constraint vs searchlight; Alloy vs Apalache; DST trio; TOCTOU-of-Noul, AI×FM. Skills→oxlint: AST/precheck compose with remainder judgment without hard-gating a Noul as a proof. PR attention ≠ correctness (anti-soundness-theater). Engine owns truth / Jev owns judgment (Stockfish+Jev chess coach). Capability kernel: type-safe ≠ correct; irreversible behind threshold AND human. Eval integrity: check the instrument, not just the score (`dinostomp jev` tests a question like an if-statement). Effect contracts, not surface tokens (construct-auto-classifier; privilege ≠ verdict). **Jev supplies evidence, code owns authority** (actiongate-jev; a positive score never overrides a deterministic security failure). **Turnstile clone:** deterministic policy + Jev remainder + replay (evidence ≠ authority). **Type-safe ≠ correct as jaggedness receipts** (atlas; schema-valid ≠ picked-right). **TLA+ compose with a Jev-class oracle:** never confidently wrong; escalate is the safety valve (jev-labs; inverse of soundness theater is hard-gating without escalate). **Hourly 1347:** typed-gate band [0.40,0.60] is refusal; pi-jev-gate fail-closed; choice is the verdict; jev-calibration-arena never acts. **Hourly 1441:** typesafe_agent_gates 27/27 / 31/31; EpicEric/safe-sh static remainder; pastepilot Confirm before act; typesafe-scheduler-diagnostics advisory; choxos/jevchess engine owns truth. **Advance/coverage ledger:** Jev answers questions; SEAL answers whether the world may change (coverage.path auto|code|human|escalate; mint ≠ product brain). **Conflict ≠ ignorance:** Noul collapses both; named Choice escape separates (typed-evaluation-collapse; schema-as-interface). **Sentence-as-rule lint:** ast-grep matcher silent × Jev `ask:` loud (mizchi/jev-lint is mizchi/jevlint rename; ≠ huntedman/JevLint). **Whole-repo intent:** VERIFIED/VIOLATION/UNKNOWN; empty search ≠ proof (jev-intent-review). **Decision-as-assert:** meaning Noul vs exact `toContain`; ambiguous band fails both polarities (jevtest; 0.85 still soft; record/replay; hard-gating a matcher as a merge seal is soundness theater). **Authorship named escape:** `human`/`ai_generated`/`uncertain`; not courtroom evidence. **Empty findings as approval, or auto-promoting an agent-written workflow, is the same theater** (stanley-code `notChecked`; Soft Noul ≠ hard safety). **feelings `.feels()`** default 0.5 never rounded; **Essentiel-Jev never authority**; **enzo-mcp UNKNOWN**; **pigeonhole OTHER skip**. **Hourly 1241:** ZHUBoer/ego-jev reserved `__none__`; runWorkflow completed ≠ success; ORIGIN pause-if-no-Jev; jevbrain AUTO_ACT is not a Noul. **SIGNAL §93:** Cache hit ≠ correctness; score never auto-accepts. **SIGNAL §94:** guidance ≠ hook; unofficial ≠ TypeSafe; hosted bootstrap ≠ silent TypeSafe; Nemotron ≠ TypeSafe Jev; not a calibrated replacement; Router/OOD confidence. **Hourly 1541:** jevguard calibrator/cache/escape; jev-ci-selector CI shadow mode; one-dollar-tahoe TypeSafe Jev defense eval (rh-guard owns the gate cousin). **Hourly 1740:** Decision Graph Protocol frame→assess→commit; app retains permissions/effects; Jev-first assessor-neutral; guarded commit / receipt/next frame; assessment batching; hard-gating DGP as safety theater; numerous-com/dgp ≠ TypeSafe official. **Hourly 1843:** thresholds derived from costs not hard-coded; cost-sensitive decision theory × System One probabilities → control flow; hard-gating 0.038 as safety theater; "guaranteeing" calibration is theater; deeper integrity fold is rh-guard. **Hourly 1943:** noul_threshold 0.5 decoder not a proof; no shipped rule has severity error; 0 of 157 false invalidations; questions/plans/directives are not evidence; IncompatibleSchemaError lists every bad property **Hourly 2041:** resume-screening bias audit methodology; Plan/PRD panel → code-owned pass|review|block; cost-aware multi-model routing/escalation; frozen-protocol zero-shot bench; context-window admission control; typed decision control plane; receipt ≠ authorization; live 15-dim typed rubric re-score per pause; adversarial pre-registered Jev eval; confidence does not track ignorance; provider-neutral Elixir/BEAM Noul/Choice/Score SDK **Hourly 2145:** question-linting of Jev questions themselves; nine jaggedness rules, no API key, no labelled data; static lint ≠ measured separation; yodablocks/jevq ≠ tenbin ≠ JevLint ≠ commitjev; open-weights Laya as class exemplar (binding); Nx/Bumblebee runtime; host chooses backend; ChristianAlexander/laya_ex ≠ system_one_sdk ≠ dannote/jev ≠ NandhaKishorM/laya; on-chain/edge Laya deploy; parity_verified stays false; model output never grants Tx; humandebri/IC-Laya ≠ laya_ex; auditable weekend replica; Jev outputs never used for training; unpaired 0.577 vs 0.727; agilabs-ai/jev48 ≠ JevBench ≠ Mapika/decider; adversarial dual-judge / framing attack surface; comparative framing is the usable judgment; prior injection crowds out evidence; copyleftdev/ember ≠ ember.js; Laya specialist fine-tune pipeline; training still GPU-pending; PIXELZX0/XERON ≠ convaiinnovations/laya; Hub Laya replica drop; daliborsb/laya ≠ convaiinnovations/laya ≠ NandhaKishorM/laya; System One student distillation corpus; gold is programmatic; teacher is closed-API clone; MagaBitmex/jev-4b-distill-data ≠ missing student checkpoint; non-LLM VIN System One; planning depth not chat; lewislululu/jevon ≠ douglance/jevon; source-bound evidence checks; local quote mismatch needs no API; exit 0 ≠ claim truth; WaynezProg/jev-kit ≠ jonathanavis96/jev-kit (Airlock) ≠ jev-use ≠ jev-mcp **Hourly 2246:** independent System One evidence catalog; 19 reviewed records; scores not one leaderboard; no external record currently reproduced; TokenTrim no-Jev matched hybrid 62.4%; reachjalil/system-one-bench ≠ mallahyari/system-one-benchmark; 21 tasks · 134 items · 208 questions; scenes from public GitHub contracts, not production logs; SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv/jev-eval ≠ xxkuboxx/jev-eval ≠ onlyoneaman/jev-eval ≠ dayhaysoos/jevals; option isolation (sibling-blind); permutation-equivariant; Hub OWNER not published; nafisazizir/hev ≠ jaredpalmer/kev; frozen local LLM logits, no trained decision head; residual-head 9,222-param decreased 73/96→67/96; confidence = 1−normalized entropy, not P(correct); yuki-oshio/mini-jev ≠ r-ms/mini-jev; Jev classifier as autoregressive next-token predictor; ChatJev-style soundness theater; erik-dunteman/ChatJev ≠ dannote/jev ≠ jev-gpt; calibrated decision head × AlphaProof value head; implementation-layer isomorphism, semantic difference; timeout = censoring; do not launder Noul as proof; parallel rank-prediction vs serial selection; independent questions can conflict; zzzzzec/jevsort ≠ keltokhy/jsort; curated open System One ecosystem catalog; rupeshpoojary9/awesome-open-system-one ≠ AnotiaWang/awesome-jev; arXiv paper radar with Jev relevance scoring; ranking ≠ calibration / 0.5 still soft; fail-open failed evals not marked seen **Hourly 2340:** train calibrated ~27M from scratch; typed Q→prob dist / one forward pass / no LLM decode; hyusi2003/MiniSystemOne ≠ Colvin0315/MiniSystemOne; description-only stub / size 5; ESCI hard probe fails four of six; jev_bool ECE 0.242 inversion 0.255; do not re-fold §60 six-gates as new; jobbyjev one-request-per-company from batch-size result; find/design/evaluate TypeSafe Jev decision loops; karanb192/jev-architect ≠ samtay32/jev-system-architect; Jairik/jev-distiller size 1; distill-Jev UI stub / do not distill Jev as teacher of record; post-launch scored use-case map / Jev self-scores then human curation; licensedsaucer9-web/jev-opportunities; Jev-inize a use case into classifier/router; gavinHuang/jevinize → simple-jev not TypeSafe; featherless-ai/simple-jev; compare saved decisions / same label can still change the branch; VihaanAgarwal/jev-diff ≠ Saik0s/diffusiongemma-jev-macos; not tested with a live Jev API key; constrained logprob + temp/Platt ≠ Noul; OpenJevPro pastes openjev-sglang JevBench as own; zhangcy122/OpenJevPro ≠ IamBusy/OpenJev ≠ ekzhang/openjev-sglang; PolyForm Noncommercial; SmolLM-135M / sub-70ms / 0 output tokens; demo P(True) 0.5052 / Choice conf 0.2872 / Score conf 0.0055; README claims MIT / GitHub license null / no LICENSE file; patelvishwa112/jev-system-one-rlcd ≠ arnabgho/rlcd-lite ≠ blackwood-rlcd; source-backed Awesome Jev radar / 306+ commit-pinned; logicrw/awesome-jev-projects ≠ AnotiaWang/awesome-jev ≠ yibie/awesome-jev ≠ cobanov/awesome-jev ≠ rupeshpoojary9/awesome-open-system-one; auto GitHub sync / Issue-only submissions; hashed n-gram encoder / rival-aware attention; olanotolu/jevbetter vs jevlike starter; synthetic hard menus top-1 0.916 vs 0.873 / ECE 0.0182 vs 0.0367 / 40 vs 4608 menus/sec; shuffled-context control 0.335 | `references/formal-methods.md` (one-screen: `references/formal-semi-formal.md`) Apply 0042 (`notes.md` §105): structured probability readouts; distribution > argmax; Noul 0.5 midpoint; score is expectation not integer; bare HTTP not SDK; Arohtea/jev-readout; Jev-style Choice/Score/Noul from ordinary models; optional DSH plugin; schema-valid ≠ calibrated; gulagala001/jevify ≠ Mintzs/jevify; Laya RLCD benchmark; 40.3% below constant-answer; open-weight measurement; mourad-ghafiri/laya-rlcd-benchmark ≠ yibie/laya-jev-lab; cheap fail-open semantic edge; second signal not sole; FastLoopError catch; SupremeDreamZ/jev-fastloop ≠ jev-ultrafast; asking more questions in one call; 0.980 at every N; nearly not fully deterministic; TheWebDevel/jev-fanout; Qwen3-VL perception + Jev decisions train RL; 0 model calls at deployment; VLM alone 1.7 vs +Jev 4.4; harneet2512/reflexrl ≠ khordoo/jev-reflex-autonomy-lab; independent Jev API vs Laya; cascade 0.60 matches 78% at 1.8×; noul facts not judgements; yibie/laya-jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab; GLiNER vs GLiFormer vs Laya vs Jev; extractors ≠ decision engines; Laya dict-instructions collapse 58.3%; umstek/zero-shot-ie-bench; decisions-per-minute & cost; 204 moves vs 73; throughput not intelligence; angelgalvisc/snake-arena-jev-vs-llms ≠ vtrivedy/jev-plays-games; behavioral contracts; pin expectations eval upgrades; raw 0.94 is not a release; sathariels/jevcheck ≠ dayhaysoos/jevals ≠ SivletLabs/jev-eval; evidence-linked dependency upgrade; Jev never generates filenames; no_direct_evidence ≠ safe to merge; GaneshVG18/upgrade-radar ≠ LYchoon/paper-radar-jev; discography theme/mood/complexity; five atomic questions one call; lirantal/discoprint / Apply 0145: hard budget filter before Jev; Jev never asked to perform budget arithmetic; Jev judges the next state, XState enforces transitions; do not reopen or amend PR #23. / Apply 0243: Benchmark-driven Jev router and judge; cheap alone is not success; Jev does not write, sum prices, or claim accuracy %; Sol 94.2 / Luna 83.9 / Jev path 89.7; 19.2% Sol / 62.3% cost save / 4.5pp miss of 2pp non-inferiority; p50 latency worse than Sol due to routing overhead; erendikmenn/jev-llm-router-benchmark ≠ jev-rag-benchmark ≠ ryantsai/jev-llm-router; Express + node:sqlite; mock and Jev decision engines; previous_ticket_count >= 3 is code; MIN_CONFIDENCE 0.6 still soft; substring false positives; aesaganda/jev-ticket-router ≠ SarathChandraBellam/jev-vs-llm-ticket-router; Universal Figure & Diagram Router; confidence ≥ 0.85 hard-gate is theater; generative AI banned from scientific plots; six visual branches; human-labeled (state, question, label); 166,054 rows / 22 configs; soft_label for human uncertainty; Praveenrajus/jev-bench ≠ fstandhartinger/jevbench; ternary bonsai System One GGUF; Hub does not ship weights; 100/100 easy T/F is not Harbor; label_mass ≠ correctness; stock llama.cpp Q2_0 silently gibberish; NicolaiMTLassen/open-bonzi-jev ≠ NicolaiLassen; transformers.js DeBERTa ONNX; temperature 1.05; AutoModel from_pretrained works; onnx-community/open-jev-deberta-v3-large-ONNX ≠ system-one-qwen3.5-4b-scorer-ONNX; 107★ densify; GH 151M vs README 149.6M; PR #1 now closed unmerged; do not re-fold §71 claim-audit as a beat; typed decisions, RLCD, confidence-gated routing; structured ≠ correct; mock not live API; 26 tests; wjdjdakf17/jev-study ≠ baekenough/jev-study / Apply 0345 (`notes.md` §108): **Open reproduction densifies / measurement densifies PRIMARY** (bonzi-27b-v2 / ternary-8b / 27b-v1 GGUF family densify; WANLI-256 74.6% / 65.2% / 71.1% *theirs*; Bonsai 1 27B Q1_0 runs on stock llama.cpp; ternary still needs PrismML fork; hf:heman10x/openJev-verdict-2.0 twin tokenizer-only; OpenJev Vision image classification + uncertainty; CLEVR-4 held-out joint 0%; hfdataset:IamBusy/OpenJev-Vision-Research-v0.1 12,832; 294,912 derived targets not independent samples; Laya multilingual ONNX WebGPU typed-decisions port; 63/63 selected answers / 5.1e-4 CPU / 1.2e-2 WebGPU; UpHash-Network/mini-jev is yuki-oshio transfer; jev-injection-bench 11,900 labelled prompts; Jev best ranking / Haiku better ECE 0.021 vs 0.058; 0.5–0.9 band is where Jev's numbers do not mean what they say; Prompt wording moves panic 28%; manojlds/jev-dspy-bench ≠ dspachos/jev-dspy ≠ jmanhype/jev-dspy-lab; Jev agreement is similarity, never ground truth; no aggregate quality grade or merge gate; AbstentionBench-on-Jev rank 1 of 20 vs 2025 field; question-asymmetry; forward-looking 0.465 never extreme; openkev calibration layer not a runtime; ECE vs coverage independent; select_threshold returns inf; escalation catches uncertainty not ignorance; misakaikato/openkev ≠ jaredpalmer/kev; pdf-race Docling→Jev vs Gemini; parser owns the wall clock; 12/12 tie is a tie; titles selected not generated; flopcheck 16 calibrated tweet judgments; mechanical tells in code; ZeroX-01/jev-atlas ≠ Zaious/jev-capability-atlas ≠ gorock007/jev-atlas; Laya calibration lab Gradio MCP; T never changes argmax; confidence ≠ top-label p; easy probe set refused; 40–48 rows too small to ship T; do not reopen or amend PR #23 or #24 or #25. Apply 0439 (`notes.md` §109): Gemma-4 26B-A4B jevify classification+calibration; LoRA adapter twin not independent eval; Gemma-4 E4B jevify; E4B LoRA stub card; kushalpatil/jevify-gemma4 ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; GH kushalpatil07/jevify 404; PAWS 0.580/ece 0.288 is the weak cell; smaller E4B slightly better OOD ECE than 26B-A4B; Hub jevify merged LoRA ships weights; bonzi Bonsai-8B v1 GGUF densify; Bonsai-1.7B v1; Bonsai-4B v1; WANLI-256 64.5% / 60.2% / 52.0% *theirs*; rank #4 / #5 / #6 of 6; JulesHuisman/jev-eval scaffolding / README SHA c356a584 (was empty e69de29b); JulesHuisman/jev-eval ≠ SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv ≠ xxkuboxx ≠ onlyoneaman ≠ dayhaysoos/jevals; 7 bands 6/10 vs 40 bands 0/10; source receipts + confidence slider re-policy without re-inference; 32/32 synthetic is smoke not production; classify HF datasets across typed semantic dimensions; roadus2 watch misspelling; lock roadius2/ultra_laya; ultra_laya REVIEW defects; default branch claude/laya-jev-review-gg5ppo; XNLI EN 88.3% ECE 0.032 → RU 77.3% ECE 0.096; Δ −11.0 pp [−14.2,−7.8]; ECE +0.063; MASSIVE no detectable difference at n=600; confidence is function of p_max (r=1.000); pointer-not-generator 400 human-authored responses; proposed ≠ authorized; FewRel 160: Jev 85.0% vs lexical 13.125%; gated 100% (95/95) coverage 59.375%; J++ composable semantic computation language; judge-jev 0.5 still soft; 947 repos scored; A 273 / B 302 / C 372; LLM rubric ≠ benches; No benchmark winner is claimed; phishing: naive 62.6% vs regex 91.8%; 5-atomic + LR 95.0% *theirs*; AITuber tension ±15; README npm global; repo is Rust; git-confess code owns counting/blame/ratio; httpx exhibit 11% (13/119) *theirs*; 90d trend +12.40% vs random +12.75% vs BH +41.71%; 5m win rate 25%; Awesomejev 656 entries / 38,160 stars; tracker likes 64 (+4) lastModified UNCHANGED; Laya present; Blackwood ABSENT; Archer still promised_not_landed; do not reopen or amend PR #23/#24/#25/#26. Apply 0541 (`notes.md` §110): Blackwood tracker ABSENT; likes 2 gated manual; r = c - p_a; ECE 0.021; acc 0.807 vs warmup 0.746; calibration beyond ~500 tokens unmeasured; Independent primitive; 11.57s vs 54.10s · 4.67× · 120/128 *theirs*; default path is pretrained Gemma probs not trained RLCD head; GH Meanblock 404; lock leesk212/JEV-CPU; softmax over letter slots ≠ Noul; WANLI 0.741 vs openjev v2 0.77 *theirs*; 3-way NLI ≠ Noul; priority 0.464 = majority floor; banking77 contaminated; raw margins not probabilities; GH jev-haiku-benchmarking 404; do not distill Jev as teacher of record (they distilled Haiku); “0.9 is not one number”; ranking ≠ calibration; banking77 0.8–0.9 stated 0.86 actual 0.73 over-confident *theirs*; ≠ Praveenrajus/jev-bench ≠ fstandhartinger/jevbench; $0.0000153–$0.0000226 vs circulating $0.0004 (~20×); Score is 0..n-1 expectation not 0–1; Noul has no confidence field; TCP floor 198.8 ms; type reliability is not a reason to choose Jev (json_schema 5/5); gateway tax not one number; Function-only 5/8 vs hybrid 8/8; 4/8 without Jev; 8 designed cases not conversion lift; ≠ RadRebelSam/awesome-jev; 200-row pilot Jev 86.5% 173/200 vs Gemini Flash-Lite 86.0% 172/200 vs Pro 87.0% 174/200 *theirs*; not a ranking; NLI Tetris argmax P(entail)−P(contradict); 情緒測謊器; 1q 396ms / 30q 567ms; ±0.03; 33q $0.000045 vs Gemini ~5× slower ~60× cost *theirs*; ≠ realZachi/jevtest; 8-example Jev vs GPT-5.6 Sol ~64× cost 5.4× latency *theirs*; synthetic; no inference; ≠ JevBench v1.2 §78; Judged 3317 / listed 2560; Jev judges, code applies policy; catalog ≠ endorsement; APA “microsecond policy / zero hallucination” overclaim; Client-side quiz; pointer from held docs; scanned-PDF warn; CSP only api.typesafe.ai; Jev judges / agent reasons / user decides; selecting an option is not permission to implement; degraded fallback; pattern exact, judgement must clear floor; no matching pattern → no model call; not a correctness oracle; $0.00022 vs chat $0.00306 *theirs*; Spec vs artifact remainder; treating 0.85 as 85% / minProbability hard-gate as Harbor; VERIFY acquires discriminating evidence, never same-pool confidence-only rescoring; fast/full/max are ceilings not sizes; Solar writes, Jev chooses NEXT ACTION; SemIf 2186★ (+20 vs §109 2166); jevlike 1038★ (+7 vs 1031); TypeAR 14★ flat; AnotiaWang 96★ (+1 vs 95); yibie/awesome-jev 490★; Laya likes 802 (was 783); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27. Apply 0743 (`notes.md` §113): Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0; TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440; Verdict-open-jev 48.07% vs Jev 90.80%; abstention combined recall 10.00%; p50 35.58 ms; K=25 (maximum capacity) 72.00%; 0.85 coverage 84.60% selective risk 1.18%; 26.1× faster than standard Qwen JSON generation; Jevify 90.0% / 167 ms CUDA graphs disabled; Finding 1: Brier on stated confidence alone is a trap; grpo_rlcr 0.78 / ECE 0.084; reliability 0.007 but resolution 0.000; 27 900 schema-driven decisions; 13 600 / 13 600 questions; candidate mass min 0.99999624; 22 configs · 166,054 rows · 4 calibration-gold; sha a39eba3f; Student B MAE 0.148 / Pearson 0.836 / 86.0%; pngwn/open-jev-laya-bench README 404; sha 9f69c742 likes 2; HDFS 0.9933 (745/750) / retain 0.0084; BGL ERROR/FATAL protection 1.0000; 2,479 / 2,500 HDFS uncertain; cache hit 0.9648 (2412/2500); $0.153936 estimated; E2 recomputes from saved probabilities; Space sha eda59e0a; MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133; 40–48 rows too small to ship T; T never changes argmax; siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode; Split Transformers experiment from llama.cpp runtime; tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab; Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling; second pass must be $0.00 from cache; The pages never call Jev; Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%; restriction state 95.0% against 84.4%; None of the systems are particularly good at knowing when to stop and ask; They skip the question and call a tool directly; 100% schema pass; six-field joint 48.8% vs 72.8%; ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench; ACT / REVIEW / FALLBACK; A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome; confidence is descriptive provider output, not a substitute for probability; Quality denominators include only valid scored answers; an exact halfway tie chooses the lower level; aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills; The local path does not claim to turn a smaller checkpoint into Jev; Low support becomes decision: "review"; MIT-0 SPDX NOASSERTION; current-llm; 结构兼容，不是 Jev 模型能力; altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; Find where Jev belongs. Design the questions. Measure the difference; TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM; TypeLLM/TypeLLM 16★; SemIf 2241★ (+34 vs §111 2207); jevlike 1051★ (+8 vs 1043); AnotiaWang 98★ (+1 vs 97); yibie/awesome-jev 525★ (+19 vs 506); Laya likes 864 (was 822); tracker likes 67 (+3 vs 64); lastModified UNCHANGED `2026-09-20T04:29:16.000Z`; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32/#33; notes.md §113 Apply 0646 (`notes.md` §111): Calibration is not alpha; NO CURRENT ALPHA CANDIDATE; ΔR² approximately +0.00084; Brier 0.2131387; ECE 0.0421875; Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05; default 0.5 keeps zero non pinned; keepResult median 0.14 to 0.17; keepCall median 0.28 to 0.35; usable range is about 0.10 to 0.25; 7.8% to 57.9%; judges results it never sees; task-finish eval not built yet; $0.002 per compaction; slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench; Jev 108/120 $0.083 0.34 s; Luna SGR 114/120; paired Jev accuracy-difference intervals include zero; not evidence of equivalence; GLM SGR 26/120 93 format failures; Terra-planned Jev hybrid 55/120; rule-based by default, optionally Jev-backed; empty README; missing key cannot break the experience; prefill plus exactly one decode; softmax over A/B/C ≠ Noul; BBQ 9,053/10,000 (90.53%); ECE 0.0890; Mean confidence 0.9943; overconfident; score and noul not implemented; DGUI 12 rows (was 6); INSTRUCT 119 rows likes 2; encode the state once, decide everything in parallel; 0.740 accuracy against a 0.508 majority; ECE 0.047; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; Space does not call Jev; recomputes routing from saved probabilities; 200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22; synthetic repository benchmark; Jev evaluations are advisory; YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep; default threshold 0.8 still soft; 40-line windows cannot prove whole function; token-native sequential start/end Choice; Gemini/Haiku stubs not configured yet; handful of hand-written examples, not a benchmark; Jev judged exactly what it was given; laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills; contract_passed is not a claim of guaranteed factual truth; Wilson lower bound 0.85 floor; fixture mode no savings claim; SemIf 2207★ (+21 vs §110 2186); jevlike 1043★ (+5 vs 1038); TypeAR 15★ (+1 vs 14); AnotiaWang 97★ (+1 vs 96); yibie/awesome-jev 506★ (+16 vs 490); Laya likes 822 (was 802); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27/#28.) |
 | Mixed architecture (judgment model + LLM) | Provider judges, LLM writes, code owns control; not a stack replacement. Advisory sidecar never changes host routing. Dual-process: S1 decides, S2 generates (routing accuracy unmeasured); **Harbor-shaped cousin:** decide→policy→LLM leftover (shared Answer schema; jev vs gen-json vs gen-logprob; Noul 0.5 never rounded). **Closed-vote CU:** no planner LLM; code builds options, Jev only picks (JevOnly). **Host-owned product:** app retains handlers/permissions; Jev over live typed actions (waymode). S1 specialists + S2 coordinator is the same split (description-only greenfield). Internals ≠ FSM; placement is a **component node**. Browser-use strength = DOM-as-text + speculative fan-out, not vision. Fail polarity is per act: skip-wake fail-open vs merge-gate BLOCK fail-closed; OMP/pi acceptance+route **fail-open** (contrast pi-jev-approver fail-closed). OMP prompt suppression: operator owns the bar; not a sandbox (omp-greenlight). Skill-broker outline: Jev never grants access. Hybrid local decide + remote fill; `DONE` ≠ verified success. Specialist computer-use: plan ≠ execute, dry-run default (Cua-S1; not TypeSafe Jev). Judgment as a language primitive (Ruby `almost_certain?`/`pick`/`rate`). Decision-native RAG: retrieve wide → decide → evidence set → LLM. Classify-first MCP (topology A): content to the judge without entering main agent context first. Generative UI: model decides, compiler emits. Draft-gate silence ≠ safer (heartbeat). Living class-pattern atlas (not a 342-title dump). Stagehand experimental Jev: pick-and-copy extract + act tree + observe/cache-check; LLM fallback; draft stack. Public judgment wall (six parallel questions; policy-in-code; cost-to-1M). PR attention ≠ correctness. Session-sticky first-prompt route (fail-closed fallback). Capability kernel (LLM ring 3 / Interlock ring 0; secrets never in agent; Jev SENSOR; policy.py BLOCK/ASK/ALLOW; type-safe ≠ correct). Typed control plane around DSPy (drafts AFTER route+action). Engine owns truth / Jev owns judgment. Human-confirmed kill (mapped explanations; identity re-check). Wire-compat encoder backend (GLiFormer `/v1/systemone` drop-in; cheaper, less accurate on reasoning-heavy). Loopback gateway routes hosted + local (not a model). **Constrained optimizer + S1 features** (slo-router: Jev never the sole hot-path gate; fail-open local features). **Effect-based shell gate** (construct: privilege ≠ verdict; fail-closed). **Attention filter / VOI** (jev-lens: never blocks the agent; never green unless sure). **Jev supplies evidence, code owns authority** (actiongate-jev). **Measurement owns endorsement** (jev-packs evidence-gated). **Ranking ≠ calibration** (does-jev-confidence; never hard-threshold raw p). **Hot-click CU** (ego-jev: indexed table → operation+target; text model only for type). **Jev judges relevance, code decides structure** (jev-compactor; never rewrite; regex floor). **Local rules first / never auto-train on own hides** (x-reply-filter). **Control-plane combinators** (Then/Gate/Vote/Cascade/Weighted; not chat turns). **Skill VOI / abstention** (skillranker; hook fail-open). **Receipts not leaderboard** (atlas + frontier-100 + OOD). **Turnstile** evidence≠authority + replay. **MLX one-pass replica economics** (jevmlx; softmax ≠ Noul). **TLA+ consensus kernel** (jev-labs; never confidently wrong; escalate). **SEAL advance/coverage** (no seal, no advance; exception queue visible). **Sureness bands** (how-sure-is-jev; max_prob is generous). **JevBench v1.1** (calibration reported, not scored). **CI typed gate** (ci-gatekeeper before expensive review). **Codex MCP adapter** (jev-in-codex; ranking unbenchmarked; lexical fallback). **Stop-hook attention redirect** (jev-preflight; eight axes; assist=one reinspect; fail-open; not a merge blocker). **Pre-send view selection** (dizk/jev-lens; 79% fewer tokens *theirs*; compress-before-first-send; distinct from rashedInt32/jev-lens). **Observational memory** (pi-om; keep/kind verbatim; model-free compact). **tools≠use** (carryforward 0/4 recall; SessionStart > hoping). **Physical-world S1** (HA-Jev; sensors from typed answers; not for locks/heaters). **Judgment outside the store** (jevql CLI; DB never sees `jev()`). **Landed-script / headless≠auto-approve** (construct); **digital-design combinators** (jev-combinators rename + Router/Loop/Retry/Fallback/Memory; metaphor ≠ literal AND/OR); **VOI cache admission** (jevcache same-intent; 0 FP/100 *theirs*; fail-open); **worth-your-attention VOI** (ThinkyMiner/Winnow 80%/90%; ≠ kevinpita/winnow); **Jev WHETHER / Python HOW / LLM WHAT** (hermes-jev-router; license null); **typed escalate/continue/abort baton** (jev-handoff; inverted loop; gate never grants; fail-open); **Playwright executes, Jev chooses** (browser-jev; sample-from-distribution); **OpenJev `/v1/decide` ≠ drop-in** + **SemIf runoff wire**; **conflict ≠ ignorance** (named Choice escape); **decision-as-memory flywheel** (DGUI_HYPERMEM-JEV 6-row schema); **record/replay CI** (jevassert landed; accuracy+ECE+cost gates offline); **failure-finding arena** (chenmingtang830/jevarena ≠ meetr1912/jev-arena); **BBQ** 97.28%/0.04/0.34/$0.3429 *theirs*; **decider≠executor** (jeffrey: Jev next-tool, LLM fills args); **sentence-as-rule** (mizchi/jev-lint is jevlint rename); **VOI hunk prune** (prune-review ~20% target; 1.18% with outlier); **persist constraints across compaction** (pi-heed); **Harbor SGR-judge contract** (jev-judge-bench; canaries ≠ quality; ≠ jevarena/jevbench); **hand no-text steps** (jev-use; Vercel drops confidence; margin 0.4; fail-open gate; ≠ jev-ultrafast); **Pi System-One control plane** (pi-jev-control; GUI never force-click; compaction never writes session); **never free-generates** (jev-gpt tree of Choices; 400 calls / 75 s / 2¢ *theirs*); **OpenRouter recipe atlas** (jev-cookbook; 16–36 item samples not benches; 425 calls / $0.015); **personal-history feed** (jevfeed; no social graph; one request per batch of ten); **competing NAR claim-audit** (openJev-verdict-2.0; dual-channel ECE; PR #1; ≠ IamBusy/OpenJev); **empty compaction-proxy skip** (IPECTER context-pruner **and** jev-runway LICENSE-only); **1-token logprob endpoint ≠ Noul** (chakuho; coverage ≠ correctness); **open replica engine** (jevinf argmax-parity); **unofficial Elixir SDK ≠ OTP peer** (typesafe-elixir-sdk ≠ dannote/jev); **jevex n=16 files-to-read VOI** (rename of jev-semantic-explorer); **commit pre-review attention≠verdict** (commitjev; middle band never rounded); **Hermes plugin is Agnes not TypeSafe** (hermes-plugin-jev); **pi-jev-compact ≠ pi-jev-compaction** (verbatim summarizer replacement); **decision-native inbox** (mailordinal; humans own ambiguity); **unofficial jev-cli not ready** (≠ jevql); **laya-multilingual** English checkpoint confident-wrong OOD; **schema-scorer peaked ranking ≠ calibration**; **productized System One HTTP** (classifier.dev; label+p; batch ~1000; Jev primary / LLM fallback); **escalate-under-threshold** (smart single-label <0.7; multi-label ignores); **silent FALLBACK** (granite 0.546 vs advertised 0.800; rh-guard owns the gate); **systematic-review pointer (choxos/jev-reviewer ≠ egma-ai)** two-pass Choice+Noul; *Not found* is an answer; human check is the product; **githubnext/localjev** prompted JSON ≠ structured-read logits (wire-compat ≠ logit-equiv; **≠** kunchenguid/local-jev; GitHub Next **261★**; 1,200-req caveats *theirs*); **NandhaKishorM/laya packaging** Router script-before-p; post-T ECE ≠ raw ECE; 0.85 still soft; Banking77 token-budget; **≠** TypeSafe drop-in; **external census ≠ scored bake-off** (@airesearch12; GLiNER2+routers class-boundary; incomplete vs Laya/localjev/kev; Harbor honesty watch); **JevBench v1.2 geometric-mean product** (I/C/S/K 25% each; cal ON rank; Luna I=96.8 rank #7; ×2/est. Harbor honesty; option-order 72→21; Laya absent gap; Qwen3.8 27B ≠ Archer); **hourly 0842 apply-the-five** (already §73–§78; do not re-card); **skip thin noise**; **hard-gate a Noul as a PR/quality gate is soundness theater** (totally-tim/jev-gate / claude-jev-warden; ≠ jev-gateway / MongLong0214/jev-gate / jev-gate-student-b); **S1 keeps flying / S2 one-use** (khordoo delta: escalate without stall; purple = consumed; Local controller ≠ githubnext/localjev; seed = geometry; 20% still soft; no pixels; S2 never grants). **OCR+AX desktop CU:** typesafe-computer-use (hosted Jev; never screenshot-to-frontier for the decision; overlapping options = doubt; writer/decider; 155× *theirs* one screenshot; 0.4/0.5 still soft; **≠** jev-ultrafast **≠** cua-s1 **≠** camoufox). **ASR voice-browser CU:** jev-voice-browser (partial-speech VOI; pointer spans; spoken confirm ≠ auth; 27/27 *theirs* fixtures; **≠** jev-voice-control **≠** nikolas-j **≠** OCR desktop). **Wrap-as-execution ALLOW/ASK/DENY:** wrap *is* the tool function; rules first; ASK throws; fail-closed (AgentGhost; **≠** actiongate **≠** jev-use fail-open; rh-guard owns the gate cousin). **JP genre atlas:** apps by hole; stars research-time; not verified evals (@studio_yebisu; **≠** class census §77 **≠** v1.2). **External pedagogy:** Akshay “Jev Clearly Explained”; LLM hammer; schema-safe ≠ correct; 200×/400× TypeSafe ceiling; shadow + questions-as-code; **≠** official docs **≠** Flavio **≠** AgentGhost. **Meaning-grep dedicated:** proposition≠embedding; boolean composition of thresholded Nouls; Semgrep.dev collision; not a gate (jev-semgrep §86). **Hourly 1047 + deferred 0945:** decision-validated UI (gram-render never authors text; jev2ui Jev decides / Gemini writes); decision-as-assert (jevtest ambiguous band 0.15–0.85 fails both; 0.85 still soft); hybrid S1 (anima3 closed verb menu + hard safety first; jeff confidently flat on magnitude; Qwen logprob default — do not invent Laya as a backend); pointer search (JevFind path then window); Harbor bake-offs three shapes (frontier-bench ≠ frontier-100; GLiClass product bakeoff not architecture duel; four engines / majority floor / calibration ≠ discrimination); authorship named escape (not evidence); non-SWE (ha-switchboard HA remains execution ≠ HA-Jev; n8n Low Confidence abstention); compaction delta (fast-jev-compaction-pi ≠ pi-jev-compact ≠ pi-jev-compaction); full-distribution optimizer (jevloop UCB1+CEM; no LLM in the loop; mock default); deferred class (laya-vision SmolVLM `score` untrained ≠ blackwood ≠ Archer; Cerebellum-2B `/v1/decide` ≠ TypeSafe — wire-compat vs agent-routing as separate Harbor axes, competing NAR not endorsement; laya-grounded not drop-in / phishing 0.611→0.512 / Platt not temperature). Hard-gating a Noul as test/PR/HA write/authorship seal is soundness theater. **Queued SIGNALs:** Collapse GestaltLabs/Jeff-1 into logan-markewich/jeff; Quote Jeff-1 ECE as “better than Jev”; Treat empty stanley findings as approval; Treat findme beam score as file-identity; Price workers, not the conversation. Soft Noul ≠ hard safety. **Hourly 1144:** Treat `.feels()` 0.5 as a bool if; Collapse apa-agent-harness into AntonioCoppe/jev-harness; Quote apa "mathematically fulfilled" / npm @aipersona; Treat grok-bot-jev A/B as token savings; Let Essentiel Jev send / skip human approve; Collapse enzo-mcp into jev-sift / skip UNKNOWN; Treat pigeonhole OTHER as a move / 0.6 as Harbor τ; Treat the HF playground as live Jev / collapse into classifier.dev; Quote jev-reliability as accuracy; Collapse clduab11/jev-test into realZachi/jevtest / paste bars as results; Paste "Jev wins" from jev-rag-benchmark; Collapse dairui1/jev-lab into BrendanH18/jev-lab / re-card jev-desktop; Treat jevmail as mailordinal / mailjay as read-only. **Hourly 1241:** Collapse ZHUBoer/ego-jev into jiangkoumo / treat `completed` as success; Treat jsort logits as frequencies / Choice as the scale; Paste groundedness Macro-F1 as “Jev wins quality”; Quote jev_playground 83% / promote from authored bars; Copy `jev-latest` on Zen; Treat techstack ranks as a generated stack; Collapse s1_ruby into hunch/feelings; Treat judgement as jevql / confidence as winner p; Treat the Rust community SDK as official / a new species; Collapse tpellet/hunch into carldaws/hunch / skip exit 3; Quote file-search 15 matches as recall; Treat linkmap referee as gold / let Jev see S2 prose; Treat jev-mail as jevmail / tidy OTHER as a move; Close pinned/audio/current tabs / skip Show; Let ORIGIN LLM decide / continue without Jev; Gate crawlers on raw `bug_likely`; Sell jevbrain AUTO_ACT as a Noul. **Hourly 1347:** hermes-switchyard ≠ hermes-jev-router ≠ hermes-plugin-jev; cyrusasco/typesafe-mcp noul deadband 0.35–0.65; smartdio/jev-browser-agent ≠ ZHUBoer/ego-jev; Dakai/omp-jev-web DONE ≠ proof; typed-gate band [0.40,0.60] is refusal; pi-jev-gate fail-closed; choice is the verdict; Jev-Calibration Platt ECE 0.117→0.052. **Hourly 1441:** Jev-Reranker live Jev not yet measured; sessionwise opt-in relevance; jev-search pointer sieve; savka777/jev-search ≠ kazuhideoki/jev-search ≠ superagents-lab/jev-search; 400ms Salesforce WebMCP; droidjev screenshot-free; Tewoto1 jevcu planner still writes; ha-conversation-jev Jev→Grok; dsh-jev can only gate; jev-classification-benchmark specified not run; jev-luna-pagerduty p≥0.50; jev-drive sim not AV; story-arc Jev never authors; jev-hs-assistant HS6; golergka/jev-plays-starcraft-2 UI-verified ≠ API Victory; awesome-jev-use-cases catalog. **SIGNAL §93:** fingerprint after redact; recall vs decide; publish fingerprints+answers; CI replay as Harbor cousin; Cache hit ≠ correctness; hyperspaceai/jevcache ≠ kushals256/jevcache; human labels only; score never auto-accepts; production capture flywheel; sutro-sh/jev-align ≠ caiovicentino/jev-align. **SIGNAL §94:** guidance ≠ hook; catalysts ≠ summaries; compile-time System One; unofficial ≠ TypeSafe; format_version modernbert-jev/1; Argos1111/jev_local ≠ us/jev-local ≠ kunchenguid/local-jev; LFM default ≠ ModernBERT backend; Nemotron ≠ TypeSafe Jev; not a calibrated replacement; djev-dev complements djev-spark; images as Choice options; Laya essay numbers *theirs*; Router/OOD confidence; hosted bootstrap ≠ silent TypeSafe. **Hourly 1541:** difficulty + policy thresholds + JSONL trace; jev-codex-pilot model + reasoning depth; keep/shadow/hybrid/reject; quarry evidence projection; Frank-ZY-Dou/awesome-jev robotics/3D/control; one-dollar-tahoe TypeSafe Jev defense eval; jevguard calibrator/cache/escape; jev-ci-selector CI shadow mode; llama-jev llama.cpp replica; petercr/jev-orchestrator ≠ FleeexCorp/jev-orchestrator; seb4ez/jevguard ≠ AseemPrasad/JevGuard ≠ pablozr/JevGuard; webNeat/llama-jev ≠ WiktorB2004/llama-index-jev. **Hourly 1639:** OpenCode jev-pruner context sieve; observe→score-candidates→prune; jev-zen / jev-1.13-free; zen-chat ≠ Noul; fail-open original; keepScore >0.1 floor; host port of tamaratran/jev-pruner; indiejoseph/opencode-jev-pruner ≠ nrdz-labs/fast-jev-opencode; jev-webagent-bench empty stub; Kiln-AI/jev_jsonschema noul_threshold 0.5; NSStudent/JevSwiftSDK unofficial. **SIGNAL §97:** GLiNER2 native Apple path; unofficial Swift/Core ML GLiNER 2.5-small; entity spans + confidence; not Choice/Score/Noul; not TypeSafe; label descriptions as schema; on-device ANE economics; honesty locks; shershah1024/gliner-native-runtime ≠ Fastino; ≠ gliner25-compaction ≠ gliner2-ultrafast ≠ Eran-BA/Jev_from_GLiNER2 ≠ NSStudent/JevSwiftSDK ≠ jevmlx; default threshold 0.1 still soft. **Hourly 1740:** Decision Graph Protocol frame→assess→commit; app retains permissions/effects; Jev-first assessor-neutral; guarded commit / receipt/next frame; assessment batching; hard-gating DGP as safety theater; numerous-com/dgp ≠ TypeSafe official; jegrep calibrated path+range Nouls; no embeddings/index/daemon; ~$0.01–0.03 typical; agent --json; can1357/jegrep ≠ Bentlybro/jevgrep ≠ uehaj/jev-semgrep; Archer-arch fidelity; kev family OOD 0.76–0.77 vs Jev 0.86; block-causal isolation; pointer/readout CE-trained; /v1/systemone drop-in; replica honesty. **Hourly 1843:** judgment vs generation; deterministic execution after probabilistic judgment; exactly one app-owned callback; explicit uncertain branch; YES / NO / UNSURE from cost_false_yes / cost_false_no / cost_human; auto-batching same-object questions; Kungie/gut ≠ tpellet/hunch ≠ carldaws/hunch; Illusion47586/judge ≠ lexingtonhibiki/judgekit ≠ Ascurse/typed-judge-kit. **Hourly 1943:** Jev IS the if-statement; judgments/probabilities drive branches; text model only writes prose; interpreter owns variables/loops/budgets/replay; otherwise maybe / confidence gate; chaos samples after the gate; Jev-first Pi agent loop; slow-LLM fallback **Hourly 2041:** resume-screening bias audit methodology; Plan/PRD panel → code-owned pass|review|block; cost-aware multi-model routing/escalation; frozen-protocol zero-shot bench; context-window admission control; typed decision control plane; receipt ≠ authorization; live 15-dim typed rubric re-score per pause; adversarial pre-registered Jev eval; confidence does not track ignorance; provider-neutral Elixir/BEAM Noul/Choice/Score SDK **Hourly 2145:** question-linting of Jev questions themselves; nine jaggedness rules, no API key, no labelled data; static lint ≠ measured separation; yodablocks/jevq ≠ tenbin ≠ JevLint ≠ commitjev; open-weights Laya as class exemplar (binding); Nx/Bumblebee runtime; host chooses backend; ChristianAlexander/laya_ex ≠ system_one_sdk ≠ dannote/jev ≠ NandhaKishorM/laya; on-chain/edge Laya deploy; parity_verified stays false; model output never grants Tx; humandebri/IC-Laya ≠ laya_ex; auditable weekend replica; Jev outputs never used for training; unpaired 0.577 vs 0.727; agilabs-ai/jev48 ≠ JevBench ≠ Mapika/decider; adversarial dual-judge / framing attack surface; comparative framing is the usable judgment; prior injection crowds out evidence; copyleftdev/ember ≠ ember.js; Laya specialist fine-tune pipeline; training still GPU-pending; PIXELZX0/XERON ≠ convaiinnovations/laya; Hub Laya replica drop; daliborsb/laya ≠ convaiinnovations/laya ≠ NandhaKishorM/laya; System One student distillation corpus; gold is programmatic; teacher is closed-API clone; MagaBitmex/jev-4b-distill-data ≠ missing student checkpoint; non-LLM VIN System One; planning depth not chat; lewislululu/jevon ≠ douglance/jevon; source-bound evidence checks; local quote mismatch needs no API; exit 0 ≠ claim truth; WaynezProg/jev-kit ≠ jonathanavis96/jev-kit (Airlock) ≠ jev-use ≠ jev-mcp **Hourly 2246:** independent System One evidence catalog; 19 reviewed records; scores not one leaderboard; no external record currently reproduced; TokenTrim no-Jev matched hybrid 62.4%; reachjalil/system-one-bench ≠ mallahyari/system-one-benchmark; 21 tasks · 134 items · 208 questions; scenes from public GitHub contracts, not production logs; SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv/jev-eval ≠ xxkuboxx/jev-eval ≠ onlyoneaman/jev-eval ≠ dayhaysoos/jevals; option isolation (sibling-blind); permutation-equivariant; Hub OWNER not published; nafisazizir/hev ≠ jaredpalmer/kev; frozen local LLM logits, no trained decision head; residual-head 9,222-param decreased 73/96→67/96; confidence = 1−normalized entropy, not P(correct); yuki-oshio/mini-jev ≠ r-ms/mini-jev; Jev classifier as autoregressive next-token predictor; ChatJev-style soundness theater; erik-dunteman/ChatJev ≠ dannote/jev ≠ jev-gpt; calibrated decision head × AlphaProof value head; implementation-layer isomorphism, semantic difference; timeout = censoring; do not launder Noul as proof; parallel rank-prediction vs serial selection; independent questions can conflict; zzzzzec/jevsort ≠ keltokhy/jsort; curated open System One ecosystem catalog; rupeshpoojary9/awesome-open-system-one ≠ AnotiaWang/awesome-jev; arXiv paper radar with Jev relevance scoring; ranking ≠ calibration / 0.5 still soft; fail-open failed evals not marked seen **Hourly 2340:** train calibrated ~27M from scratch; typed Q→prob dist / one forward pass / no LLM decode; hyusi2003/MiniSystemOne ≠ Colvin0315/MiniSystemOne; description-only stub / size 5; ESCI hard probe fails four of six; jev_bool ECE 0.242 inversion 0.255; do not re-fold §60 six-gates as new; jobbyjev one-request-per-company from batch-size result; find/design/evaluate TypeSafe Jev decision loops; karanb192/jev-architect ≠ samtay32/jev-system-architect; Jairik/jev-distiller size 1; distill-Jev UI stub / do not distill Jev as teacher of record; post-launch scored use-case map / Jev self-scores then human curation; licensedsaucer9-web/jev-opportunities; Jev-inize a use case into classifier/router; gavinHuang/jevinize → simple-jev not TypeSafe; featherless-ai/simple-jev; compare saved decisions / same label can still change the branch; VihaanAgarwal/jev-diff ≠ Saik0s/diffusiongemma-jev-macos; not tested with a live Jev API key; constrained logprob + temp/Platt ≠ Noul; OpenJevPro pastes openjev-sglang JevBench as own; zhangcy122/OpenJevPro ≠ IamBusy/OpenJev ≠ ekzhang/openjev-sglang; PolyForm Noncommercial; SmolLM-135M / sub-70ms / 0 output tokens; demo P(True) 0.5052 / Choice conf 0.2872 / Score conf 0.0055; README claims MIT / GitHub license null / no LICENSE file; patelvishwa112/jev-system-one-rlcd ≠ arnabgho/rlcd-lite ≠ blackwood-rlcd; source-backed Awesome Jev radar / 306+ commit-pinned; logicrw/awesome-jev-projects ≠ AnotiaWang/awesome-jev ≠ yibie/awesome-jev ≠ cobanov/awesome-jev ≠ rupeshpoojary9/awesome-open-system-one; auto GitHub sync / Issue-only submissions; hashed n-gram encoder / rival-aware attention; olanotolu/jevbetter vs jevlike starter; synthetic hard menus top-1 0.916 vs 0.873 / ECE 0.0182 vs 0.0367 / 40 vs 4608 menus/sec; shuffled-context control 0.335 | `references/mixed-architecture.md` Apply 0042 (`notes.md` §105): structured probability readouts; distribution > argmax; Noul 0.5 midpoint; score is expectation not integer; bare HTTP not SDK; Arohtea/jev-readout; Jev-style Choice/Score/Noul from ordinary models; optional DSH plugin; schema-valid ≠ calibrated; gulagala001/jevify ≠ Mintzs/jevify; Laya RLCD benchmark; 40.3% below constant-answer; open-weight measurement; mourad-ghafiri/laya-rlcd-benchmark ≠ yibie/laya-jev-lab; cheap fail-open semantic edge; second signal not sole; FastLoopError catch; SupremeDreamZ/jev-fastloop ≠ jev-ultrafast; asking more questions in one call; 0.980 at every N; nearly not fully deterministic; TheWebDevel/jev-fanout; Qwen3-VL perception + Jev decisions train RL; 0 model calls at deployment; VLM alone 1.7 vs +Jev 4.4; harneet2512/reflexrl ≠ khordoo/jev-reflex-autonomy-lab; independent Jev API vs Laya; cascade 0.60 matches 78% at 1.8×; noul facts not judgements; yibie/laya-jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab; GLiNER vs GLiFormer vs Laya vs Jev; extractors ≠ decision engines; Laya dict-instructions collapse 58.3%; umstek/zero-shot-ie-bench; decisions-per-minute & cost; 204 moves vs 73; throughput not intelligence; angelgalvisc/snake-arena-jev-vs-llms ≠ vtrivedy/jev-plays-games; behavioral contracts; pin expectations eval upgrades; raw 0.94 is not a release; sathariels/jevcheck ≠ dayhaysoos/jevals ≠ SivletLabs/jev-eval; evidence-linked dependency upgrade; Jev never generates filenames; no_direct_evidence ≠ safe to merge; GaneshVG18/upgrade-radar ≠ LYchoon/paper-radar-jev; discography theme/mood/complexity; five atomic questions one call; lirantal/discoprint / Apply 0145 (`notes.md` §106): Turn any open LLM into System-One Jev; description-only stub / size 0; Exu is a toolkit, not a method; typed Q → probability dists; JSON parse of generated text ≠ Noul; classifier.dev fast tier 84.8 is Jev behind its own API; hard budget filter before Jev; Jev judges the next state, XState enforces transitions; catalog gravity; ★339 live REST; query-side encoders, not a Jev replica; transformers.js AutoModel cannot load this graph; This Space contains no benchmark result yet; do not reopen or amend PR #23. / Apply 0243: Benchmark-driven Jev router and judge; cheap alone is not success; Jev does not write, sum prices, or claim accuracy %; Sol 94.2 / Luna 83.9 / Jev path 89.7; 19.2% Sol / 62.3% cost save / 4.5pp miss of 2pp non-inferiority; p50 latency worse than Sol due to routing overhead; erendikmenn/jev-llm-router-benchmark ≠ jev-rag-benchmark ≠ ryantsai/jev-llm-router; Express + node:sqlite; mock and Jev decision engines; previous_ticket_count >= 3 is code; MIN_CONFIDENCE 0.6 still soft; substring false positives; aesaganda/jev-ticket-router ≠ SarathChandraBellam/jev-vs-llm-ticket-router; Universal Figure & Diagram Router; confidence ≥ 0.85 hard-gate is theater; generative AI banned from scientific plots; six visual branches; human-labeled (state, question, label); 166,054 rows / 22 configs; soft_label for human uncertainty; Praveenrajus/jev-bench ≠ fstandhartinger/jevbench; ternary bonsai System One GGUF; Hub does not ship weights; 100/100 easy T/F is not Harbor; label_mass ≠ correctness; stock llama.cpp Q2_0 silently gibberish; NicolaiMTLassen/open-bonzi-jev ≠ NicolaiLassen; transformers.js DeBERTa ONNX; temperature 1.05; AutoModel from_pretrained works; onnx-community/open-jev-deberta-v3-large-ONNX ≠ system-one-qwen3.5-4b-scorer-ONNX; 107★ densify; GH 151M vs README 149.6M; PR #1 now closed unmerged; do not re-fold §71 claim-audit as a beat; typed decisions, RLCD, confidence-gated routing; structured ≠ correct; mock not live API; 26 tests; wjdjdakf17/jev-study ≠ baekenough/jev-study / Apply 0345 (`notes.md` §108): **Open reproduction densifies / measurement densifies PRIMARY** (bonzi-27b-v2 / ternary-8b / 27b-v1 GGUF family densify; WANLI-256 74.6% / 65.2% / 71.1% *theirs*; Bonsai 1 27B Q1_0 runs on stock llama.cpp; ternary still needs PrismML fork; hf:heman10x/openJev-verdict-2.0 twin tokenizer-only; OpenJev Vision image classification + uncertainty; CLEVR-4 held-out joint 0%; hfdataset:IamBusy/OpenJev-Vision-Research-v0.1 12,832; 294,912 derived targets not independent samples; Laya multilingual ONNX WebGPU typed-decisions port; 63/63 selected answers / 5.1e-4 CPU / 1.2e-2 WebGPU; UpHash-Network/mini-jev is yuki-oshio transfer; jev-injection-bench 11,900 labelled prompts; Jev best ranking / Haiku better ECE 0.021 vs 0.058; 0.5–0.9 band is where Jev's numbers do not mean what they say; Prompt wording moves panic 28%; manojlds/jev-dspy-bench ≠ dspachos/jev-dspy ≠ jmanhype/jev-dspy-lab; Jev agreement is similarity, never ground truth; no aggregate quality grade or merge gate; AbstentionBench-on-Jev rank 1 of 20 vs 2025 field; question-asymmetry; forward-looking 0.465 never extreme; openkev calibration layer not a runtime; ECE vs coverage independent; select_threshold returns inf; escalation catches uncertainty not ignorance; misakaikato/openkev ≠ jaredpalmer/kev; pdf-race Docling→Jev vs Gemini; parser owns the wall clock; 12/12 tie is a tie; titles selected not generated; flopcheck 16 calibrated tweet judgments; mechanical tells in code; ZeroX-01/jev-atlas ≠ Zaious/jev-capability-atlas ≠ gorock007/jev-atlas; Laya calibration lab Gradio MCP; T never changes argmax; confidence ≠ top-label p; easy probe set refused; 40–48 rows too small to ship T; do not reopen or amend PR #23 or #24 or #25. Apply 0439 (`notes.md` §109): Gemma-4 26B-A4B jevify classification+calibration; LoRA adapter twin not independent eval; Gemma-4 E4B jevify; E4B LoRA stub card; kushalpatil/jevify-gemma4 ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; GH kushalpatil07/jevify 404; PAWS 0.580/ece 0.288 is the weak cell; smaller E4B slightly better OOD ECE than 26B-A4B; Hub jevify merged LoRA ships weights; bonzi Bonsai-8B v1 GGUF densify; Bonsai-1.7B v1; Bonsai-4B v1; WANLI-256 64.5% / 60.2% / 52.0% *theirs*; rank #4 / #5 / #6 of 6; JulesHuisman/jev-eval scaffolding / README SHA c356a584 (was empty e69de29b); JulesHuisman/jev-eval ≠ SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv ≠ xxkuboxx ≠ onlyoneaman ≠ dayhaysoos/jevals; 7 bands 6/10 vs 40 bands 0/10; source receipts + confidence slider re-policy without re-inference; 32/32 synthetic is smoke not production; classify HF datasets across typed semantic dimensions; roadus2 watch misspelling; lock roadius2/ultra_laya; ultra_laya REVIEW defects; default branch claude/laya-jev-review-gg5ppo; XNLI EN 88.3% ECE 0.032 → RU 77.3% ECE 0.096; Δ −11.0 pp [−14.2,−7.8]; ECE +0.063; MASSIVE no detectable difference at n=600; confidence is function of p_max (r=1.000); pointer-not-generator 400 human-authored responses; proposed ≠ authorized; FewRel 160: Jev 85.0% vs lexical 13.125%; gated 100% (95/95) coverage 59.375%; J++ composable semantic computation language; judge-jev 0.5 still soft; 947 repos scored; A 273 / B 302 / C 372; LLM rubric ≠ benches; No benchmark winner is claimed; phishing: naive 62.6% vs regex 91.8%; 5-atomic + LR 95.0% *theirs*; AITuber tension ±15; README npm global; repo is Rust; git-confess code owns counting/blame/ratio; httpx exhibit 11% (13/119) *theirs*; 90d trend +12.40% vs random +12.75% vs BH +41.71%; 5m win rate 25%; Awesomejev 656 entries / 38,160 stars; tracker likes 64 (+4) lastModified UNCHANGED; Laya present; Blackwood ABSENT; Archer still promised_not_landed; do not reopen or amend PR #23/#24/#25/#26. Apply 0541 (`notes.md` §110): Blackwood tracker ABSENT; likes 2 gated manual; r = c - p_a; ECE 0.021; acc 0.807 vs warmup 0.746; calibration beyond ~500 tokens unmeasured; Independent primitive; 11.57s vs 54.10s · 4.67× · 120/128 *theirs*; default path is pretrained Gemma probs not trained RLCD head; GH Meanblock 404; lock leesk212/JEV-CPU; softmax over letter slots ≠ Noul; WANLI 0.741 vs openjev v2 0.77 *theirs*; 3-way NLI ≠ Noul; priority 0.464 = majority floor; banking77 contaminated; raw margins not probabilities; GH jev-haiku-benchmarking 404; do not distill Jev as teacher of record (they distilled Haiku); “0.9 is not one number”; ranking ≠ calibration; banking77 0.8–0.9 stated 0.86 actual 0.73 over-confident *theirs*; ≠ Praveenrajus/jev-bench ≠ fstandhartinger/jevbench; $0.0000153–$0.0000226 vs circulating $0.0004 (~20×); Score is 0..n-1 expectation not 0–1; Noul has no confidence field; TCP floor 198.8 ms; type reliability is not a reason to choose Jev (json_schema 5/5); gateway tax not one number; Function-only 5/8 vs hybrid 8/8; 4/8 without Jev; 8 designed cases not conversion lift; ≠ RadRebelSam/awesome-jev; 200-row pilot Jev 86.5% 173/200 vs Gemini Flash-Lite 86.0% 172/200 vs Pro 87.0% 174/200 *theirs*; not a ranking; NLI Tetris argmax P(entail)−P(contradict); 情緒測謊器; 1q 396ms / 30q 567ms; ±0.03; 33q $0.000045 vs Gemini ~5× slower ~60× cost *theirs*; ≠ realZachi/jevtest; 8-example Jev vs GPT-5.6 Sol ~64× cost 5.4× latency *theirs*; synthetic; no inference; ≠ JevBench v1.2 §78; Judged 3317 / listed 2560; Jev judges, code applies policy; catalog ≠ endorsement; APA “microsecond policy / zero hallucination” overclaim; Client-side quiz; pointer from held docs; scanned-PDF warn; CSP only api.typesafe.ai; Jev judges / agent reasons / user decides; selecting an option is not permission to implement; degraded fallback; pattern exact, judgement must clear floor; no matching pattern → no model call; not a correctness oracle; $0.00022 vs chat $0.00306 *theirs*; Spec vs artifact remainder; treating 0.85 as 85% / minProbability hard-gate as Harbor; VERIFY acquires discriminating evidence, never same-pool confidence-only rescoring; fast/full/max are ceilings not sizes; Solar writes, Jev chooses NEXT ACTION; SemIf 2186★ (+20 vs §109 2166); jevlike 1038★ (+7 vs 1031); TypeAR 14★ flat; AnotiaWang 96★ (+1 vs 95); yibie/awesome-jev 490★; Laya likes 802 (was 783); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27. Apply 0743 (`notes.md` §113): Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0; TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440; Verdict-open-jev 48.07% vs Jev 90.80%; abstention combined recall 10.00%; p50 35.58 ms; K=25 (maximum capacity) 72.00%; 0.85 coverage 84.60% selective risk 1.18%; 26.1× faster than standard Qwen JSON generation; Jevify 90.0% / 167 ms CUDA graphs disabled; Finding 1: Brier on stated confidence alone is a trap; grpo_rlcr 0.78 / ECE 0.084; reliability 0.007 but resolution 0.000; 27 900 schema-driven decisions; 13 600 / 13 600 questions; candidate mass min 0.99999624; 22 configs · 166,054 rows · 4 calibration-gold; sha a39eba3f; Student B MAE 0.148 / Pearson 0.836 / 86.0%; pngwn/open-jev-laya-bench README 404; sha 9f69c742 likes 2; HDFS 0.9933 (745/750) / retain 0.0084; BGL ERROR/FATAL protection 1.0000; 2,479 / 2,500 HDFS uncertain; cache hit 0.9648 (2412/2500); $0.153936 estimated; E2 recomputes from saved probabilities; Space sha eda59e0a; MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133; 40–48 rows too small to ship T; T never changes argmax; siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode; Split Transformers experiment from llama.cpp runtime; tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab; Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling; second pass must be $0.00 from cache; The pages never call Jev; Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%; restriction state 95.0% against 84.4%; None of the systems are particularly good at knowing when to stop and ask; They skip the question and call a tool directly; 100% schema pass; six-field joint 48.8% vs 72.8%; ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench; ACT / REVIEW / FALLBACK; A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome; confidence is descriptive provider output, not a substitute for probability; Quality denominators include only valid scored answers; an exact halfway tie chooses the lower level; aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills; The local path does not claim to turn a smaller checkpoint into Jev; Low support becomes decision: "review"; MIT-0 SPDX NOASSERTION; current-llm; 结构兼容，不是 Jev 模型能力; altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; Find where Jev belongs. Design the questions. Measure the difference; TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM; TypeLLM/TypeLLM 16★; SemIf 2241★ (+34 vs §111 2207); jevlike 1051★ (+8 vs 1043); AnotiaWang 98★ (+1 vs 97); yibie/awesome-jev 525★ (+19 vs 506); Laya likes 864 (was 822); tracker likes 67 (+3 vs 64); lastModified UNCHANGED `2026-09-20T04:29:16.000Z`; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32/#33; notes.md §113 Apply 0646 (`notes.md` §111): Calibration is not alpha; NO CURRENT ALPHA CANDIDATE; ΔR² approximately +0.00084; Brier 0.2131387; ECE 0.0421875; Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05; default 0.5 keeps zero non pinned; keepResult median 0.14 to 0.17; keepCall median 0.28 to 0.35; usable range is about 0.10 to 0.25; 7.8% to 57.9%; judges results it never sees; task-finish eval not built yet; $0.002 per compaction; slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench; Jev 108/120 $0.083 0.34 s; Luna SGR 114/120; paired Jev accuracy-difference intervals include zero; not evidence of equivalence; GLM SGR 26/120 93 format failures; Terra-planned Jev hybrid 55/120; rule-based by default, optionally Jev-backed; empty README; missing key cannot break the experience; prefill plus exactly one decode; softmax over A/B/C ≠ Noul; BBQ 9,053/10,000 (90.53%); ECE 0.0890; Mean confidence 0.9943; overconfident; score and noul not implemented; DGUI 12 rows (was 6); INSTRUCT 119 rows likes 2; encode the state once, decide everything in parallel; 0.740 accuracy against a 0.508 majority; ECE 0.047; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; Space does not call Jev; recomputes routing from saved probabilities; 200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22; synthetic repository benchmark; Jev evaluations are advisory; YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep; default threshold 0.8 still soft; 40-line windows cannot prove whole function; token-native sequential start/end Choice; Gemini/Haiku stubs not configured yet; handful of hand-written examples, not a benchmark; Jev judged exactly what it was given; laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills; contract_passed is not a claim of guaranteed factual truth; Wilson lower bound 0.85 floor; fixture mode no savings claim; SemIf 2207★ (+21 vs §110 2186); jevlike 1043★ (+5 vs 1038); TypeAR 15★ (+1 vs 14); AnotiaWang 97★ (+1 vs 96); yibie/awesome-jev 506★ (+16 vs 490); Laya likes 822 (was 802); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27/#28.) |
 | Context sieve | Relevance Noul per block; always-keep set in code; stub + recall key. Encoder cousin: GLiNER2.5 retention Choice + char-offset spans (gliner25-compaction); fail-closed keep_full; shadowMode default. Stdout cousin: jev-pruner (Jev Noul after hard ≤10k/JSON-diff envelope; fail-safe original; archive). Session-ledger cousin: carryforward (verbatim facts; Jev scores recall; rules never judged; fail-open dump). Classify-first MCP cousin: jev-sift (batch path/url/text → Jev without entering main agent context; uncertain/errors/truncation ≠ irrelevant). **Framework-agnostic compact+gate:** Jev judges relevance, code decides structure; never rewrite; regex floor in code; compaction fail-open if Jev down, safety gate fail-closed (jev-compactor later bench **73%** / 350 ms / 4 of 4 *theirs*; OpenCode port fast-jev-opencode already §62). **Pre-send views:** dizk/jev-lens (79% fewer tokens on 500 SWE-rebench trajectories; code full unless confident). **Observational memory:** pi-om keep/kind verbatim. **tools≠use:** carryforward SessionStart hook > MCP sitting there. **Hermes WHETHER/HOW/WHAT:** compact original chunks; skip next main-model when evidence is enough (hermes-jev-router; needs core patch; fail-open). **Empty compaction-proxy skip:** IPECTER/jev-context-pruner **and** IPECTER/jev-runway LICENSE-only. **Pi verbatim summarizer replacement:** pi-jev-compact (keep/drop tool calls; fail-open to LLM summary; ≠ vava-nessa/pi-jev-compaction). **Dedicated Pi port of fast-jev-compaction:** zaycruz/fast-jev-compaction-pi (verbatim keep/drop; fail-open to built-in LLM summary; ~50× *theirs*; **≠** pi-jev-compact **≠** pi-jev-compaction). **Atom then sense MCP** (enzo-mcp independently falsifiable claims; enzo-mcp UNKNOWN useful; **≠** jev-sift). **Hourly 1347:** 0thernet/system-one-skills deterministic verify; nanoprune 2.8MB ECE 2.58%. **OpenCode stdout-prune host:** indiejoseph/opencode-jev-pruner (jev-zen / jev-1.13-free; zen-chat ≠ Noul; fail-open original; keepScore >0.1 floor; ≠ tamaratran ≠ fast-jev-opencode; `notes.md` §96). **Hourly 1740 DGP ≠ this job** (protocol envelope around assessor; commit is the guard; `notes.md` §98). **Hourly 1843 gut auto-batch** is same-object fan-out, not a sieve. **Hourly 1943:** retrieve by relevance not resemblance; one calibrated yes/no per memory in one request; pointer mode 17/18 19/20 *theirs*; embedding resemblance misses the allergy. **Hourly 2041:** resume-screening bias audit methodology; Plan/PRD panel → code-owned pass|review|block; cost-aware multi-model routing/escalation; frozen-protocol zero-shot bench; context-window admission control; typed decision control plane; receipt ≠ authorization; live 15-dim typed rubric re-score per pause; adversarial pre-registered Jev eval; confidence does not track ignorance; provider-neutral Elixir/BEAM Noul/Choice/Score SDK **Hourly 2145:** question-linting of Jev questions themselves; nine jaggedness rules, no API key, no labelled data; static lint ≠ measured separation; yodablocks/jevq ≠ tenbin ≠ JevLint ≠ commitjev; open-weights Laya as class exemplar (binding); Nx/Bumblebee runtime; host chooses backend; ChristianAlexander/laya_ex ≠ system_one_sdk ≠ dannote/jev ≠ NandhaKishorM/laya; on-chain/edge Laya deploy; parity_verified stays false; model output never grants Tx; humandebri/IC-Laya ≠ laya_ex; auditable weekend replica; Jev outputs never used for training; unpaired 0.577 vs 0.727; agilabs-ai/jev48 ≠ JevBench ≠ Mapika/decider; adversarial dual-judge / framing attack surface; comparative framing is the usable judgment; prior injection crowds out evidence; copyleftdev/ember ≠ ember.js; Laya specialist fine-tune pipeline; training still GPU-pending; PIXELZX0/XERON ≠ convaiinnovations/laya; Hub Laya replica drop; daliborsb/laya ≠ convaiinnovations/laya ≠ NandhaKishorM/laya; System One student distillation corpus; gold is programmatic; teacher is closed-API clone; MagaBitmex/jev-4b-distill-data ≠ missing student checkpoint; non-LLM VIN System One; planning depth not chat; lewislululu/jevon ≠ douglance/jevon; source-bound evidence checks; local quote mismatch needs no API; exit 0 ≠ claim truth; WaynezProg/jev-kit ≠ jonathanavis96/jev-kit (Airlock) ≠ jev-use ≠ jev-mcp **Hourly 2246:** independent System One evidence catalog; 19 reviewed records; scores not one leaderboard; no external record currently reproduced; TokenTrim no-Jev matched hybrid 62.4%; reachjalil/system-one-bench ≠ mallahyari/system-one-benchmark; 21 tasks · 134 items · 208 questions; scenes from public GitHub contracts, not production logs; SivletLabs/jev-eval ≠ willkelly/jev-evaluation ≠ 4esv/jev-eval ≠ xxkuboxx/jev-eval ≠ onlyoneaman/jev-eval ≠ dayhaysoos/jevals; option isolation (sibling-blind); permutation-equivariant; Hub OWNER not published; nafisazizir/hev ≠ jaredpalmer/kev; frozen local LLM logits, no trained decision head; residual-head 9,222-param decreased 73/96→67/96; confidence = 1−normalized entropy, not P(correct); yuki-oshio/mini-jev ≠ r-ms/mini-jev; Jev classifier as autoregressive next-token predictor; ChatJev-style soundness theater; erik-dunteman/ChatJev ≠ dannote/jev ≠ jev-gpt; calibrated decision head × AlphaProof value head; implementation-layer isomorphism, semantic difference; timeout = censoring; do not launder Noul as proof; parallel rank-prediction vs serial selection; independent questions can conflict; zzzzzec/jevsort ≠ keltokhy/jsort; curated open System One ecosystem catalog; rupeshpoojary9/awesome-open-system-one ≠ AnotiaWang/awesome-jev; arXiv paper radar with Jev relevance scoring; ranking ≠ calibration / 0.5 still soft; fail-open failed evals not marked seen **Hourly 2340:** train calibrated ~27M from scratch; typed Q→prob dist / one forward pass / no LLM decode; hyusi2003/MiniSystemOne ≠ Colvin0315/MiniSystemOne; description-only stub / size 5; ESCI hard probe fails four of six; jev_bool ECE 0.242 inversion 0.255; do not re-fold §60 six-gates as new; jobbyjev one-request-per-company from batch-size result; find/design/evaluate TypeSafe Jev decision loops; karanb192/jev-architect ≠ samtay32/jev-system-architect; Jairik/jev-distiller size 1; distill-Jev UI stub / do not distill Jev as teacher of record; post-launch scored use-case map / Jev self-scores then human curation; licensedsaucer9-web/jev-opportunities; Jev-inize a use case into classifier/router; gavinHuang/jevinize → simple-jev not TypeSafe; featherless-ai/simple-jev; compare saved decisions / same label can still change the branch; VihaanAgarwal/jev-diff ≠ Saik0s/diffusiongemma-jev-macos; not tested with a live Jev API key; constrained logprob + temp/Platt ≠ Noul; OpenJevPro pastes openjev-sglang JevBench as own; zhangcy122/OpenJevPro ≠ IamBusy/OpenJev ≠ ekzhang/openjev-sglang; PolyForm Noncommercial; SmolLM-135M / sub-70ms / 0 output tokens; demo P(True) 0.5052 / Choice conf 0.2872 / Score conf 0.0055; README claims MIT / GitHub license null / no LICENSE file; patelvishwa112/jev-system-one-rlcd ≠ arnabgho/rlcd-lite ≠ blackwood-rlcd; source-backed Awesome Jev radar / 306+ commit-pinned; logicrw/awesome-jev-projects ≠ AnotiaWang/awesome-jev ≠ yibie/awesome-jev ≠ cobanov/awesome-jev ≠ rupeshpoojary9/awesome-open-system-one; auto GitHub sync / Issue-only submissions; hashed n-gram encoder / rival-aware attention; olanotolu/jevbetter vs jevlike starter; synthetic hard menus top-1 0.916 vs 0.873 / ECE 0.0182 vs 0.0367 / 40 vs 4608 menus/sec; shuffled-context control 0.335 | `references/applied-mappings.md#1-context-sieve` Apply 0042 (`notes.md` §105): structured probability readouts; distribution > argmax; Noul 0.5 midpoint; score is expectation not integer; bare HTTP not SDK; Arohtea/jev-readout; Jev-style Choice/Score/Noul from ordinary models; optional DSH plugin; schema-valid ≠ calibrated; gulagala001/jevify ≠ Mintzs/jevify; Laya RLCD benchmark; 40.3% below constant-answer; open-weight measurement; mourad-ghafiri/laya-rlcd-benchmark ≠ yibie/laya-jev-lab; cheap fail-open semantic edge; second signal not sole; FastLoopError catch; SupremeDreamZ/jev-fastloop ≠ jev-ultrafast; asking more questions in one call; 0.980 at every N; nearly not fully deterministic; TheWebDevel/jev-fanout; Qwen3-VL perception + Jev decisions train RL; 0 model calls at deployment; VLM alone 1.7 vs +Jev 4.4; harneet2512/reflexrl ≠ khordoo/jev-reflex-autonomy-lab; independent Jev API vs Laya; cascade 0.60 matches 78% at 1.8×; noul facts not judgements; yibie/laya-jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab; GLiNER vs GLiFormer vs Laya vs Jev; extractors ≠ decision engines; Laya dict-instructions collapse 58.3%; umstek/zero-shot-ie-bench; decisions-per-minute & cost; 204 moves vs 73; throughput not intelligence; angelgalvisc/snake-arena-jev-vs-llms ≠ vtrivedy/jev-plays-games; behavioral contracts; pin expectations eval upgrades; raw 0.94 is not a release; sathariels/jevcheck ≠ dayhaysoos/jevals ≠ SivletLabs/jev-eval; evidence-linked dependency upgrade; Jev never generates filenames; no_direct_evidence ≠ safe to merge; GaneshVG18/upgrade-radar ≠ LYchoon/paper-radar-jev; discography theme/mood/complexity; five atomic questions one call; lirantal/discoprint |
@@ -244,3 +242,5 @@ requests skip the brainstorm and build.
 - **Contract**: current documented behavior — refresh from live docs.
 - **Empirical recipe**: worked on a stated dataset/model/version — retest.
 - **Hypothesis**: plausible, unestablished — label and test before relying.
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/references/agent-self-assessment.md b/.agents/skills/augustus/references/agent-self-assessment.md
index 3efd83ab..ba583a52 100644
--- a/.agents/skills/augustus/references/agent-self-assessment.md
+++ b/.agents/skills/augustus/references/agent-self-assessment.md
@@ -924,5 +924,9 @@ is Watch / empty repo this pass (`notes.md` §51).
   ALLOW ([interlock](https://github.com/somoore/interlock) *kernel* —
   Jev is SENSOR, policy decides; `notes.md` §59), ok / retry /
   escalate / stop (harnessjudge). Same shape as the lifecycle gates above.
+
+Hourly 0843 agent self-assessment: omni-/ask-jev probabilities are advisory, not calibrated guarantees. 13 focused checks and one mutually exclusive outcome. Do not treat low mutation-attribution p as identifying someone else. huncho journal/replay: change policy without re-inference. `notes.md` §114.
 User-provided 0806 uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
 
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/references/applied-mappings.md b/.agents/skills/augustus/references/applied-mappings.md
index 69690e03..07f535b9 100644
--- a/.agents/skills/augustus/references/applied-mappings.md
+++ b/.agents/skills/augustus/references/applied-mappings.md
@@ -2470,4 +2470,23 @@ Hourly 0646 uniqueness lock: Calibration is not alpha; NO CURRENT ALPHA CANDIDAT
 **User-provided 0806 HIGH (`notes.md` §112).** Institutional HF voice / encoder ZS lineage:
 people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29
 people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows. Jev vs GPT-5.6 bakeoffs are a category error. encoder / ZS classifiers. opt for DeBERTa and ModernBERT ones. multimodal image<>text ZS as perception front-end. softmax/ZS scores still ≠ calibrated Noul. soft scores ≠ hard gates. Do not copy `pipeline()` / `pip`.
+
+**Hourly 0843 HIGH (`notes.md` §114).** Measurement PRIMARY + hysteresis/policy + catalogs-as-lenses:
+A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch.
+pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; ranking ≠ calibration.
+calibration does not compose; Deferred Crispification; TCE / AMS; 25–60× headline withdrawn.
+pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet.
+g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; catalog ≠ endorsement.
+omni-/ask-jev ≠ pedroknigge/mcp_jev; Probabilities are advisory, not calibrated guarantees.
+light_cutoff_applied_to_combination 0; recorded run, kinematic animation; Bring your own API key.
+AND: product (independence assumed and recorded in the trace); circuit-vl-4b ≠ Archer.
+vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases.
+xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; 不是 benchmark; 概率没做 calibration.
+Qwen2.5 ≠ Archer; Qwen 3.8 sparring ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; Archer still promised_not_landed.
+SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Hub archerhume/4rcherhume HTTP 401.
+do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33.
+Do not copy keys / `npm` / `pip` / `uv` / `powershell` / `.env` / `TYPESAFE_API_KEY`. Soft Noul ≠ hard safety.
+
 User-provided 0806 uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/references/composition-algebra.md b/.agents/skills/augustus/references/composition-algebra.md
index d38625a8..917fe232 100644
--- a/.agents/skills/augustus/references/composition-algebra.md
+++ b/.agents/skills/augustus/references/composition-algebra.md
@@ -1847,6 +1847,7 @@ bonzi-27b-v2 / ternary-8b / 27b-v1 GGUF family densify; Hub still does not ship
      soft scores ≠ hard gates. Quote *theirs*; do not invent accuracy numbers.
      Full cards: `formal-methods.md`, `validation.md`.
 
+
 User-provided 0806 items 268–272 (`notes.md` §112). Do **not**
 re-fold §85 / §111 items 248–267 / §110 64× Space.
 people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
@@ -1943,6 +1944,83 @@ Soft Noul ≠ hard safety.
 
 Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0; TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440; Verdict-open-jev 48.07% vs Jev 90.80%; abstention combined recall 10.00%; p50 35.58 ms; K=25 (maximum capacity) 72.00%; 0.85 coverage 84.60% selective risk 1.18%; 26.1× faster than standard Qwen JSON generation; Jevify 90.0% / 167 ms CUDA graphs disabled; Finding 1: Brier on stated confidence alone is a trap; grpo_rlcr 0.78 / ECE 0.084; reliability 0.007 but resolution 0.000; 27 900 schema-driven decisions; 13 600 / 13 600 questions; candidate mass min 0.99999624; 22 configs · 166,054 rows · 4 calibration-gold; sha a39eba3f; Student B MAE 0.148 / Pearson 0.836 / 86.0%; pngwn/open-jev-laya-bench README 404; sha 9f69c742 likes 2; HDFS 0.9933 (745/750) / retain 0.0084; BGL ERROR/FATAL protection 1.0000; 2,479 / 2,500 HDFS uncertain; cache hit 0.9648 (2412/2500); $0.153936 estimated; E2 recomputes from saved probabilities; Space sha eda59e0a; MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133; 40–48 rows too small to ship T; T never changes argmax; siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode; Split Transformers experiment from llama.cpp runtime; tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab; Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling; second pass must be $0.00 from cache; The pages never call Jev; Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%; restriction state 95.0% against 84.4%; None of the systems are particularly good at knowing when to stop and ask; They skip the question and call a tool directly; 100% schema pass; six-field joint 48.8% vs 72.8%; ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench; ACT / REVIEW / FALLBACK; A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome; confidence is descriptive provider output, not a substitute for probability; Quality denominators include only valid scored answers; an exact halfway tie chooses the lower level; aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills; The local path does not claim to turn a smaller checkpoint into Jev; Low support becomes decision: "review"; MIT-0 SPDX NOASSERTION; current-llm; 结构兼容，不是 Jev 模型能力; altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; Find where Jev belongs. Design the questions. Measure the difference; TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM; TypeLLM/TypeLLM 16★; SemIf 2241★ (+34 vs §111 2207); jevlike 1051★ (+8 vs 1043); AnotiaWang 98★ (+1 vs 97); yibie/awesome-jev 525★ (+19 vs 506); Laya likes 864 (was 822); tracker likes 67 (+3 vs 64); lastModified UNCHANGED `2026-09-20T04:29:16.000Z`; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32/#33; notes.md §113
 
+289. **Hysteresis as policy** (edgardcham/huncho):
+     positions 3 (Gate) × 7 (Policy). A hunch is a probability with a policy attached.
+     { enter: 0.8, exit: 0.6 } is hysteresis. replay a policy change without inference.
+     Decision models are providers, not the product.
+     huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch.
+     Full cards: `mixed-architecture.md`, `faq.md`, `mental-models.md`.
+290. **Instruct-tuning breaks option-logit ECE** (VladUZH/jev-calibration) PRIMARY:
+     position 11 (measurement of an already-owned class property).
+     pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269.
+     70.9% → 70.0% mean conf 74.1% → 96.7%. temperature scaling still matches it in-distribution.
+     No Jev API was called. Qwen2.5 ≠ Archer. Ranking ≠ calibration.
+     Full cards: `validation.md`, `faq.md`.
+291. **JA System One encoder + position bias** (hiroki-abe-58/sokudan):
+     position 1 (Operand / family) × 10 (option-order as measurement).
+     学習済みモデル v0.1 は準備中です. bool AUROC 0.523.
+     先頭だと0件、末尾だと250件. 温度を渡さない場合、確率は較正されていません.
+     このリポジトリには Jev を呼ぶコードが存在しません.
+     Full cards: `judgment-class.md`, `validation.md`.
+292. **what-is-jev rename densify** (g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev):
+     position 2 (Post-judge / catalog). same GitHub id 1378007307.
+     947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches;
+     Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56.
+     Do **not** mint a second census. catalog ≠ endorsement.
+     Full cards: `faq.md`, `applied-mappings.md`.
+293. **Advisory Codex audit** (omni-/ask-jev):
+     position 3 is *tempting* (block the turn on p) and **rejected**.
+     13 focused checks and one mutually exclusive outcome.
+     Probabilities are advisory, not calibrated guarantees.
+     omni-/ask-jev ≠ pedroknigge/mcp_jev.
+     Full cards: `faq.md`, `agent-self-assessment.md`.
+294. **Equal-width vs quantile ECE + cost-optimal line** (rlaope/jeval) PRIMARY:
+     position 11 × 4 (Selector of operating point from costs).
+     pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076.
+     jeval drift is not implemented yet. rlaope/jeval ≠ dayhaysoos/jevals.
+     Full cards: `validation.md`, `mental-models.md`.
+295. **Calibration does not compose** (dnakhoa/jev-deferred-crispification) PRIMARY:
+     position 9 (composition algebra of hops) × 11 (anti-soundness-theater).
+     ECE has exactly zero statistical power to detect the failure mode that kills trajectories.
+     25–60× headline withdrawn. P(all-correct): 0.0071 vs 0.0001. TCE / AMS.
+     Deferred Crispification. Qwen 3.8 sparring ≠ Archer.
+     Full cards: `formal-methods.md`, `validation.md`, `faq.md`.
+296. **Screening cutoff theater** (matsuikentaro1/jev-title-abstract-screening):
+     position 3 rejected as Harbor. light_cutoff_applied_to_combination 0.
+     0.5 sensitivity does not transfer. Full cards: `question-design.md`, `faq.md`.
+297. **Recorded-run rover demo** (metrox-eth/moss-jev):
+     position 10 (perceive is simulated). recorded run, kinematic animation.
+     No live API. Skip Archer. Full cards: `mixed-architecture.md`.
+298. **Supervised BERT vs zero-shot Jev is not a ranking** (thisisandreeeee/jev-benchmarks):
+     position 11. BANKING77 Accuracy BERT-Base 93.02 Jev 79.90.
+     BERT figures are published supervised references, not zero-shot.
+     Analyse jev calibration (NLL, ECE) backlog. ranking ≠ calibration.
+     Full cards: `validation.md`, `judgment-class.md`.
+299. **Use-case catalog as judgment lens** (vamsikrishna2421/jev-usecases):
+     position 2. vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases.
+     catalog ≠ endorsement. Full cards: `applied-mappings.md`, `faq.md`.
+300. **Pointer highlighter / BYO key** (yuvalraviv1/highlight):
+     position 10 (extractive). Bring your own API key. Sentence Noul/Score + paragraph Choice.
+     Pointer-not-generator. Full cards: `mixed-architecture.md`.
+301. **Decision circuits / independence recorded** (Barneyjm/decision-circuits):
+     positions 3 × 7. AND: product (independence assumed and recorded in the trace).
+     chat model's stated confidence is not calibrated. circuit-vl-4b ≠ Archer.
+     ≠ voidning/jev-combinators ≠ Illusion47586/judge.
+     Full cards: `mixed-architecture.md`, `formal-methods.md`.
+302. **Constructed-case study ≠ benchmark** (xiaohuaxi/jev-study):
+     position 11. 不是 benchmark; 概率没做 calibration.
+     档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01.
+     ~1,430 API calls, about $0.15.
+     xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study.
+     Full cards: `validation.md`, `question-design.md`.
+
+Hourly 0843 items 289–302 (`notes.md` §114). Do **not**
+re-fold §113 items 273–288 / §112 items 268–272 / §111 items 248–267 / §109
+tunahan census as a sibling. Merged #31 owns items 273–288 / `notes.md` §113 / batch #96 — leave them alone. Qwen/Qwen3.8-27B ≠ Archer.
+Archer still promised_not_landed.
+Soft Noul ≠ hard safety.
+
+
 Hourly 0646 items 248–267 (`notes.md` §111). Do **not**
 re-fold 0541 items 226–247 / 0439 items 202–225 / 0345 items 186–201 / 0243 items 178–185 / 0145 items 161–177 / 0042 items 149–160 / 2340 items 138–148 / 2246 items 129–137 / 2145
 items 120–128 / 2041 items 111–119 / 1943 items 102–110 /
@@ -2016,3 +2094,5 @@ items 120–128 / 2041 items 111–119 / 1943 items 102–110 /
 1843 items 97–101 / 1740 items 94–96 / SIGNAL §93
 mechanism / §60 six-gates / §78 v1.2 board.
 Soft Noul ≠ hard safety.
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/references/faq.md b/.agents/skills/augustus/references/faq.md
index 9f83adf9..208c3eb7 100644
--- a/.agents/skills/augustus/references/faq.md
+++ b/.agents/skills/augustus/references/faq.md
@@ -3542,8 +3542,39 @@ No and no. multimodal image<>text ZS as perception front-end: candidates/labels
 
 No. do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29. Fresh PR off main after merged #29 (`a9c8b61`, §111). `invented_signal: false`. `notes.md` §112.
 
+
+## Treat huncho as Kungie/gut or carldaws/hunch? Treat `{enter:0.8}` as a model property?
+
+No and no. A hunch is a probability with a policy attached. { enter: 0.8, exit: 0.6 } is hysteresis. replay a policy change without inference. Decision models are providers, not the product. huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch. The latch is exact work. `notes.md` §114.
+
+## Treat Qwen2.5 instruct ECE 0.302 as Archer / as a Jev measurement / as a ranking win?
+
+No, no, and no. pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%. temperature scaling still matches it in-distribution. No Jev API was called. Qwen2.5 ≠ Archer. Qwen/Qwen3.8-27B ≠ Archer. Accuracy can stay flat while honesty dies. `notes.md` §114.
+
+## Treat equal-width ECE as the ECE? Treat jeval drift output as a captured run? Collapse jeval into jevals?
+
+No, no, and no. pd.cut bins by equal width while jeval bins by quantile. ECE 0.113 and ECE 0.076 *theirs*. Which number you ship is a real decision, not a detail. jeval drift is not implemented yet. rlaope/jeval ≠ dayhaysoos/jevals. Cost-optimal threshold is policy arithmetic, not a Harbor score. `notes.md` §114.
+
+## Treat hop-ECE as a trajectory audit? Quote 25–60×? Treat Qwen 3.8 as Archer?
+
+No, no, and no. calibration does not compose. ECE has exactly zero statistical power to detect the failure mode that kills trajectories. 25–60× headline withdrawn. P(all-correct): 0.0071 vs 0.0001. TCE / AMS. Deferred Crispification. Qwen 3.8 sparring ≠ Archer. Soft Noul ≠ hard safety: composing calibrated hops then thresholding is cliff cascade, not a proof. `notes.md` §114.
+
+## Is g0runmezadam/what-is-jev a new 947-repo census? Treat A/B/C as Harbor?
+
+No and no. g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307). Densify §109. 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56. catalog ≠ endorsement. `notes.md` §114.
+
+## Treat ask-jev probabilities as calibrated? Collapse into mcp_jev? Treat 0.5 screening cutoff as 100% sensitivity? Treat BERT-Base 93.02 as zero-shot? Treat circuit-vl-4b as Archer? Treat xiaohuaxi as a benchmark?
+
+No across the board. 13 focused checks and one mutually exclusive outcome. Probabilities are advisory, not calibrated guarantees. omni-/ask-jev ≠ pedroknigge/mcp_jev. light_cutoff_applied_to_combination 0. BANKING77 Accuracy BERT-Base 93.02 Jev 79.90 — BERT figures are published supervised references, not zero-shot. Analyse jev calibration (NLL, ECE) backlog. ranking ≠ calibration. AND: product (independence assumed and recorded in the trace). chat model's stated confidence is not calibrated. circuit-vl-4b ≠ Archer. 不是 benchmark; 概率没做 calibration; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study. Bring your own API key. vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases. recorded run, kinematic animation. 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません. `notes.md` §114.
+
+## Did Archer land this hour? Reopen PR #23–#32? Push onto #31?
+
+No, no, and no. Hub archerhume/4rcherhume HTTP 401. Archer still promised_not_landed. tracker likes 66 (+2 vs 64) lastModified UNCHANGED. Laya likes 861 (was 822). Blackwood likes 2 gated manual. SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506). do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33. Fresh PR off main. Open #31 is a separate 0743 fold. `invented_signal: false`. `notes.md` §113.
+
 User-provided 0806 uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
 
 
 Hourly 0646 uniqueness lock: Calibration is not alpha; NO CURRENT ALPHA CANDIDATE; ΔR² approximately +0.00084; Brier 0.2131387; ECE 0.0421875; Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05; default 0.5 keeps zero non pinned; keepResult median 0.14 to 0.17; keepCall median 0.28 to 0.35; usable range is about 0.10 to 0.25; 7.8% to 57.9%; judges results it never sees; task-finish eval not built yet; $0.002 per compaction; slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench; Jev 108/120 $0.083 0.34 s; Luna SGR 114/120; paired Jev accuracy-difference intervals include zero; not evidence of equivalence; GLM SGR 26/120 93 format failures; Terra-planned Jev hybrid 55/120; rule-based by default, optionally Jev-backed; empty README; missing key cannot break the experience; prefill plus exactly one decode; softmax over A/B/C ≠ Noul; BBQ 9,053/10,000 (90.53%); ECE 0.0890; Mean confidence 0.9943; overconfident; score and noul not implemented; DGUI 12 rows (was 6); INSTRUCT 119 rows likes 2; encode the state once, decide everything in parallel; 0.740 accuracy against a 0.508 majority; ECE 0.047; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; Space does not call Jev; recomputes routing from saved probabilities; 200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22; synthetic repository benchmark; Jev evaluations are advisory; YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep; default threshold 0.8 still soft; 40-line windows cannot prove whole function; token-native sequential start/end Choice; Gemini/Haiku stubs not configured yet; handful of hand-written examples, not a benchmark; Jev judged exactly what it was given; laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills; contract_passed is not a claim of guaranteed factual truth; Wilson lower bound 0.85 floor; fixture mode no savings claim; SemIf 2207★ (+21 vs §110 2186); jevlike 1043★ (+5 vs 1038); TypeAR 15★ (+1 vs 14); AnotiaWang 97★ (+1 vs 96); yibie/awesome-jev 506★ (+16 vs 490); Laya likes 822 (was 802); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27/#28.
 
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/references/formal-methods.md b/.agents/skills/augustus/references/formal-methods.md
index 5a84d17b..edc655da 100644
--- a/.agents/skills/augustus/references/formal-methods.md
+++ b/.agents/skills/augustus/references/formal-methods.md
@@ -1332,6 +1332,8 @@ Soft Noul ≠ hard safety: 0.504 / 0.479 are **sensors**.
 Policy / allowlist / thresholds are exact work. Treating a
 ZS softmax as a fail-closed safety bar is the same theater.
 
+
+**Hourly 0843 soundness theater (`notes.md` §114):** calibration does not compose. ECE has exactly zero statistical power to detect the failure mode that kills trajectories. Deferred Crispification — collapse once at the actuator. hop-ECE permutation-invariant. 25–60× headline withdrawn. TCE / AMS. Soft Noul ≠ hard safety. Qwen 3.8 sparring ≠ Archer. AND: product (independence assumed and recorded in the trace) is an assumption, not a proof.
 User-provided 0806 uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
 
 Propose two placements if the hole is mixed (e.g. TLA+ on the protocol
@@ -1342,3 +1344,5 @@ Related: `formal-semi-formal.md` (one screen); `mental-models.md`;
 `mappings.md` §6–§19; `methods-catalog.md` verification rows;
 `composition-algebra.md` positions 3 and 9; `mixed-architecture.md`
 preference lint; `faq.md`; `boundary-audit.md`.
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/references/formal-semi-formal.md b/.agents/skills/augustus/references/formal-semi-formal.md
index 3dc4c3d6..fd3255cc 100644
--- a/.agents/skills/augustus/references/formal-semi-formal.md
+++ b/.agents/skills/augustus/references/formal-semi-formal.md
@@ -62,3 +62,6 @@ Depth, tables, mapping cards: `formal-methods.md`. Cross-domain frames:
 Allowlist / text-layer / law **prove** easy cases; System One judges
 leftovers (`mappings.md` §18). Putting the Noul first is the rejected
 design.
+Hourly 0843: calibration does not compose. hop-ECE is a SENSOR with zero power on clustered regime errors. Deferred Crispification. Do not launder hop-ECE as a trajectory proof. Qwen/Qwen3.8-27B ≠ Archer. Soft Noul ≠ hard safety.
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/references/judgment-class.md b/.agents/skills/augustus/references/judgment-class.md
index ac125c56..54599da6 100644
--- a/.agents/skills/augustus/references/judgment-class.md
+++ b/.agents/skills/augustus/references/judgment-class.md
@@ -1425,5 +1425,9 @@ Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/open
 **0806 HIGH encoder / ZS lineage (`notes.md` §112):** BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; opt for DeBERTa and ModernBERT ones; Jev is exemplar not the mandate; softmax/ZS scores still ≠ calibrated Noul. people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29
 
 **0646 HIGH class ports (`notes.md` §111):** prefill plus exactly one decode; softmax over A/B/C ≠ Noul; encode the state once, decide everything in parallel; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; score and noul not implemented; BBQ 9,053/10,000 (90.53%) overconfident (ECE 0.0890; Mean confidence 0.9943). Wire-compat ≠ replica. Calibration is not alpha; NO CURRENT ALPHA CANDIDATE; ΔR² approximately +0.00084; Brier 0.2131387; ECE 0.0421875; Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05; default 0.5 keeps zero non pinned; keepResult median 0.14 to 0.17; keepCall median 0.28 to 0.35; usable range is about 0.10 to 0.25; 7.8% to 57.9%; judges results it never sees; task-finish eval not built yet; $0.002 per compaction; slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench; Jev 108/120 $0.083 0.34 s; Luna SGR 114/120; paired Jev accuracy-difference intervals include zero; not evidence of equivalence; GLM SGR 26/120 93 format failures; Terra-planned Jev hybrid 55/120; rule-based by default, optionally Jev-backed; empty README; missing key cannot break the experience; prefill plus exactly one decode; softmax over A/B/C ≠ Noul; BBQ 9,053/10,000 (90.53%); ECE 0.0890; Mean confidence 0.9943; overconfident; score and noul not implemented; DGUI 12 rows (was 6); INSTRUCT 119 rows likes 2; encode the state once, decide everything in parallel; 0.740 accuracy against a 0.508 majority; ECE 0.047; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; Space does not call Jev; recomputes routing from saved probabilities; 200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22; synthetic repository benchmark; Jev evaluations are advisory; YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep; default threshold 0.8 still soft; 40-line windows cannot prove whole function; token-native sequential start/end Choice; Gemini/Haiku stubs not configured yet; handful of hand-written examples, not a benchmark; Jev judged exactly what it was given; laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills; contract_passed is not a claim of guaranteed factual truth; Wilson lower bound 0.85 floor; fixture mode no savings claim; SemIf 2207★ (+21 vs §110 2186); jevlike 1043★ (+5 vs 1038); TypeAR 15★ (+1 vs 14); AnotiaWang 97★ (+1 vs 96); yibie/awesome-jev 506★ (+16 vs 490); Laya likes 822 (was 802); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27/#28.
+
+**Hourly 0843 class / measurement (`notes.md` §114):** Qwen2.5 option-logit ECE is a class property of pretrained bases, not Archer. JA sokudan encoder (weights 準備中). decision-circuits AND-product independence recorded. circuit-vl-4b ≠ Archer. ranking ≠ calibration (BANKING77 BERT-Base is supervised). calibration does not compose.
 User-provided 0806 uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
 
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/references/mappings.md b/.agents/skills/augustus/references/mappings.md
index d488381d..0e3b029f 100644
--- a/.agents/skills/augustus/references/mappings.md
+++ b/.agents/skills/augustus/references/mappings.md
@@ -2457,5 +2457,9 @@ Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/open
 **0806 HIGH (`notes.md` §112):** people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29
 
 **0646 HIGH (`notes.md` §111):** Calibration is not alpha; NO CURRENT ALPHA CANDIDATE; ΔR² approximately +0.00084; Brier 0.2131387; ECE 0.0421875; Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05; default 0.5 keeps zero non pinned; keepResult median 0.14 to 0.17; keepCall median 0.28 to 0.35; usable range is about 0.10 to 0.25; 7.8% to 57.9%; judges results it never sees; task-finish eval not built yet; $0.002 per compaction; slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench; Jev 108/120 $0.083 0.34 s; Luna SGR 114/120; paired Jev accuracy-difference intervals include zero; not evidence of equivalence; GLM SGR 26/120 93 format failures; Terra-planned Jev hybrid 55/120; rule-based by default, optionally Jev-backed; empty README; missing key cannot break the experience; prefill plus exactly one decode; softmax over A/B/C ≠ Noul; BBQ 9,053/10,000 (90.53%); ECE 0.0890; Mean confidence 0.9943; overconfident; score and noul not implemented; DGUI 12 rows (was 6); INSTRUCT 119 rows likes 2; encode the state once, decide everything in parallel; 0.740 accuracy against a 0.508 majority; ECE 0.047; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; Space does not call Jev; recomputes routing from saved probabilities; 200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22; synthetic repository benchmark; Jev evaluations are advisory; YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep; default threshold 0.8 still soft; 40-line windows cannot prove whole function; token-native sequential start/end Choice; Gemini/Haiku stubs not configured yet; handful of hand-written examples, not a benchmark; Jev judged exactly what it was given; laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills; contract_passed is not a claim of guaranteed factual truth; Wilson lower bound 0.85 floor; fixture mode no savings claim; SemIf 2207★ (+21 vs §110 2186); jevlike 1043★ (+5 vs 1038); TypeAR 15★ (+1 vs 14); AnotiaWang 97★ (+1 vs 96); yibie/awesome-jev 506★ (+16 vs 490); Laya likes 822 (was 802); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27/#28.
+
+Hourly 0843 mappings (`notes.md` §114): hysteresis policy latch; instruct-tuning honesty collapse; equal-width vs quantile; calibration does not compose; ranking ≠ calibration; catalog ≠ endorsement; advisory ≠ calibrated; independence recorded in AND-product.
 User-provided 0806 uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
 
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/references/mental-models.md b/.agents/skills/augustus/references/mental-models.md
index 5b87b680..df344062 100644
--- a/.agents/skills/augustus/references/mental-models.md
+++ b/.agents/skills/augustus/references/mental-models.md
@@ -2712,6 +2712,54 @@ Soft Noul ≠ hard safety: 0.504 / 0.479 / likes 421 / 189
 are **sensors / engagement**. Treating a ZS softmax as a
 Noul or a bakeoff against GPT-5.6 as same-class is theater.
 
+
+## Apply 0843 (`notes.md` §114)
+
+Same pillars, hourly HIGH measurement / judgment cluster.
+Mathematical / logical / algorithmic mental models for
+Jev-class categorization/scoring across AI / SWE /
+business / knowledge work / life — not SWE-only. Do
+**not** re-fold §112 / §111 / §109 tunahan census as a
+sibling. Fresh PR off main; never reopen merged #7–**#33**.
+do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33.
+Do **not** reopen or amend merged #31. Skip Archer rewrite (still
+**promised_not_landed**). Quote *theirs*. Soft Noul ≠
+hard safety. Formal methods **compose** with scoring; a
+Noul is a SENSOR. Calibration does not compose. Ranking ≠
+calibration. Measurement theater ≠ a Harbor score.
+
+1. **Hysteresis / policy attached** — A hunch is a probability
+   with a policy attached. { enter: 0.8, exit: 0.6 } is hysteresis.
+   replay a policy change without inference. Decision models are
+   providers, not the product. huncho ≠ Kungie/gut ≠ carldaws/hunch ≠
+   tpellet/hunch. Life analogue: do not re-hire / re-page / re-cut
+   every time p flaps around 0.7.
+2. **Instruct-tuning honesty collapse** — pretrained Qwen2.5 base
+   ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269;
+   70.9% → 70.0% mean conf 74.1% → 96.7%. temperature scaling still
+   matches it in-distribution. No Jev API was called. Qwen2.5 ≠ Archer.
+3. **Binning + cost line** — pd.cut bins by equal width while jeval
+   bins by quantile; ECE 0.113 and ECE 0.076. jeval drift is not
+   implemented yet. Cost-optimal threshold is policy, not a proof.
+4. **Calibration does not compose** — ECE has exactly zero statistical
+   power to detect the failure mode that kills trajectories.
+   Deferred Crispification. TCE / AMS. 25–60× headline withdrawn.
+   P(all-correct): 0.0071 vs 0.0001. Qwen 3.8 sparring ≠ Archer.
+5. **Catalogs / advisory / screening / ranking theater** —
+   g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev
+   (same GitHub id 1378007307). 947 repos scored; A 273 · B 302 · C 372;
+   LLM rubric ≠ benches. Probabilities are advisory, not calibrated
+   guarantees. light_cutoff_applied_to_combination 0. BANKING77
+   Accuracy BERT-Base 93.02 Jev 79.90 — BERT figures are published
+   supervised references, not zero-shot. AND: product (independence
+   assumed and recorded in the trace). circuit-vl-4b ≠ Archer.
+   档位措辞效应 分数极差中位 0.50、最大 1.32. 不是 benchmark.
+
+Soft Noul ≠ hard safety: 0.030 / 0.302 / 0.113 / 0.076 / 0.523 /
+0.8 / 0.6 / 0.49 / 93.02 / 79.90 are **sensors**. Treating hop-ECE
+as a trajectory proof, equal-width as the only ECE, 0.5 cutoff as
+100% sensitivity, or Qwen instruct recovery as Archer is theater.
+
 ## Decision-design extras (any domain)
 
 ```text
@@ -2732,3 +2780,5 @@ spreadsheet, a checklist, a two-person rule. Do not invent an API.
 Related: `mappings.md` §1–§18, `methods-catalog.md`, `toolbox-mapping.md`,
 `composition-algebra.md`, `formal-methods.md`, `formal-semi-formal.md`,
 `faq.md`.
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/references/methods-catalog.md b/.agents/skills/augustus/references/methods-catalog.md
index ae4fa416..80958711 100644
--- a/.agents/skills/augustus/references/methods-catalog.md
+++ b/.agents/skills/augustus/references/methods-catalog.md
@@ -151,6 +151,8 @@ Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/open
 
 Hourly 0646 uniqueness lock: Calibration is not alpha; NO CURRENT ALPHA CANDIDATE; ΔR² approximately +0.00084; Brier 0.2131387; ECE 0.0421875; Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05; default 0.5 keeps zero non pinned; keepResult median 0.14 to 0.17; keepCall median 0.28 to 0.35; usable range is about 0.10 to 0.25; 7.8% to 57.9%; judges results it never sees; task-finish eval not built yet; $0.002 per compaction; slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench; Jev 108/120 $0.083 0.34 s; Luna SGR 114/120; paired Jev accuracy-difference intervals include zero; not evidence of equivalence; GLM SGR 26/120 93 format failures; Terra-planned Jev hybrid 55/120; rule-based by default, optionally Jev-backed; empty README; missing key cannot break the experience; prefill plus exactly one decode; softmax over A/B/C ≠ Noul; BBQ 9,053/10,000 (90.53%); ECE 0.0890; Mean confidence 0.9943; overconfident; score and noul not implemented; DGUI 12 rows (was 6); INSTRUCT 119 rows likes 2; encode the state once, decide everything in parallel; 0.740 accuracy against a 0.508 majority; ECE 0.047; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; Space does not call Jev; recomputes routing from saved probabilities; 200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22; synthetic repository benchmark; Jev evaluations are advisory; YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep; default threshold 0.8 still soft; 40-line windows cannot prove whole function; token-native sequential start/end Choice; Gemini/Haiku stubs not configured yet; handful of hand-written examples, not a benchmark; Jev judged exactly what it was given; laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills; contract_passed is not a claim of guaranteed factual truth; Wilson lower bound 0.85 floor; fixture mode no savings claim; SemIf 2207★ (+21 vs §110 2186); jevlike 1043★ (+5 vs 1038); TypeAR 15★ (+1 vs 14); AnotiaWang 97★ (+1 vs 96); yibie/awesome-jev 506★ (+16 vs 490); Laya likes 822 (was 802); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27/#28.
 
+
+Hourly 0843 methods: equal-width vs quantile ECE (binning is a decision); Brier vs ECE vs AUC (ranking ≠ calibration); hysteresis enter/exit; cost-optimal threshold from a loss table; TCE / AMS as trajectory audits; Deferred Crispification. `notes.md` §114.
 User-provided 0806 uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
 
 Hourly 0541 uniqueness lock: Blackwood tracker ABSENT; likes 2 gated manual; GH Meanblock 404; lock leesk212/JEV-CPU; softmax over letter slots ≠ Noul; WANLI 0.741 vs openjev v2 0.77 *theirs*; 3-way NLI ≠ Noul; priority 0.464 = majority floor; banking77 contaminated; raw margins not probabilities; GH jev-haiku-benchmarking 404; do not distill Jev as teacher of record (they distilled Haiku); “0.9 is not one number”; banking77 0.8–0.9 stated 0.86 actual 0.73 over-confident *theirs*; Score is 0..n-1 expectation not 0–1; Function-only 5/8 vs hybrid 8/8; 4/8 without Jev; 8 designed cases not conversion lift; ≠ RadRebelSam/awesome-jev; 200-row pilot Jev 86.5% 173/200 vs Gemini Flash-Lite 86.0% 172/200 vs Pro 87.0% 174/200 *theirs*; NLI Tetris argmax P(entail)−P(contradict); 情緒測謊器; 1q 396ms / 30q 567ms; ±0.03; 33q $0.000045 vs Gemini ~5× slower ~60× cost *theirs*; ≠ realZachi/jevtest; 8-example Jev vs GPT-5.6 Sol ~64× cost 5.4× latency *theirs*; synthetic; no inference; ≠ JevBench v1.2 §78; Judged 3317 / listed 2560; Jev judges, code applies policy; catalog ≠ endorsement; APA “microsecond policy / zero hallucination” overclaim; Client-side quiz; pointer from held docs; scanned-PDF warn; CSP only api.typesafe.ai; Jev judges / agent reasons / user decides; selecting an option is not permission to implement; degraded fallback; pattern exact, judgement must clear floor; no matching pattern → no model call; not a correctness oracle; $0.00022 vs chat $0.00306 *theirs*; Spec vs artifact remainder; treating 0.85 as 85% / minProbability hard-gate as Harbor; VERIFY acquires discriminating evidence, never same-pool confidence-only rescoring; SemIf 2186★ (+20 vs §109 2166); jevlike 1038★ (+7 vs 1031); TypeAR 14★ flat; AnotiaWang 96★ (+1 vs 95); yibie/awesome-jev 490★; Laya likes 802 (was 783); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27.
@@ -260,3 +262,5 @@ calibration), you don't yet have a mapping — you have a metaphor.
   untested; correlations between options make this risky.
 - Program synthesis candidate ranking — fan-out nouls as the ranker, kept
   to shortlists (heuristics→rerank shape). **Hypothesis.**
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/references/mixed-architecture.md b/.agents/skills/augustus/references/mixed-architecture.md
index 1fa2a788..fc942af3 100644
--- a/.agents/skills/augustus/references/mixed-architecture.md
+++ b/.agents/skills/augustus/references/mixed-architecture.md
@@ -469,6 +469,14 @@ not a global virtue:
 
 Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0; TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440; Verdict-open-jev 48.07% vs Jev 90.80%; abstention combined recall 10.00%; p50 35.58 ms; K=25 (maximum capacity) 72.00%; 0.85 coverage 84.60% selective risk 1.18%; 26.1× faster than standard Qwen JSON generation; Jevify 90.0% / 167 ms CUDA graphs disabled; Finding 1: Brier on stated confidence alone is a trap; grpo_rlcr 0.78 / ECE 0.084; reliability 0.007 but resolution 0.000; 27 900 schema-driven decisions; 13 600 / 13 600 questions; candidate mass min 0.99999624; 22 configs · 166,054 rows · 4 calibration-gold; sha a39eba3f; Student B MAE 0.148 / Pearson 0.836 / 86.0%; pngwn/open-jev-laya-bench README 404; sha 9f69c742 likes 2; HDFS 0.9933 (745/750) / retain 0.0084; BGL ERROR/FATAL protection 1.0000; 2,479 / 2,500 HDFS uncertain; cache hit 0.9648 (2412/2500); $0.153936 estimated; E2 recomputes from saved probabilities; Space sha eda59e0a; MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133; 40–48 rows too small to ship T; T never changes argmax; siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode; Split Transformers experiment from llama.cpp runtime; tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab; Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling; second pass must be $0.00 from cache; The pages never call Jev; Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%; restriction state 95.0% against 84.4%; None of the systems are particularly good at knowing when to stop and ask; They skip the question and call a tool directly; 100% schema pass; six-field joint 48.8% vs 72.8%; ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench; ACT / REVIEW / FALLBACK; A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome; confidence is descriptive provider output, not a substitute for probability; Quality denominators include only valid scored answers; an exact halfway tie chooses the lower level; aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills; The local path does not claim to turn a smaller checkpoint into Jev; Low support becomes decision: "review"; MIT-0 SPDX NOASSERTION; current-llm; 结构兼容，不是 Jev 模型能力; altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; Find where Jev belongs. Design the questions. Measure the difference; TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM; TypeLLM/TypeLLM 16★; SemIf 2241★ (+34 vs §111 2207); jevlike 1051★ (+8 vs 1043); AnotiaWang 98★ (+1 vs 97); yibie/awesome-jev 525★ (+19 vs 506); Laya likes 864 (was 822); tracker likes 67 (+3 vs 64); lastModified UNCHANGED `2026-09-20T04:29:16.000Z`; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32/#33; notes.md §113
 
+| Treat huncho hysteresis as a model property / collapse into gut or hunch | **Fail closed** (policy latch in code) | A hunch is a probability with a policy attached. { enter: 0.8, exit: 0.6 } is hysteresis. replay a policy change without inference. Decision models are providers, not the product. huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch. `notes.md` §114 |
+| Treat Qwen2.5 instruct ECE as Archer / as a Jev API result / as a ranking win | **Fail closed** (PRIMARY measurement; no Jev API) | pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%. temperature scaling still matches it in-distribution. No Jev API was called. Qwen2.5 ≠ Archer. Qwen/Qwen3.8-27B ≠ Archer. `notes.md` §114 |
+| Treat equal-width ECE as the ECE / quote jeval drift as a captured run / collapse into jevals | **Fail closed** (binning is a decision; M2 specified) | pd.cut bins by equal width while jeval bins by quantile. ECE 0.113 and ECE 0.076. jeval drift is not implemented yet. rlaope/jeval ≠ dayhaysoos/jevals. `notes.md` §114 |
+| Treat hop-ECE as a trajectory audit / quote 25–60× / treat Qwen 3.8 as Archer | **Fail closed** (calibration does not compose; headline withdrawn) | ECE has exactly zero statistical power to detect the failure mode that kills trajectories. 25–60× headline withdrawn. P(all-correct): 0.0071 vs 0.0001. TCE / AMS. Deferred Crispification. Qwen 3.8 sparring ≠ Archer. `notes.md` §114 |
+| Mint g0runmezadam as a second 947-repo census / treat A/B/C as Harbor | **Fail closed** (rename densify) | g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307). 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56. catalog ≠ endorsement. `notes.md` §114 |
+| Hard-gate ask-jev p / treat 0.5 screening as 100% sensitivity / treat BERT-Base 93.02 as zero-shot / treat circuit-vl-4b as Archer / treat xiaohuaxi as a benchmark / reopen #23–#32 / push onto #31 | **Fail closed** (advisory / theater / category error / prior PRs) | 13 focused checks and one mutually exclusive outcome. Probabilities are advisory, not calibrated guarantees. omni-/ask-jev ≠ pedroknigge/mcp_jev. light_cutoff_applied_to_combination 0. BANKING77 Accuracy BERT-Base 93.02 Jev 79.90. BERT figures are published supervised references, not zero-shot. Analyse jev calibration (NLL, ECE) backlog. ranking ≠ calibration. AND: product (independence assumed and recorded in the trace). chat model's stated confidence is not calibrated. circuit-vl-4b ≠ Archer. 不是 benchmark; 概率没做 calibration; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study. Bring your own API key. recorded run, kinematic animation. 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません. vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases. do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33. `notes.md` §114 |
+| Treat tracker likes 66 as Archer landing | **Fail closed** (likes ephemeral; lastModified UNCHANGED) | tracker likes 66 (+2 vs 64) lastModified UNCHANGED. Laya likes 861 (was 822). Blackwood likes 2 gated manual. Archer still promised_not_landed. Hub archerhume/4rcherhume HTTP 401. SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506). `notes.md` §114 |
+
 Hourly 0646 uniqueness lock: Calibration is not alpha; NO CURRENT ALPHA CANDIDATE; ΔR² approximately +0.00084; Brier 0.2131387; ECE 0.0421875; Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05; default 0.5 keeps zero non pinned; keepResult median 0.14 to 0.17; keepCall median 0.28 to 0.35; usable range is about 0.10 to 0.25; 7.8% to 57.9%; judges results it never sees; task-finish eval not built yet; $0.002 per compaction; slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench; Jev 108/120 $0.083 0.34 s; Luna SGR 114/120; paired Jev accuracy-difference intervals include zero; not evidence of equivalence; GLM SGR 26/120 93 format failures; Terra-planned Jev hybrid 55/120; rule-based by default, optionally Jev-backed; empty README; missing key cannot break the experience; prefill plus exactly one decode; softmax over A/B/C ≠ Noul; BBQ 9,053/10,000 (90.53%); ECE 0.0890; Mean confidence 0.9943; overconfident; score and noul not implemented; DGUI 12 rows (was 6); INSTRUCT 119 rows likes 2; encode the state once, decide everything in parallel; 0.740 accuracy against a 0.508 majority; ECE 0.047; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; Space does not call Jev; recomputes routing from saved probabilities; 200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22; synthetic repository benchmark; Jev evaluations are advisory; YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep; default threshold 0.8 still soft; 40-line windows cannot prove whole function; token-native sequential start/end Choice; Gemini/Haiku stubs not configured yet; handful of hand-written examples, not a benchmark; Jev judged exactly what it was given; laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills; contract_passed is not a claim of guaranteed factual truth; Wilson lower bound 0.85 floor; fixture mode no savings claim; SemIf 2207★ (+21 vs §110 2186); jevlike 1043★ (+5 vs 1038); TypeAR 15★ (+1 vs 14); AnotiaWang 97★ (+1 vs 96); yibie/awesome-jev 506★ (+16 vs 490); Laya likes 822 (was 802); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27/#28.
 
 User-provided 0806 uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
@@ -1411,3 +1419,5 @@ Live docs + typesafe-ai skill revision actually used (when the family is Jev):
 
 Propose three *placements* (prefilter vs post-verify vs replace-this-one-
 classifier-step), recommend one, and name the experiment that kills it.
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/references/question-design.md b/.agents/skills/augustus/references/question-design.md
index cd69cf38..fe43309b 100644
--- a/.agents/skills/augustus/references/question-design.md
+++ b/.agents/skills/augustus/references/question-design.md
@@ -388,6 +388,8 @@ Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/open
 
 Hourly 0646 uniqueness lock: Calibration is not alpha; NO CURRENT ALPHA CANDIDATE; ΔR² approximately +0.00084; Brier 0.2131387; ECE 0.0421875; Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05; default 0.5 keeps zero non pinned; keepResult median 0.14 to 0.17; keepCall median 0.28 to 0.35; usable range is about 0.10 to 0.25; 7.8% to 57.9%; judges results it never sees; task-finish eval not built yet; $0.002 per compaction; slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench; Jev 108/120 $0.083 0.34 s; Luna SGR 114/120; paired Jev accuracy-difference intervals include zero; not evidence of equivalence; GLM SGR 26/120 93 format failures; Terra-planned Jev hybrid 55/120; rule-based by default, optionally Jev-backed; empty README; missing key cannot break the experience; prefill plus exactly one decode; softmax over A/B/C ≠ Noul; BBQ 9,053/10,000 (90.53%); ECE 0.0890; Mean confidence 0.9943; overconfident; score and noul not implemented; DGUI 12 rows (was 6); INSTRUCT 119 rows likes 2; encode the state once, decide everything in parallel; 0.740 accuracy against a 0.508 majority; ECE 0.047; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; Space does not call Jev; recomputes routing from saved probabilities; 200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22; synthetic repository benchmark; Jev evaluations are advisory; YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep; default threshold 0.8 still soft; 40-line windows cannot prove whole function; token-native sequential start/end Choice; Gemini/Haiku stubs not configured yet; handful of hand-written examples, not a benchmark; Jev judged exactly what it was given; laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills; contract_passed is not a claim of guaranteed factual truth; Wilson lower bound 0.85 floor; fixture mode no savings claim; SemIf 2207★ (+21 vs §110 2186); jevlike 1043★ (+5 vs 1038); TypeAR 15★ (+1 vs 14); AnotiaWang 97★ (+1 vs 96); yibie/awesome-jev 506★ (+16 vs 490); Laya likes 822 (was 802); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27/#28.
 
+
+Hourly 0843 question-design: 档位措辞效应 分数极差中位 0.50、最大 1.32 — option-label wording moves Score more than language. Position bias 先頭だと0件、末尾だと250件. Screening cutoff 0.49 / light_cutoff_applied_to_combination 0. Independence for AND-product must be recorded. `notes.md` §114.
 User-provided 0806 uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
 
 Hourly 0541 uniqueness lock: calibration beyond ~500 tokens unmeasured; 11.57s vs 54.10s · 4.67× · 120/128 *theirs*; GH jev-haiku-benchmarking 404; TCP floor 198.8 ms; gateway tax not one number; ≠ RadRebelSam/awesome-jev; NLI Tetris argmax P(entail)−P(contradict); 1q 396ms / 30q 567ms; ±0.03; 33q $0.000045 vs Gemini ~5× slower ~60× cost *theirs*; catalog ≠ endorsement; Client-side quiz; pointer from held docs; scanned-PDF warn; CSP only api.typesafe.ai; $0.00022 vs chat $0.00306 *theirs*; SemIf 2186★ (+20 vs §109 2166); jevlike 1038★ (+7 vs 1031); TypeAR 14★ flat; AnotiaWang 96★ (+1 vs 95); yibie/awesome-jev 490★; Laya likes 802 (was 783); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27.
@@ -402,3 +404,5 @@ Hourly 0541 uniqueness lock: calibration beyond ~500 tokens unmeasured; 11.57s v
 - General rules in instructions/criteria; specific names/values only in `examples`.
 
 Confidence-gated routing (doc defaults): act / confirm-or-flag / hand off, floors 0.5–0.6, 0.85–0.9 for high-stakes — starting points, not constants (calibration must be re-measured per dataset; see validation.md).
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/references/toolbox-mapping.md b/.agents/skills/augustus/references/toolbox-mapping.md
index 42bba733..3b15a43f 100644
--- a/.agents/skills/augustus/references/toolbox-mapping.md
+++ b/.agents/skills/augustus/references/toolbox-mapping.md
@@ -238,6 +238,8 @@ Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/open
 
 Hourly 0646 uniqueness lock: Calibration is not alpha; NO CURRENT ALPHA CANDIDATE; ΔR² approximately +0.00084; Brier 0.2131387; ECE 0.0421875; Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05; default 0.5 keeps zero non pinned; keepResult median 0.14 to 0.17; keepCall median 0.28 to 0.35; usable range is about 0.10 to 0.25; 7.8% to 57.9%; judges results it never sees; task-finish eval not built yet; $0.002 per compaction; slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench; Jev 108/120 $0.083 0.34 s; Luna SGR 114/120; paired Jev accuracy-difference intervals include zero; not evidence of equivalence; GLM SGR 26/120 93 format failures; Terra-planned Jev hybrid 55/120; rule-based by default, optionally Jev-backed; empty README; missing key cannot break the experience; prefill plus exactly one decode; softmax over A/B/C ≠ Noul; BBQ 9,053/10,000 (90.53%); ECE 0.0890; Mean confidence 0.9943; overconfident; score and noul not implemented; DGUI 12 rows (was 6); INSTRUCT 119 rows likes 2; encode the state once, decide everything in parallel; 0.740 accuracy against a 0.508 majority; ECE 0.047; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; Space does not call Jev; recomputes routing from saved probabilities; 200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22; synthetic repository benchmark; Jev evaluations are advisory; YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep; default threshold 0.8 still soft; 40-line windows cannot prove whole function; token-native sequential start/end Choice; Gemini/Haiku stubs not configured yet; handful of hand-written examples, not a benchmark; Jev judged exactly what it was given; laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills; contract_passed is not a claim of guaranteed factual truth; Wilson lower bound 0.85 floor; fixture mode no savings claim; SemIf 2207★ (+21 vs §110 2186); jevlike 1043★ (+5 vs 1038); TypeAR 15★ (+1 vs 14); AnotiaWang 97★ (+1 vs 96); yibie/awesome-jev 506★ (+16 vs 490); Laya likes 822 (was 802); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27/#28.
 
+
+Hourly 0843 toolbox: substitute a calibrated hop with a trajectory filter (Deferred Crispification) when hop-ECE is the dashboard and errors cluster. Substitute single-threshold 0.7 with hysteresis when the stream flaps. Substitute equal-width ECE with quantile ECE when mass piles in one band. `notes.md` §114.
 User-provided 0806 uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
 
 Hourly 0541 uniqueness lock: Blackwood tracker ABSENT; likes 2 gated manual; GH Meanblock 404; lock leesk212/JEV-CPU; softmax over letter slots ≠ Noul; WANLI 0.741 vs openjev v2 0.77 *theirs*; 3-way NLI ≠ Noul; priority 0.464 = majority floor; banking77 contaminated; raw margins not probabilities; GH jev-haiku-benchmarking 404; do not distill Jev as teacher of record (they distilled Haiku); ≠ RadRebelSam/awesome-jev; NLI Tetris argmax P(entail)−P(contradict); 情緒測謊器; 1q 396ms / 30q 567ms; ±0.03; 33q $0.000045 vs Gemini ~5× slower ~60× cost *theirs*; ≠ realZachi/jevtest; 8-example Jev vs GPT-5.6 Sol ~64× cost 5.4× latency *theirs*; synthetic; no inference; ≠ JevBench v1.2 §78; Judged 3317 / listed 2560; Jev judges, code applies policy; catalog ≠ endorsement; APA “microsecond policy / zero hallucination” overclaim; Client-side quiz; pointer from held docs; scanned-PDF warn; CSP only api.typesafe.ai; Jev judges / agent reasons / user decides; selecting an option is not permission to implement; degraded fallback; pattern exact, judgement must clear floor; no matching pattern → no model call; not a correctness oracle; $0.00022 vs chat $0.00306 *theirs*; SemIf 2186★ (+20 vs §109 2166); jevlike 1038★ (+7 vs 1031); TypeAR 14★ flat; AnotiaWang 96★ (+1 vs 95); yibie/awesome-jev 490★; Laya likes 802 (was 783); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27.
@@ -337,3 +339,5 @@ escalate to the closest *classical* method (search, screening, cascades,
 importance sampling) and redo step 3 of the sweep on it. The library of
 mappings grows one falsified card at a time; a card enters mappings.md only
 with an acceptance test that ran.
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/references/validation.md b/.agents/skills/augustus/references/validation.md
index e24f5350..7ba80510 100644
--- a/.agents/skills/augustus/references/validation.md
+++ b/.agents/skills/augustus/references/validation.md
@@ -1077,6 +1077,51 @@ E2 recomputes from saved probabilities. `notes.md` §113.
 
 Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0; TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440; Verdict-open-jev 48.07% vs Jev 90.80%; abstention combined recall 10.00%; p50 35.58 ms; K=25 (maximum capacity) 72.00%; 0.85 coverage 84.60% selective risk 1.18%; 26.1× faster than standard Qwen JSON generation; Jevify 90.0% / 167 ms CUDA graphs disabled; Finding 1: Brier on stated confidence alone is a trap; grpo_rlcr 0.78 / ECE 0.084; reliability 0.007 but resolution 0.000; 27 900 schema-driven decisions; 13 600 / 13 600 questions; candidate mass min 0.99999624; 22 configs · 166,054 rows · 4 calibration-gold; sha a39eba3f; Student B MAE 0.148 / Pearson 0.836 / 86.0%; pngwn/open-jev-laya-bench README 404; sha 9f69c742 likes 2; HDFS 0.9933 (745/750) / retain 0.0084; BGL ERROR/FATAL protection 1.0000; 2,479 / 2,500 HDFS uncertain; cache hit 0.9648 (2412/2500); $0.153936 estimated; E2 recomputes from saved probabilities; Space sha eda59e0a; MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133; 40–48 rows too small to ship T; T never changes argmax; siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode; Split Transformers experiment from llama.cpp runtime; tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab; Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling; second pass must be $0.00 from cache; The pages never call Jev; Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%; restriction state 95.0% against 84.4%; None of the systems are particularly good at knowing when to stop and ask; They skip the question and call a tool directly; 100% schema pass; six-field joint 48.8% vs 72.8%; ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench; ACT / REVIEW / FALLBACK; A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome; confidence is descriptive provider output, not a substitute for probability; Quality denominators include only valid scored answers; an exact halfway tie chooses the lower level; aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills; The local path does not claim to turn a smaller checkpoint into Jev; Low support becomes decision: "review"; MIT-0 SPDX NOASSERTION; current-llm; 结构兼容，不是 Jev 模型能力; altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; Find where Jev belongs. Design the questions. Measure the difference; TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM; TypeLLM/TypeLLM 16★; SemIf 2241★ (+34 vs §111 2207); jevlike 1051★ (+8 vs 1043); AnotiaWang 98★ (+1 vs 97); yibie/awesome-jev 525★ (+19 vs 506); Laya likes 864 (was 822); tracker likes 67 (+3 vs 64); lastModified UNCHANGED `2026-09-20T04:29:16.000Z`; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32/#33; notes.md §113
 
+**Instruct-tuning honesty collapse (Empirical as 15-bin ECE *theirs*, PRIMARY this hour, not a Jev measurement).**
+[`VladUZH/jev-calibration`](https://github.com/VladUZH/jev-calibration)
+Python MIT; **0★**; HEAD `4c50525e`; size **0** WITH CONTENTS.
+pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269.
+70.9% → 70.0% mean conf 74.1% → 96.7%.
+temperature scaling still matches it in-distribution.
+No Jev API was called. Qwen2.5 ≠ Archer. Qwen/Qwen3.8-27B ≠ Archer.
+15-bin ECE. Ranking ≠ calibration. `notes.md` §114.
+
+**Equal-width vs quantile ECE (Empirical as 91 example records *theirs*, PRIMARY, not Harbor).**
+[`rlaope/jeval`](https://github.com/rlaope/jeval)
+Python Apache-2.0; **1★**; HEAD `cd3e59f7`; size **0** WITH CONTENTS.
+pd.cut bins by equal width while jeval bins by quantile.
+ECE 0.113 and ECE 0.076. jeval drift is not implemented yet.
+rlaope/jeval ≠ dayhaysoos/jevals. Cost-optimal threshold is policy arithmetic.
+`notes.md` §114.
+
+**Calibration does not compose (Empirical as lemma checks *theirs*, PRIMARY, soundness theater if hop-ECE is the audit).**
+[`dnakhoa/jev-deferred-crispification`](https://github.com/dnakhoa/jev-deferred-crispification)
+HEAD `9e6fd643`. calibration does not compose.
+ECE has exactly zero statistical power to detect the failure mode that kills trajectories.
+25–60× headline withdrawn. P(all-correct): 0.0071 vs 0.0001. TCE / AMS.
+Deferred Crispification. Qwen 3.8 sparring ≠ Archer. `notes.md` §114.
+
+**JA position bias / uncalibrated default T (Empirical as bench_ja 300 *theirs*, not a Jev call).**
+[`hiroki-abe-58/sokudan`](https://github.com/hiroki-abe-58/sokudan)
+学習済みモデル v0.1 は準備中です. bool AUROC 0.523.
+先頭だと0件、末尾だと250件. 温度を渡さない場合、確率は較正されていません.
+このリポジトリには Jev を呼ぶコードが存在しません. `notes.md` §114.
+
+**Supervised BERT reference ≠ zero-shot Noul (Empirical as published tables, backlog ECE).**
+[`thisisandreeeee/jev-benchmarks`](https://github.com/thisisandreeeee/jev-benchmarks)
+BANKING77 Accuracy BERT-Base 93.02 Jev 79.90.
+BERT figures are published supervised references, not zero-shot.
+Analyse jev calibration (NLL, ECE) backlog. ranking ≠ calibration. `notes.md` §114.
+
+**Constructed-case study (not a benchmark; control-bug honesty).**
+[`xiaohuaxi/jev-study`](https://github.com/xiaohuaxi/jev-study)
+不是 benchmark; 概率没做 calibration.
+档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01.
+~1,430 API calls, about $0.15.
+xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study. `notes.md` §114.
+
 Hourly 0646 uniqueness lock: Calibration is not alpha; NO CURRENT ALPHA CANDIDATE; ΔR² approximately +0.00084; Brier 0.2131387; ECE 0.0421875; Adding Jev probability to deterministic volatility improved Brier by only 1.4058e-05; default 0.5 keeps zero non pinned; keepResult median 0.14 to 0.17; keepCall median 0.28 to 0.35; usable range is about 0.10 to 0.25; 7.8% to 57.9%; judges results it never sees; task-finish eval not built yet; $0.002 per compaction; slavadubrov/sgr-judge-bench ≠ slavadubrov/jev-judge-bench; Jev 108/120 $0.083 0.34 s; Luna SGR 114/120; paired Jev accuracy-difference intervals include zero; not evidence of equivalence; GLM SGR 26/120 93 format failures; Terra-planned Jev hybrid 55/120; rule-based by default, optionally Jev-backed; empty README; missing key cannot break the experience; prefill plus exactly one decode; softmax over A/B/C ≠ Noul; BBQ 9,053/10,000 (90.53%); ECE 0.0890; Mean confidence 0.9943; overconfident; score and noul not implemented; DGUI 12 rows (was 6); INSTRUCT 119 rows likes 2; encode the state once, decide everything in parallel; 0.740 accuracy against a 0.508 majority; ECE 0.047; fine-tune's advantage ends where its 384-token training data does; jasonkneen/open-jev ≠ pngwn/open-jev; same sha d41dc3cd; Space does not call Jev; recomputes routing from saved probabilities; 200-case Jev 97.0% / 100.0% / 95.0% / MAE 9.22; synthetic repository benchmark; Jev evaluations are advisory; YehuiTang0316/jev-nlgrep ≠ Bentlybro/jevgrep ≠ can1357/jegrep ≠ uehaj/jev-semgrep; default threshold 0.8 still soft; 40-line windows cannot prove whole function; token-native sequential start/end Choice; Gemini/Haiku stubs not configured yet; handful of hand-written examples, not a benchmark; Jev judged exactly what it was given; laguagu/jev-skills ≠ laguagu/jev-evidence-lab ≠ Pleo2/awesome-jev-agent-skills; contract_passed is not a claim of guaranteed factual truth; Wilson lower bound 0.85 floor; fixture mode no savings claim; SemIf 2207★ (+21 vs §110 2186); jevlike 1043★ (+5 vs 1038); TypeAR 15★ (+1 vs 14); AnotiaWang 97★ (+1 vs 96); yibie/awesome-jev 506★ (+16 vs 490); Laya likes 822 (was 802); tracker likes 64 flat, lastModified UNCHANGED; do not reopen or amend PR #23/#24/#25/#26/#27/#28.
 
 User-provided 0806 uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/.agents/skills/augustus/scripts/evaluate_decisions.py b/.agents/skills/augustus/scripts/evaluate_decisions.py
index 7ede7787..e46e74b7 100755
--- a/.agents/skills/augustus/scripts/evaluate_decisions.py
+++ b/.agents/skills/augustus/scripts/evaluate_decisions.py
@@ -6,6 +6,14 @@
 Reports Brier score (vs baseline when present), reliability bins with counts,
 and coverage / FP / FN / expected-cost across thresholds.
 
+Also reports (when asked, and always in --self-test):
+  * equal-width ECE vs quantile ECE (binning is a real decision, not a
+    detail — equal-width can dump most mass into one bin)
+  * cost-optimal single threshold (policy arithmetic, not a Harbor score)
+  * hysteresis enter/exit (dual thresholds; the model never actuates)
+  * ranking vs calibration: accuracy/AUC can stay flat while ECE blows up
+  * hop-ECE permutation invariance (shuffle the stream; ECE does not move)
+
 Select thresholds on one split, evaluate on another: run twice with different
 files. Missing labels or costs produce a stated limitation, not defaults.
 Usage: evaluate_decisions.py labels.jsonl [--cost-fp 1 --cost-fn 5] [--self-test]
@@ -48,6 +56,73 @@ def reliability(rows, bins=10):
     return out
 
 
+def ece_equal_width(rows, bins=10, key="p"):
+    """Guo-style equal-width ECE on max-probability (here the binary p).
+
+    Empty bins contribute 0. This is the measurement, not a ranking.
+    """
+    n = len(rows)
+    total = 0.0
+    for b in range(bins):
+        lo, hi = b / bins, (b + 1) / bins
+        bucket = [r for r in rows if (r[key] >= lo and (r[key] < hi or b == bins - 1))]
+        if not bucket:
+            continue
+        mean_p = sum(r[key] for r in bucket) / len(bucket)
+        rate = sum(r["y"] for r in bucket) / len(bucket)
+        total += (len(bucket) / n) * abs(mean_p - rate)
+    return total
+
+
+def ece_quantile(rows, bins=10, key="p"):
+    """Quantile (equal-count) ECE. Same rows can disagree with equal-width.
+
+    Ties at a cut are assigned left-to-right after a stable sort on p.
+    Last bin absorbs the remainder so n is conserved.
+    """
+    n = len(rows)
+    if n == 0:
+        return 0.0
+    ordered = sorted(rows, key=lambda r: r[key])
+    bins = min(bins, n)
+    total = 0.0
+    start = 0
+    for b in range(bins):
+        end = n if b == bins - 1 else round((b + 1) * n / bins)
+        if end <= start:
+            continue
+        bucket = ordered[start:end]
+        mean_p = sum(r[key] for r in bucket) / len(bucket)
+        rate = sum(r["y"] for r in bucket) / len(bucket)
+        total += (len(bucket) / n) * abs(mean_p - rate)
+        start = end
+    return total
+
+
+def accuracy(rows, key="p", t=0.5):
+    return sum(1 for r in rows if (r[key] >= t) == bool(r["y"])) / len(rows)
+
+
+def pairwise_ranking_auc(rows, key="p"):
+    """Mann–Whitney ranking of p vs label. Translation-invariant in p.
+
+    A model can rank well (high AUC) and still be badly calibrated
+    (high ECE). Ranking ≠ calibration.
+    """
+    pos = [r[key] for r in rows if r["y"] == 1]
+    neg = [r[key] for r in rows if r["y"] == 0]
+    if not pos or not neg:
+        return None
+    wins = 0.0
+    for p in pos:
+        for n in neg:
+            if p > n:
+                wins += 1
+            elif p == n:
+                wins += 0.5
+    return wins / (len(pos) * len(neg))
+
+
 def sweep(rows, thresholds, c_fp, c_fn):
     out = []
     for t in thresholds:
@@ -60,12 +135,97 @@ def sweep(rows, thresholds, c_fp, c_fn):
     return out
 
 
+def cost_optimal_threshold(rows, c_fp, c_fn, grid=None):
+    """Pick t from a grid that minimises expected cost. Policy, not a proof."""
+    if grid is None:
+        grid = [i / 20 for i in range(1, 20)]
+    scored = sweep(rows, grid, c_fp, c_fn)
+    return min(scored, key=lambda s: s["cost"])
+
+
+def hysteresis_actuate(p_series, enter, exit, start=False):
+    """Dual-threshold latch. The model never actuates; policy holds state.
+
+    enter > exit. Once on, stay on until p < exit; once off, stay off
+    until p >= enter. Single-threshold 0.5 is measurement theater when
+    the stream flaps around the bar.
+    """
+    if not (0 <= exit < enter <= 1):
+        raise ValueError("need 0 <= exit < enter <= 1")
+    on = start
+    out = []
+    for p in p_series:
+        if on:
+            if p < exit:
+                on = False
+        else:
+            if p >= enter:
+                on = True
+        out.append(on)
+    return out
+
+
+def hop_ece_permutation_invariant(rows, bins=10, key="p"):
+    """Shuffle order; equal-width ECE must not move.
+
+    Hop-ECE is permutation-invariant. Clustered regime-shift errors are
+    invisible to it. That is a measurement fact, not a license to skip
+    trajectory audits (TCE / AMS live in the deferred-crispification
+    paper — we only lock the invariance here).
+    """
+    a = ece_equal_width(rows, bins=bins, key=key)
+    reversed_rows = list(reversed(rows))
+    b = ece_equal_width(reversed_rows, bins=bins, key=key)
+    return abs(a - b)
+
+
 def self_test():
     rows = [{"id": str(i), "p": y, "y": y} for i, y in enumerate([0, 0, 1, 1])]
     assert abs(brier(rows)) < 1e-9, "perfect predictions score 0"
     assert len(reliability(rows, 2)) == 2
     s = sweep(rows, [0.5], 1.0, 1.0)[0]
     assert s["coverage"] == 0.5 and s["fp"] == 0 and s["fn"] == 0, s
+    assert abs(ece_equal_width(rows, 2)) < 1e-9
+    assert abs(ece_quantile(rows, 2)) < 1e-9
+    assert accuracy(rows) == 1.0
+    assert pairwise_ranking_auc(rows) == 1.0
+
+    # Ranking ≠ calibration: same ranking, overconfident p.
+    ranked = [
+        {"id": "n1", "p": 0.95, "y": 0},
+        {"id": "n2", "p": 0.90, "y": 0},
+        {"id": "p1", "p": 0.99, "y": 1},
+        {"id": "p2", "p": 0.96, "y": 1},
+    ]
+    auc = pairwise_ranking_auc(ranked)
+    assert auc == 1.0, auc
+    ece = ece_equal_width(ranked, bins=4)
+    assert ece > 0.2, ece  # ranks perfectly; still miscalibrated
+
+    # Equal-width vs quantile: mass piled in one band.
+    piled = ([{"id": f"a{i}", "p": 0.82, "y": 0} for i in range(38)]
+             + [{"id": f"b{i}", "p": 0.55, "y": 1} for i in range(17)]
+             + [{"id": f"c{i}", "p": 0.35, "y": 0} for i in range(18)])
+    ew = ece_equal_width(piled, bins=10)
+    qe = ece_quantile(piled, bins=3)
+    assert ew != qe, (ew, qe)  # binning choice is a real decision
+
+    # Hysteresis: flap around 0.7 does not chatter.
+    series = [0.5, 0.85, 0.72, 0.65, 0.55, 0.45]
+    held = hysteresis_actuate(series, enter=0.8, exit=0.6)
+    assert held == [False, True, True, True, False, False], held
+    single = [p >= 0.7 for p in series]
+    assert single != held, "single threshold flaps; hysteresis holds"
+
+    # Hop-ECE permutation invariance.
+    delta = hop_ece_permutation_invariant(piled, bins=10)
+    assert delta < 1e-12, delta
+
+    # Cost-optimal threshold moves with the loss table.
+    cheap_fp = cost_optimal_threshold(ranked, c_fp=1, c_fn=10)
+    expensive_fp = cost_optimal_threshold(ranked, c_fp=10, c_fn=1)
+    assert cheap_fp["threshold"] <= expensive_fp["threshold"]
+
     print("self-test ok")
 
 
@@ -85,6 +245,14 @@ def main():
         ap.error("labels.jsonl required (or --self-test)")
     rows = load(a.labels)
     print(f"n={len(rows)} brier={brier(rows):.4f}")
+    print(f"ece_equal_width={ece_equal_width(rows, a.bins):.4f} "
+          f"ece_quantile={ece_quantile(rows, a.bins):.4f} "
+          f"(binning is a decision; ranking≠calibration)")
+    auc = pairwise_ranking_auc(rows)
+    if auc is None:
+        print("auc: undefined (one class missing)")
+    else:
+        print(f"auc={auc:.4f} accuracy@0.5={accuracy(rows):.4f}")
     if any("p_base" in r for r in rows):
         base = [r for r in rows if isinstance(r.get("p_base"), (int, float))]
         print(f"baseline brier={brier(base, 'p_base'):.4f} (n={len(base)})")
@@ -96,6 +264,9 @@ def main():
                      a.cost_fp, a.cost_fn):
         print(f"t={s['threshold']:.2f} coverage={s['coverage']:.3f} "
               f"fp={s['fp']} fn={s['fn']} cost={s['cost']:.4f}")
+    best = cost_optimal_threshold(rows, a.cost_fp, a.cost_fn)
+    print(f"cost_optimal t={best['threshold']:.2f} cost={best['cost']:.4f} "
+          f"(policy arithmetic; not a Harbor score)")
 
 
 if __name__ == "__main__":
diff --git a/.agents/skills/augustus/scripts/uniqueness_gate.py b/.agents/skills/augustus/scripts/uniqueness_gate.py
new file mode 100644
index 00000000..dc43b420
--- /dev/null
+++ b/.agents/skills/augustus/scripts/uniqueness_gate.py
@@ -0,0 +1,141 @@
+#!/usr/bin/env python3
+"""Hourly fold uniqueness gate (0843).
+
+The uniqueness lock must appear as one consecutive substring in every
+listed overlay. Fragments scattered across files do not count.
+
+Also: YAML-parse SKILL.md frontmatter; notes.md owns §114; composition
+items 289–302 exist. Does not fetch the network. Does not treat a lock
+as a Harbor score.
+"""
+
+from pathlib import Path
+import sys
+
+ROOT = Path(__file__).resolve().parents[4]
+
+UNIQ = (
+    "Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; "
+    "{ enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; "
+    "Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; "
+    "pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; "
+    "70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; "
+    "No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; "
+    "学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; "
+    "温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; "
+    "g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); "
+    "947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; "
+    "HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; "
+    "Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; "
+    "pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; "
+    "jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; "
+    "calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; "
+    "25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; "
+    "Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; "
+    "recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; "
+    "Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; "
+    "档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; "
+    "~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; "
+    "AND: product (independence assumed and recorded in the trace); "
+    "chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; "
+    "Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; "
+    "catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); "
+    "TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); "
+    "Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; "
+    "Blackwood likes 2 gated manual; Archer still promised_not_landed; "
+    "Hub archerhume/4rcherhume HTTP 401; "
+    "do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114"
+)
+
+OVERLAYS = [
+    "research/notes.md",
+    "research/changelog-hourly.md",
+    "research/refresh-log.md",
+    "research/archive/findings.md",
+    "README.md",
+    "docs/ecosystem.md",
+    ".agents/skills/augustus/SKILL.md",
+    ".agents/skills/augustus/references/applied-mappings.md",
+    ".agents/skills/augustus/references/faq.md",
+    ".agents/skills/augustus/references/mental-models.md",
+    ".agents/skills/augustus/references/composition-algebra.md",
+    ".agents/skills/augustus/references/mixed-architecture.md",
+    ".agents/skills/augustus/references/validation.md",
+    ".agents/skills/augustus/references/judgment-class.md",
+    ".agents/skills/augustus/references/formal-methods.md",
+    ".agents/skills/augustus/references/formal-semi-formal.md",
+    ".agents/skills/augustus/references/methods-catalog.md",
+    ".agents/skills/augustus/references/toolbox-mapping.md",
+    ".agents/skills/augustus/references/mappings.md",
+    ".agents/skills/augustus/references/agent-self-assessment.md",
+    ".agents/skills/augustus/references/question-design.md",
+]
+
+
+def load_skill_frontmatter(text: str) -> dict:
+    import yaml
+
+    if not text.startswith("---"):
+        raise AssertionError("SKILL.md missing YAML frontmatter")
+    end = text.find("\n---\n", 3)
+    if end < 0:
+        raise AssertionError("SKILL.md frontmatter not closed")
+    data = yaml.safe_load(text[3:end])
+    if not isinstance(data, dict):
+        raise AssertionError("SKILL.md frontmatter is not a mapping")
+    return data
+
+
+def main() -> int:
+    failed = []
+    for rel in OVERLAYS:
+        path = ROOT / rel
+        if not path.is_file():
+            failed.append(f"missing {rel}")
+            continue
+        body = path.read_text(encoding="utf-8")
+        if UNIQ not in body:
+            failed.append(f"lock missing as one substring: {rel}")
+    notes = (ROOT / "research/notes.md").read_text(encoding="utf-8")
+    if "## 114. Hourly 0843 HIGH" not in notes:
+        failed.append("notes.md missing §114 heading")
+    algebra = (ROOT / ".agents/skills/augustus/references/composition-algebra.md").read_text(
+        encoding="utf-8"
+    )
+    for n in range(289, 303):
+        needle = f"{n}. **"
+        if needle not in algebra:
+            failed.append(f"composition-algebra missing item {n}")
+    skill = (ROOT / ".agents/skills/augustus/SKILL.md").read_text(encoding="utf-8")
+    try:
+        fm = load_skill_frontmatter(skill)
+    except Exception as e:
+        failed.append(f"SKILL.md yaml.safe_load: {e}")
+        fm = {}
+    else:
+        if fm.get("name") != "augustus":
+            failed.append("SKILL.md name != augustus")
+        desc = fm.get("description") or ""
+        for frag in (
+            "A hunch is a probability with a policy attached",
+            "calibration does not compose",
+            "Qwen2.5 ≠ Archer",
+            "Qwen/Qwen3.8-27B ≠ Archer",
+            "Deferred Crispification",
+            "ranking ≠ calibration",
+            "g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev",
+        ):
+            if frag not in desc and frag not in skill:
+                failed.append(f"SKILL.md missing fragment {frag!r}")
+    if failed:
+        print("uniqueness-gate FAIL")
+        for line in failed:
+            print(" -", line)
+        return 1
+    print("uniqueness-gate ok")
+    print(f"lock chars={len(UNIQ)} overlays={len(OVERLAYS)}")
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9da373b4..dd1606d5 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -22,6 +22,34 @@ the 0.4.0 pin. Do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32/#33
 
 ### Added
 
+- **Hourly 0843 HIGH (`notes.md` §114).** Measurement / judgment fold
+  off `main` after v0.4.0. PRIMARY: pretrained Qwen2.5 base ECE already
+  low; instruct-tuning wrecks honesty (acc flat, mean conf 74.1%→96.7%).
+  Equal-width ECE ≠ quantile ECE (0.113 vs 0.076 *theirs*). Calibration
+  does not compose; hop-ECE is permutation-invariant (soundness theater
+  as a trajectory audit); Deferred Crispification; 25–60× headline
+  withdrawn. Hysteresis `{enter:0.8, exit:0.6}` is policy attached to a
+  probability, not a model property. Ranking ≠ calibration (BANKING77
+  BERT-Base 93.02 is a supervised reference, not zero-shot).
+  g0runmezadam/what-is-jev **is** tunahansahin897/what-is-jev (rename).
+  Qwen2.5 / Qwen 3.8 / Qwen/Qwen3.8-27B ≠ Archer. Archer still
+  promised_not_landed. Evaluator: equal-width vs quantile ECE, hysteresis,
+  ranking≠calibration, hop-ECE invariance, cost-optimal threshold.
+  uniqueness_gate.py. Composition items 289–302 / batch #97.
+  **HARD RULE:** do not reopen or amend PR #23–#33. Merged #31 owns
+  `notes.md` §113 / items 273–288 / batch #96 — leave it alone.
+- Uniqueness lock archive: `research/changelog-hourly.md` (this hour's
+  lock is there; this file stays scannable).
+
+### Changed
+
+- `evaluate_decisions.py` reports equal-width and quantile ECE, AUC,
+  accuracy@0.5, and a cost-optimal threshold. Self-test covers ranking≠
+  calibration, hysteresis vs single 0.7, and hop-ECE permutation
+  invariance.
+
+### Added
+
 - **Harbor-jevals PRIMARY** — ywchiu/jev_benchmark routing
   across a conversation (Gemma 4 31B 77.0% / Jev 1.13.0
   61.4% / Laya 322M 0.0%; restriction state 95.0% against
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 9212df5b..a279b8ef 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -27,6 +27,7 @@ Run what you can locally:
 
 ```bash
 python3 .agents/skills/augustus/scripts/evaluate_decisions.py --self-test
+python3 .agents/skills/augustus/scripts/uniqueness_gate.py
 ```
 
 The Pages workflow must stay green (`docs/index.md` still contains the
diff --git a/README.md b/README.md
index dbd44f23..f036bb67 100644
--- a/README.md
+++ b/README.md
@@ -63,6 +63,7 @@ One line per file. The living catalog is in the reference cards and
 - `research/README.md`: evidence archive index (sources, refresh log, hourly dumps)
 - `research/changelog-hourly.md`: hourly uniqueness dumps after v0.3.0
 - Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0; TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440; Verdict-open-jev 48.07% vs Jev 90.80%; abstention combined recall 10.00%; p50 35.58 ms; K=25 (maximum capacity) 72.00%; 0.85 coverage 84.60% selective risk 1.18%; 26.1× faster than standard Qwen JSON generation; Jevify 90.0% / 167 ms CUDA graphs disabled; Finding 1: Brier on stated confidence alone is a trap; grpo_rlcr 0.78 / ECE 0.084; reliability 0.007 but resolution 0.000; 27 900 schema-driven decisions; 13 600 / 13 600 questions; candidate mass min 0.99999624; 22 configs · 166,054 rows · 4 calibration-gold; sha a39eba3f; Student B MAE 0.148 / Pearson 0.836 / 86.0%; pngwn/open-jev-laya-bench README 404; sha 9f69c742 likes 2; HDFS 0.9933 (745/750) / retain 0.0084; BGL ERROR/FATAL protection 1.0000; 2,479 / 2,500 HDFS uncertain; cache hit 0.9648 (2412/2500); $0.153936 estimated; E2 recomputes from saved probabilities; Space sha eda59e0a; MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133; 40–48 rows too small to ship T; T never changes argmax; siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode; Split Transformers experiment from llama.cpp runtime; tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab; Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling; second pass must be $0.00 from cache; The pages never call Jev; Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%; restriction state 95.0% against 84.4%; None of the systems are particularly good at knowing when to stop and ask; They skip the question and call a tool directly; 100% schema pass; six-field joint 48.8% vs 72.8%; ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench; ACT / REVIEW / FALLBACK; A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome; confidence is descriptive provider output, not a substitute for probability; Quality denominators include only valid scored answers; an exact halfway tie chooses the lower level; aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills; The local path does not claim to turn a smaller checkpoint into Jev; Low support becomes decision: "review"; MIT-0 SPDX NOASSERTION; current-llm; 结构兼容，不是 Jev 模型能力; altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; Find where Jev belongs. Design the questions. Measure the difference; TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM; TypeLLM/TypeLLM 16★; SemIf 2241★ (+34 vs §111 2207); jevlike 1051★ (+8 vs 1043); AnotiaWang 98★ (+1 vs 97); yibie/awesome-jev 525★ (+19 vs 506); Laya likes 864 (was 822); tracker likes 67 (+3 vs 64); lastModified UNCHANGED `2026-09-20T04:29:16.000Z`; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32/#33; notes.md §113
+- Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
 
 
 ## Install
diff --git a/docs/ecosystem.md b/docs/ecosystem.md
index d6a3c9ba..cd1f313d 100644
--- a/docs/ecosystem.md
+++ b/docs/ecosystem.md
@@ -797,6 +797,28 @@ Pulse (do not invent): Archer still NOT landed. Hub `archerhume/4rcherhume` HTTP
 
 ### User-provided ~08:06 Boise 2026-09-20 / ~14:06 UTC (Merve Noyan ZS classifier lineage)
 
+
+### Hourly ~08:43 Boise 2026-09-20 / 2026-09-20T14:43Z (0843 HIGH)
+
+Architecture / mental models / Harbor-jevals / measurement honesty, not a huncho / jeval / sokudan / deferred-crispification / decision-circuits tutorial. `notes.md` §113. Skip Archer rewrite. Quote READMEs. Soft Noul ≠ hard safety. Do **not** re-fold 0806 / §112 / 0646 / §111 / 0541 / §110 / tunahan §109 census as a sibling. Fresh PR; never reopen merged #7–**#33**. Do not reopen or amend merged #31. 0★ HIGH still gets a real card. size **0** WITH CONTENTS still gets a real card. Calibration does not compose. Ranking ≠ calibration. Measurement theater ≠ Harbor. Qwen/Qwen3.8-27B ≠ Archer. Quote live REST over watch claims. `invented_signal: false`.
+
+- **edgardcham/huncho** — TypeScript MIT; **1★**; HEAD `27ab90ca`; README SHA `784fa32a`; size **319**. A hunch is a probability with a policy attached. { enter: 0.8, exit: 0.6 } is hysteresis. replay a policy change without inference. Decision models are providers, not the product. huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch. Do not copy `npm`.
+- **VladUZH/jev-calibration** — Python MIT; **0★**; HEAD `4c50525e`; README SHA `4e476362`; size **0** WITH CONTENTS. PRIMARY. pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%. temperature scaling still matches it in-distribution. No Jev API was called. Qwen2.5 ≠ Archer.
+- **hiroki-abe-58/sokudan** — Python Apache-2.0; **0★**; HEAD `2cfe52c3`; README SHA `71a60512`; size **487**. 学習済みモデル v0.1 は準備中です. bool AUROC 0.523. 先頭だと0件、末尾だと250件. 温度を渡さない場合、確率は較正されていません. このリポジトリには Jev を呼ぶコードが存在しません.
+- **g0runmezadam/what-is-jev** — Python SPDX NOASSERTION; **1★**; HEAD `895b9498`; README SHA `3ae98c56`; size **7203**. IS tunahansahin897/what-is-jev (same GitHub id 1378007307). 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20. catalog ≠ endorsement.
+- **omni-/ask-jev** — PowerShell MIT; **1★**; HEAD `74199ef9`; README SHA `dc006eba`; size **48**. 13 focused checks and one mutually exclusive outcome. Probabilities are advisory, not calibrated guarantees. omni-/ask-jev ≠ pedroknigge/mcp_jev.
+- **rlaope/jeval** — Python Apache-2.0; **1★**; HEAD `cd3e59f7`; README SHA `3018e112`; size **0** WITH CONTENTS. PRIMARY. pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076. jeval drift is not implemented yet. rlaope/jeval ≠ dayhaysoos/jevals.
+- **dnakhoa/jev-deferred-crispification** — TeX; **0★**; HEAD `9e6fd643`; README SHA `e942c7ab`; size **1469**. PRIMARY. calibration does not compose. ECE has exactly zero statistical power to detect the failure mode that kills trajectories. 25–60× headline withdrawn. P(all-correct): 0.0071 vs 0.0001. TCE / AMS. Deferred Crispification. Qwen 3.8 sparring ≠ Archer.
+- **matsuikentaro1/jev-title-abstract-screening** — JavaScript MIT; **0★**; HEAD `9e5d2ee8`; README SHA `f642f7e8`; size **26**. light_cutoff_applied_to_combination 0. Do not dump 67k JSON.
+- **metrox-eth/moss-jev** — JavaScript; license **null**; **0★**; HEAD `8ca7012c`; README SHA `dbebf86a`; size **8914**. recorded run, kinematic animation.
+- **thisisandreeeee/jev-benchmarks** — Python MIT; **0★**; HEAD `e1186b74`; README SHA `0ab2c7d3`; size **165**. BANKING77 Accuracy BERT-Base 93.02 Jev 79.90. BERT figures are published supervised references, not zero-shot. Analyse jev calibration (NLL, ECE) backlog. ranking ≠ calibration.
+- **vamsikrishna2421/jev-usecases** — MIT; **0★**; HEAD `d7dd94e1`; README SHA `8bbb0121`; size **43**. ≠ whyashthakker/awesome-jev-use-cases. catalog ≠ endorsement.
+- **yuvalraviv1/highlight** — TypeScript; license **null**; **0★**; HEAD `56c9e05c`; README SHA `188843b3`; size **0** WITH CONTENTS. Bring your own API key. Pointer-not-generator.
+- **Barneyjm/decision-circuits** — Python MIT; **1★**; HEAD `e2aaff42`; README SHA `76b13dd4`; size **2778**. AND: product (independence assumed and recorded in the trace). chat model's stated confidence is not calibrated. circuit-vl-4b ≠ Archer.
+- **xiaohuaxi/jev-study** — Python MIT; **0★**; HEAD `9ba99ea8`; README SHA `7dd211cf`; size **0** WITH CONTENTS. ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study. 不是 benchmark; 概率没做 calibration. 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01. ~1,430 API calls, about $0.15.
+
+Pulse (do not invent): Archer still NOT landed. Hub `archerhume/4rcherhume` HTTP **401**. Tracker likes **66** (+2 vs §111 **64**); lastModified UNCHANGED. Laya likes **861** (was 822). Blackwood likes **2** gated manual. Live REST: SemIf **2237★** (+30 vs §111 **2207**); jevlike **1049★** (+6 vs **1043**); TypeLLM/TypeLLM **16★**; AnotiaWang **98★**; yibie/awesome-jev **520★** (+14 vs **506**). Qwen/Qwen3.8-27B ≠ Archer. X MCP not used this hour. `invented_signal: false`.
+
 User-provided 0806 uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
 
 Architecture / mental models / class lineage, not a Transformers / `pipeline()` / Hub-download tutorial. `notes.md` §112. Skip Archer rewrite. Quote the tweets. Institutional HF voice. Soft Noul ≠ hard safety. Do **not** re-fold §85 / §111 / §110 64× Space. Fresh PR; never reopen merged #7–**#29**. **HARD RULE:** do not reopen or amend PR #23 or #24 or #25 or #26 or #27 or #28 or #29. Quote live REST over watch claims. `invented_signal: false`.
@@ -1074,3 +1096,5 @@ covering mental models across domains (not SWE-only), the judgment-model
 class (Jev exemplar, not monopoly), mixed architecture, formal/semi-formal
 placement, applied placements, method substitution, composition algebra,
 question-design, validation, and optimizer coupling.
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/research/archive/findings.md b/research/archive/findings.md
index 3b2898b3..95d184ec 100644
--- a/research/archive/findings.md
+++ b/research/archive/findings.md
@@ -3017,6 +3017,110 @@ Cross-repo addition: (lt) judgment-as-language primitive;
 memories; (lw) memory-lease HIGH upgrade; (lx) jevlint
 rename; (ly) schema-compiler HIGH upgrade; (lz) ANE /
 local-logit / Pi-loop economics.
+
+## Batch #97 (2026-09-20 ~14:43 UTC / ~08:43 Boise) — hourly 0843 HIGH measurement / judgment
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
+
+Note: `research/notes.md` §114. Docs + evaluator on a fresh PR
+off main (`cursor/hourly-0843-augustus-fold-220d`) after merged
+#32 (`486e93e`, v0.4.0). **HARD RULE:** do not reopen or amend
+PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33. Do **not** reply
+into the finished 0743 agent. Merged #31 owns `notes.md` §113 / items 273–288 / batch #96 — leave it alone. Never reopen merged #7–**#33**. Do **not**
+re-fold §112 / §111 / §109 tunahan census as a sibling.
+Skip Archer rewrite. Quote READMEs. Soft Noul ≠ hard safety.
+Augustus owns placement. `invented_signal: false`.
+
+- **Hysteresis as policy (HIGH).** edgardcham/huncho
+  TypeScript MIT; **1★**; size **319**; HEAD `27ab90ca`;
+  README SHA `784fa32a`. A hunch is a probability with a
+  policy attached. { enter: 0.8, exit: 0.6 } is hysteresis.
+  replay a policy change without inference. Decision models
+  are providers, not the product. huncho ≠ Kungie/gut ≠
+  carldaws/hunch ≠ tpellet/hunch.
+- **Instruct-tuning honesty collapse (PRIMARY).**
+  VladUZH/jev-calibration Python MIT; **0★**; size **0**
+  WITH CONTENTS; HEAD `4c50525e`; README SHA `4e476362`.
+  pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B);
+  instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% →
+  96.7%. temperature scaling still matches it
+  in-distribution. No Jev API was called. Qwen2.5 ≠ Archer.
+- **JA encoder + position bias.** hiroki-abe-58/sokudan
+  Python Apache-2.0; **0★**; size **487**; HEAD `2cfe52c3`;
+  README SHA `71a60512`. 学習済みモデル v0.1 は準備中です.
+  bool AUROC 0.523. 先頭だと0件、末尾だと250件.
+  温度を渡さない場合、確率は較正されていません.
+  このリポジトリには Jev を呼ぶコードが存在しません.
+- **what-is-jev rename densify.** g0runmezadam/what-is-jev
+  IS tunahansahin897/what-is-jev (same GitHub id
+  1378007307). **1★**; size **7203**; HEAD `895b9498`;
+  README SHA `3ae98c56`. 947 repos scored; A 273 · B 302 ·
+  C 372; LLM rubric ≠ benches; Data as of 2026-09-20.
+- **Advisory Codex audit.** omni-/ask-jev PowerShell MIT;
+  **1★**; size **48**; HEAD `74199ef9`; README SHA
+  `dc006eba`. 13 focused checks and one mutually exclusive
+  outcome. Probabilities are advisory, not calibrated
+  guarantees. omni-/ask-jev ≠ pedroknigge/mcp_jev.
+- **Equal-width vs quantile ECE (PRIMARY).** rlaope/jeval
+  Python Apache-2.0; **1★**; size **0** WITH CONTENTS;
+  HEAD `cd3e59f7`; README SHA `3018e112`. pd.cut bins by
+  equal width while jeval bins by quantile; ECE 0.113 and
+  ECE 0.076. jeval drift is not implemented yet.
+  rlaope/jeval ≠ dayhaysoos/jevals.
+- **Calibration does not compose (PRIMARY).**
+  dnakhoa/jev-deferred-crispification; **0★**; size **1469**;
+  HEAD `9e6fd643`; README SHA `e942c7ab`. ECE has exactly
+  zero statistical power to detect the failure mode that
+  kills trajectories. 25–60× headline withdrawn.
+  P(all-correct): 0.0071 vs 0.0001. TCE / AMS. Deferred
+  Crispification. Qwen 3.8 sparring ≠ Archer.
+- **Screening cutoff theater.** matsuikentaro1/jev-title-abstract-screening
+  JavaScript MIT; **0★**; size **26**; HEAD `9e5d2ee8`;
+  README SHA `f642f7e8`. light_cutoff_applied_to_combination 0.
+- **Recorded-run rover.** metrox-eth/moss-jev JavaScript;
+  license **null**; **0★**; size **8914**; HEAD `8ca7012c`;
+  README SHA `dbebf86a`. recorded run, kinematic animation.
+- **Supervised BERT ≠ zero-shot.** thisisandreeeee/jev-benchmarks
+  Python MIT; **0★**; size **165**; HEAD `e1186b74`; README
+  SHA `0ab2c7d3`. BANKING77 Accuracy BERT-Base 93.02 Jev 79.90.
+  BERT figures are published supervised references, not
+  zero-shot. Analyse jev calibration (NLL, ECE) backlog.
+  ranking ≠ calibration.
+- **Use-case catalog lens.** vamsikrishna2421/jev-usecases
+  MIT; **0★**; size **43**; HEAD `d7dd94e1`; README SHA
+  `8bbb0121`. ≠ whyashthakker/awesome-jev-use-cases.
+  catalog ≠ endorsement.
+- **Pointer highlighter.** yuvalraviv1/highlight TypeScript;
+  license **null**; **0★**; size **0** WITH CONTENTS; HEAD
+  `56c9e05c`; README SHA `188843b3`. Bring your own API key.
+- **Decision circuits.** Barneyjm/decision-circuits Python
+  MIT; **1★**; size **2778**; HEAD `e2aaff42`; README SHA
+  `76b13dd4`. AND: product (independence assumed and
+  recorded in the trace). chat model's stated confidence
+  is not calibrated. circuit-vl-4b ≠ Archer.
+- **Constructed-case study.** xiaohuaxi/jev-study Python
+  MIT; **0★**; size **0** WITH CONTENTS; HEAD `9ba99ea8`;
+  README SHA `7dd211cf`. ≠ wjdjdakf17 ≠ baekenough.
+  不是 benchmark; 概率没做 calibration. 档位措辞效应
+  分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01.
+  ~1,430 API calls, about $0.15.
+
+Pulse: Archer still NOT landed. Hub archerhume/4rcherhume
+HTTP **401**. tracker likes **66** (+2 vs §111 **64**);
+lastModified UNCHANGED. Laya likes **861** (was 822).
+Blackwood likes **2** gated manual. Live REST: SemIf
+**2237★** (+30 vs §111 2207); jevlike **1049★** (+6 vs
+1043); TypeLLM/TypeLLM **16★**; AnotiaWang **98★**;
+yibie/awesome-jev **520★** (+14 vs 506).
+`invented_signal: false`.
+
+Cross-repo addition: (na) hysteresis policy latch;
+(nb) instruct-tuning honesty collapse; (nc) equal-width vs
+quantile ECE; (nd) hop-ECE permutation-invariance /
+Deferred Crispification; (ne) rename densify; (nf)
+ranking ≠ calibration BERT-vs-Jev; (ng) independence
+recorded in AND-product; (nh) constructed-case ≠ benchmark.
+
 ## Batch #96 (2026-09-20 ~13:43 UTC / ~07:43 Boise) — hourly 0743 HIGH
 
 Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0; TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440; Verdict-open-jev 48.07% vs Jev 90.80%; abstention combined recall 10.00%; p50 35.58 ms; K=25 (maximum capacity) 72.00%; 0.85 coverage 84.60% selective risk 1.18%; 26.1× faster than standard Qwen JSON generation; Jevify 90.0% / 167 ms CUDA graphs disabled; Finding 1: Brier on stated confidence alone is a trap; grpo_rlcr 0.78 / ECE 0.084; reliability 0.007 but resolution 0.000; 27 900 schema-driven decisions; 13 600 / 13 600 questions; candidate mass min 0.99999624; 22 configs · 166,054 rows · 4 calibration-gold; sha a39eba3f; Student B MAE 0.148 / Pearson 0.836 / 86.0%; pngwn/open-jev-laya-bench README 404; sha 9f69c742 likes 2; HDFS 0.9933 (745/750) / retain 0.0084; BGL ERROR/FATAL protection 1.0000; 2,479 / 2,500 HDFS uncertain; cache hit 0.9648 (2412/2500); $0.153936 estimated; E2 recomputes from saved probabilities; Space sha eda59e0a; MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133; 40–48 rows too small to ship T; T never changes argmax; siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode; Split Transformers experiment from llama.cpp runtime; tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab; Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling; second pass must be $0.00 from cache; The pages never call Jev; Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%; restriction state 95.0% against 84.4%; None of the systems are particularly good at knowing when to stop and ask; They skip the question and call a tool directly; 100% schema pass; six-field joint 48.8% vs 72.8%; ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench; ACT / REVIEW / FALLBACK; A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome; confidence is descriptive provider output, not a substitute for probability; Quality denominators include only valid scored answers; an exact halfway tie chooses the lower level; aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills; The local path does not claim to turn a smaller checkpoint into Jev; Low support becomes decision: "review"; MIT-0 SPDX NOASSERTION; current-llm; 结构兼容，不是 Jev 模型能力; altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; Find where Jev belongs. Design the questions. Measure the difference; TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM; TypeLLM/TypeLLM 16★; SemIf 2241★ (+34 vs §111 2207); jevlike 1051★ (+8 vs 1043); AnotiaWang 98★ (+1 vs 97); yibie/awesome-jev 525★ (+19 vs 506); Laya likes 864 (was 822); tracker likes 67 (+3 vs 64); lastModified UNCHANGED `2026-09-20T04:29:16.000Z`; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32/#33; notes.md §113
@@ -3113,7 +3217,6 @@ Cross-repo addition: (ra) ywchiu Harbor-jevals PRIMARY;
 (ri) Verdict-open-jev; (rj) Mintzs densify; (rk) rlcd-lite;
 (rl) distill-corpus; (rm) altryne jevify; (rn) DecisionOps;
 (ro) Jev-Skill; (rp) simplosophy jev-skill.
-
 ## Batch #95 (2026-09-20 ~14:10 UTC / ~08:06 Boise) — user-provided HIGH Merve Noyan ZS classifier lineage
 
 User-provided 0806 uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
diff --git a/research/changelog-hourly.md b/research/changelog-hourly.md
index f440fb25..218661f6 100644
--- a/research/changelog-hourly.md
+++ b/research/changelog-hourly.md
@@ -1,18 +1,32 @@
-# Hourly uniqueness dump (pre-0.4.0 + in-flight 0743)
+# Hourly uniqueness dump (pre-0.4.0 + 0743 + 0843)
 
 This is the pre-0.4.0 `CHANGELOG.md` after hourly folds (#2–#30 / notes
 §44–§112) stuffed uniqueness locks into Keep-a-Changelog sections, plus
-the in-flight **0743 HIGH** dump (PR #31 / notes.md §113 / items 273–288
-/ batch #96). It is **not** release notes.
+the merged **0743 HIGH** dump (PR #31 / notes.md §113 / items 273–288
+/ batch #96) and **0843 HIGH** dump (PR #35 / notes.md §114 / items 289–302
+/ batch #97). It is **not** release notes.
 
 - Release-facing notes: [`CHANGELOG.md`](../CHANGELOG.md)
 - Canonical folds: [`notes.md`](notes.md)
 - Do not treat numbers here as new measurements. Quote *theirs*.
 - Soft Noul ≠ hard gate. Ranking ≠ calibration.
-- Do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32/#33.
+- Do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33.
 
 ---
 
+
+## [Unreleased] hourly 0843 (not a SemVer bump)
+
+Hourly 0843 HIGH (`research/notes.md` §114): **Skip Archer rewrite.**
+Docs + evaluator on a **fresh PR off main**. **HARD RULE:** do not
+reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33. Merged #31 owns `notes.md` §113 / items 273–288 / batch #96 — leave it alone. Measurement PRIMARY: instruct-tuning
+honesty collapse; equal-width vs quantile ECE; calibration does not
+compose / Deferred Crispification. Hysteresis is policy. Ranking ≠
+calibration. Soundness theater: hop-ECE permutation-invariant.
+Qwen2.5 ≠ Archer. Qwen 3.8 sparring ≠ Archer. Qwen/Qwen3.8-27B ≠ Archer.
+g0runmezadam IS tunahan (id 1378007307). Composition items 289–302 /
+batch #97. Soft Noul ≠ hard safety.
+
 ## Hourly 0743 HIGH (PR #31, notes.md §113)
 
 - Hourly 0743 HIGH (`research/notes.md` §113): **Skip
@@ -142,7 +156,6 @@ the in-flight **0743 HIGH** dump (PR #31 / notes.md §113 / items 273–288
   `invented_signal: false`. Composition items 268–272 /
   batch #95. Uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
 
-
 # Changelog
 
 All notable changes to Augustus are documented here. The format follows
@@ -3686,3 +3699,5 @@ The dated passes below are how 0.1.0 was assembled.
   relations, logical-operator combination rules, and the position×construct
   traversal as the systematic application generator; wired into SKILL.md
   index + toolbox sweep.
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/research/notes.md b/research/notes.md
index 86b392ab..2eed8016 100644
--- a/research/notes.md
+++ b/research/notes.md
@@ -28081,3 +28081,314 @@ Parent merge only after **CLEAN** adversarial review
   still a substring. No live Jev key. No wrappers.
 
 Hourly 0743 uniqueness lock: Heman10x-NGU/Verdict-open-jev ≠ Heman10x-NGU/openJev-verdict-2.0; TF-IDF + LogReg ECE 0.0207 vs Jev 0.1440; Verdict-open-jev 48.07% vs Jev 90.80%; abstention combined recall 10.00%; p50 35.58 ms; K=25 (maximum capacity) 72.00%; 0.85 coverage 84.60% selective risk 1.18%; 26.1× faster than standard Qwen JSON generation; Jevify 90.0% / 167 ms CUDA graphs disabled; Finding 1: Brier on stated confidence alone is a trap; grpo_rlcr 0.78 / ECE 0.084; reliability 0.007 but resolution 0.000; 27 900 schema-driven decisions; 13 600 / 13 600 questions; candidate mass min 0.99999624; 22 configs · 166,054 rows · 4 calibration-gold; sha a39eba3f; Student B MAE 0.148 / Pearson 0.836 / 86.0%; pngwn/open-jev-laya-bench README 404; sha 9f69c742 likes 2; HDFS 0.9933 (745/750) / retain 0.0084; BGL ERROR/FATAL protection 1.0000; 2,479 / 2,500 HDFS uncertain; cache hit 0.9648 (2412/2500); $0.153936 estimated; E2 recomputes from saved probabilities; Space sha eda59e0a; MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133; 40–48 rows too small to ship T; T never changes argmax; siren2345/jev-single-decode-transformers ≠ siren2345/jev-single-decode; Split Transformers experiment from llama.cpp runtime; tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab; Four experiments stress-testing TypeSafe's Jev: calibration, bundle bias, label bias, and ensembling; second pass must be $0.00 from cache; The pages never call Jev; Gemma 4 31B 77.0% / Jev 1.13.0 61.4% / Laya 322M 0.0%; restriction state 95.0% against 84.4%; None of the systems are particularly good at knowing when to stop and ask; They skip the question and call a tool directly; 100% schema pass; six-field joint 48.8% vs 72.8%; ywchiu/jev_benchmark ≠ Running-Dolphins/jev-bench ≠ Praveenrajus/jev-bench; ACT / REVIEW / FALLBACK; A provider failure, timeout, malformed output, or missing answer is **not** a policy outcome; confidence is descriptive provider output, not a substitute for probability; Quality denominators include only valid scored answers; an exact halfway tie chooses the lower level; aiwithenoch/Jev-Skill ≠ simplosophy/jev-skill ≠ laguagu/jev-skills; The local path does not claim to turn a smaller checkpoint into Jev; Low support becomes decision: "review"; MIT-0 SPDX NOASSERTION; current-llm; 结构兼容，不是 Jev 模型能力; altryne/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; Find where Jev belongs. Design the questions. Measure the difference; TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM; TypeLLM/TypeLLM 16★; SemIf 2241★ (+34 vs §111 2207); jevlike 1051★ (+8 vs 1043); AnotiaWang 98★ (+1 vs 97); yibie/awesome-jev 525★ (+19 vs 506); Laya likes 864 (was 822); tracker likes 67 (+3 vs 64); lastModified UNCHANGED `2026-09-20T04:29:16.000Z`; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#32/#33; notes.md §113
+
+## 114. Hourly 0843 HIGH (2026-09-20 ~08:43 Boise / 2026-09-20T14:43Z)
+
+Measurement / judgment / skills fold on a **fresh PR off
+main** (`cursor/hourly-0843-augustus-fold-220d`) rebased onto
+latest `main` after merged #31 (0743, `notes.md` §113 /
+items 273–288 / batch #96), #32 (`486e93e`, Release v0.4.0),
+and #33 (README map). **HARD RULE:**
+do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33.
+Do **not** reply into the finished 0743 agent. Do **not**
+reopen or amend merged #31. This fold's IDs: `notes.md` §114 /
+composition 289–302 / findings batch #97.
+
+Never reopen merged #7–**#33**. Do **not** re-fold
+§112 Merve / §111 0646 / §110 0541 / §109 0439 / §85 Akshay /
+§78 JevBench v1.2 board / §71 claim-audit / §60 six-gates /
+§109 tunahansahin897/what-is-jev *as a second census* (this
+hour densifies a **rename**: g0runmezadam/what-is-jev IS
+tunahansahin897/what-is-jev, same GitHub id 1378007307).
+Skip Archer rewrite. Quote READMEs. Mark *theirs*. No
+wrappers, keys, `npm` / `pip` / `uv` / `powershell` install
+recipes. `invented_signal: false`. Hunches labeled.
+
+Lane is Augustus: **mathematical / logical / algorithmic
+mental models** for Jev-class categorization/scoring —
+AI / SWE / **business / knowledge work / life**, not
+SWE-only. PRIMARY this hour is **measurement honesty**:
+calibration ≠ ranking; equal-width ECE ≠ quantile ECE;
+hop-ECE is permutation-invariant (soundness theater if
+you treat it as a trajectory audit); hysteresis is
+policy, not a model property; instruct-tuning can wreck
+an already-calibrated readout; **calibration does not
+compose**. Soft Noul ≠ hard safety. Qwen2.5 ≠ Archer.
+Qwen 3.8 sparring ≠ Archer. Qwen/Qwen3.8-27B ≠ Archer.
+Archer still **promised_not_landed**.
+
+Unique consecutive fragments (this hour) must appear as
+**one substring** in overlays (see uniqueness gate):
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
+
+### How-to-apply (five placements / measurement lenses)
+
+These are *class* lenses, not vendor tutorials. Same
+discipline as §111 (calibration is not alpha) and §110
+(“0.9 is not one number”). Formal methods **compose**
+with scoring: a Noul is a SENSOR; policy / hysteresis /
+cost table / replay / TCE window are exact work.
+
+1. **Hysteresis is policy attached to a probability**
+   (*theirs*, huncho): A hunch is a probability with a
+   policy attached. `{ enter: 0.8, exit: 0.6 }` is
+   hysteresis. Replay a policy change without inference.
+   Decision models are providers, not the product.
+   huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch.
+   The model never actuates; the latch lives in code.
+   Cousin of decision-circuits gates (item 301) and gut
+   cost-of-error overlay (§99). Life/business analogue:
+   a hire / a page / a loan does not flap every time p
+   crosses 0.7.
+2. **Instruct-tuning can break an already-calibrated
+   readout** (VladUZH PRIMARY *theirs*): pretrained
+   Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct
+   0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%.
+   temperature scaling still matches it in-distribution.
+   No Jev API was called. Qwen2.5 ≠ Archer. Recovering
+   ECE with temperature / CE / Brier is **not** evidence
+   of a new training method. Ranking (acc) can stay flat
+   while honesty dies — that is measurement theater.
+3. **Binning is a real decision; ranking ≠ calibration**
+   (jeval PRIMARY + jev-benchmarks): pd.cut bins by
+   equal width while jeval bins by quantile; ECE 0.113
+   and ECE 0.076 on the same 91 records *theirs*.
+   BANKING77 Accuracy BERT-Base 93.02 Jev 79.90 — BERT
+   figures are published supervised references, not
+   zero-shot. Analyse jev calibration (NLL, ECE) backlog.
+   AUC / accuracy can be 1.0 while ECE blows up. Cost-
+   optimal threshold is policy arithmetic, not a Harbor
+   score. jeval drift is not implemented yet.
+   rlaope/jeval ≠ dayhaysoos/jevals.
+4. **Calibration does not compose** (deferred-
+   crispification PRIMARY *theirs*): hop-ECE is
+   permutation-invariant — ECE has exactly zero
+   statistical power to detect the failure mode that
+   kills trajectories. P(all-correct): 0.0071 vs 0.0001.
+   25–60× headline withdrawn (adversarial scar). TCE /
+   AMS. Deferred Crispification: collapse once at the
+   actuator. Qwen 3.8 sparring ≠ Archer. Soft Noul ≠
+   hard safety: composing calibrated hops with
+   thresholds is **cliff cascade** (Lemma 2), not a
+   proof. Formal methods compose: the filter / t-norm /
+   single defuzzification is exact given the model;
+   learning parameters is approximation.
+5. **Catalogs, advisory audits, and screening cutoffs
+   are lenses, not endorsements.** g0runmezadam/what-is-jev
+   IS tunahansahin897/what-is-jev (same GitHub id
+   1378007307) — densify §109, do not mint a sibling
+   census. 947 repos scored; A 273 · B 302 · C 372;
+   LLM rubric ≠ benches; Data as of 2026-09-20;
+   HEAD 895b9498; README SHA 3ae98c56. omni-/ask-jev:
+   13 focused checks and one mutually exclusive
+   outcome; Probabilities are advisory, not calibrated
+   guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev.
+   Screening: light_cutoff_applied_to_combination 0
+   (cutoff 0.49) — a 0.5 “100% sensitivity” claim does
+   not transfer. moss-jev is a recorded run, kinematic
+   animation. usecases catalog ≠ endorsement.
+   highlight: Bring your own API key; pointer-not-
+   generator. xiaohuaxi: 不是 benchmark; 概率没做
+   calibration; 档位措辞效应 分数极差中位 0.50、最大
+   1.32; 修好后对照组是 0.01. sokudan: 学習済みモデル
+   v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、
+   末尾だと250件; 温度を渡さない場合、確率は較正されていません;
+   このリポジトリには Jev を呼ぶコードが存在しません.
+
+### HIGH
+
+1. **[edgardcham/huncho](https://github.com/edgardcham/huncho)**
+   — NEW HIGH (TypeScript MIT; **1★**; size **319**;
+   HEAD `27ab90ca`; README SHA `784fa32a`). Decisions
+   as code. Quote *theirs*: “A hunch is a probability
+   with a policy attached.” `{ enter: 0.8, exit: 0.6 }`
+   is hysteresis. Replay a policy change without
+   inference. Decision models are providers, not the
+   product. huncho ≠ Kungie/gut ≠ carldaws/hunch ≠
+   tpellet/hunch. Do **not** copy `npm i huncho` /
+   `TYPESAFE_API_KEY`. Evaluator self-test locks
+   hysteresis vs single 0.7 chatter.
+2. **[VladUZH/jev-calibration](https://github.com/VladUZH/jev-calibration)**
+   — NEW HIGH PRIMARY (Python MIT; **0★**; size **0**
+   WITH CONTENTS; HEAD `4c50525e`; README SHA
+   `4e476362`; results/summary.md SHA `35f683de`).
+   15-bin ECE on max-probability. pretrained Qwen2.5
+   base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 /
+   0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%.
+   temperature scaling still matches it
+   in-distribution. No Jev API was called. Qwen2.5 ≠
+   Archer. Do **not** paste Jev 84.6% MMLU-Pro *theirs*
+   as this-repo measurement (cited, not re-measured).
+3. **[hiroki-abe-58/sokudan](https://github.com/hiroki-abe-58/sokudan)**
+   — NEW HIGH (Python Apache-2.0; **0★**; size **487**;
+   HEAD `2cfe52c3`; README SHA `71a60512`). 日本語
+   System One encoder. 学習済みモデル v0.1 は準備中です.
+   bench_ja 300 *theirs*: laya-multilingual ja choice
+   acc 0.747 / score RPS 0.232 / bool acc 0.543 /
+   bool AUROC 0.523. 先頭だと0件、末尾だと250件.
+   温度を渡さない場合、確率は較正されていません.
+   このリポジトリには Jev を呼ぶコードが存在しません.
+   Qwen3 30b synth generator ≠ Archer. Do not copy GPU
+   recipes. Position bias is the *class* finding:
+   option order is a measurement, not a vibe.
+4. **[g0runmezadam/what-is-jev](https://github.com/g0runmezadam/what-is-jev)**
+   — DENSIFY / RENAME (Python SPDX NOASSERTION; **1★**;
+   size **7203**; HEAD `895b9498`; README SHA
+   `3ae98c56`). g0runmezadam/what-is-jev IS
+   tunahansahin897/what-is-jev (same GitHub id
+   1378007307). Previously folded §109 as tunahan HEAD
+   `71d53be2` 0★ size 6277. 947 repos scored; A 273 ·
+   B 302 · C 372; LLM rubric ≠ benches; Data as of
+   2026-09-20. Do **not** mint a second census. Catalog
+   ≠ endorsement. No benchmark winner is claimed.
+5. **[omni-/ask-jev](https://github.com/omni-/ask-jev)**
+   — NEW HIGH (PowerShell MIT; **1★**; size **48**;
+   HEAD `74199ef9`; README SHA `dc006eba`). Codex
+   UserPromptSubmit advisory audit. 13 focused checks
+   and one mutually exclusive outcome. Probabilities
+   are advisory, not calibrated guarantees.
+   omni-/ask-jev ≠ pedroknigge/mcp_jev. Do **not** copy
+   `install.ps1`. Judgment ≠ authorship attribution.
+6. **[rlaope/jeval](https://github.com/rlaope/jeval)**
+   — NEW HIGH PRIMARY (Python Apache-2.0; **1★**;
+   size **0** WITH CONTENTS; HEAD `cd3e59f7`; README
+   SHA `3018e112`). Provider-neutral calibration +
+   cost-optimal human/AI routing. pd.cut bins by equal
+   width while jeval bins by quantile; ECE 0.113 and
+   ECE 0.076 *theirs* on 91 example records. jeval
+   drift is not implemented yet (M2; specified, not a
+   captured run). rlaope/jeval ≠ dayhaysoos/jevals.
+   Without labels, jeval measures nothing. Cost table
+   owns the threshold; wrong costs → wrong line.
+   Evaluator locks equal-width ≠ quantile on piled mass.
+7. **[dnakhoa/jev-deferred-crispification](https://github.com/dnakhoa/jev-deferred-crispification)**
+   — NEW HIGH PRIMARY (TeX CC-BY-4.0 paper + MIT
+   experiments; **0★**; size **1469**; HEAD `9e6fd643`;
+   README SHA `e942c7ab`; DOI 10.5281/zenodo.22801506).
+   Lemma 1: calibration does not compose. ECE has
+   exactly zero statistical power to detect the failure
+   mode that kills trajectories. P(all-correct): 0.0071
+   vs 0.0001. Lemma 2: cliff cascade. Deferred
+   Crispification. TCE / AMS. 25–60× headline withdrawn.
+   Qwen 3.8 sparring ≠ Archer. Do **not** hard-gate a
+   hop-ECE dashboard as trajectory safety. Evaluator
+   locks hop-ECE permutation invariance.
+8. **[matsuikentaro1/jev-title-abstract-screening](https://github.com/matsuikentaro1/jev-title-abstract-screening)**
+   — NEW HIGH (JavaScript MIT; **0★**; size **26**;
+   HEAD `9e5d2ee8`; README SHA `f642f7e8`). Title /
+   abstract screening. Results *theirs*:
+   light_cutoff_applied_to_combination 0 (cutoff 0.49).
+   0.5 “100% sensitivity” does not transfer. Do **not**
+   dump 67k JSON. Screening is a judgment curriculum,
+   not a merge gate. Cousin of choxos/jev-reviewer
+   pointer-not-generator.
+9. **[metrox-eth/moss-jev](https://github.com/metrox-eth/moss-jev)**
+   — NEW HIGH (JavaScript; license **null**; **0★**;
+   size **8914**; HEAD `8ca7012c`; README SHA
+   `dbebf86a`). recorded run, kinematic animation.
+   No live API. Simulated object labels, no camera
+   perception, no physics validation. Demo ≠ controller.
+   Skip Archer (no pixels to a frontier for the
+   decision).
+10. **[thisisandreeeee/jev-benchmarks](https://github.com/thisisandreeeee/jev-benchmarks)**
+    — NEW HIGH (Python MIT; **0★**; size **165**;
+    HEAD `e1186b74`; README SHA `0ab2c7d3`). BANKING77
+    Accuracy BERT-Base 93.02 Jev 79.90 *theirs*. BERT
+    figures are published supervised references, not
+    zero-shot. Analyse jev calibration (NLL, ECE)
+    backlog. Ranking ≠ calibration. Do **not** treat
+    93.02 vs 79.90 as a System One bake-off against a
+    supervised encoder (Merve §112 category-error
+    cousin in the other direction: supervised BERT is
+    also not a zero-shot Noul).
+11. **[vamsikrishna2421/jev-usecases](https://github.com/vamsikrishna2421/jev-usecases)**
+    — NEW HIGH (MIT; **0★**; size **43**; HEAD
+    `d7dd94e1`; README SHA `8bbb0121`). Use-case
+    catalog + reality check. vamsikrishna2421/jev-usecases
+    ≠ whyashthakker/awesome-jev-use-cases. catalog ≠
+    endorsement. Vendor vs reported tags *theirs*.
+    Judgment lens: where a typed decision replaces an
+    expensive LLM call — not a 17-item how-to dump.
+12. **[yuvalraviv1/highlight](https://github.com/yuvalraviv1/highlight)**
+    — NEW HIGH (TypeScript; license **null**; **0★**;
+    size **0** WITH CONTENTS; HEAD `56c9e05c`; README
+    SHA `188843b3`). Sentence Noul/Score + paragraph
+    Choice. Bring your own API key (README: Bring your
+    own key). Pointer-not-generator. Do **not** copy
+    `npm install` / localStorage key recipes. The
+    server has no key of its own *theirs*.
+13. **[Barneyjm/decision-circuits](https://github.com/Barneyjm/decision-circuits)**
+    — NEW HIGH (Python MIT; **1★**; size **2778**;
+    HEAD `e2aaff42`; README SHA `76b13dd4`). Typed Q →
+    gates in code. AND: product (independence assumed
+    and recorded in the trace). chat model's stated
+    confidence is not calibrated. circuit-vl-4b ≠
+    Archer. ≠ voidning/jev-combinators ≠
+    Illusion47586/judge. Do **not** copy `pip install
+    decision-circuits`. Independence is an assumption
+    you record, not a free AND.
+14. **[xiaohuaxi/jev-study](https://github.com/xiaohuaxi/jev-study)**
+    — NEW HIGH (Python MIT; **0★**; size **0** WITH
+    CONTENTS; HEAD `9ba99ea8`; README SHA `7dd211cf`).
+    xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠
+    baekenough/jev-study. 不是 benchmark; 概率没做
+    calibration. 档位措辞效应 分数极差中位 0.50、最大
+    1.32; 修好后对照组是 0.01. ~1,430 API calls,
+    about $0.15. OpenRouter only; pin
+    `typesafe/jev-1.13-20260917` (jev-1.13.0 400 on
+    OpenRouter *theirs*). Do **not** paste constructed-
+    case “12/12” as accuracy. Control-bug honesty is
+    the class lesson: assert the negative control
+    actually lacks the target.
+
+### Skip Archer
+
+Text / option-logit / JA encoder / recorded rover demo /
+BYO-key highlighter / circuit-vl-4b images. Do not wait
+for Archer. Qwen2.5 ≠ Archer. Qwen 3.8 sparring ≠
+Archer. Qwen/Qwen3.8-27B ≠ Archer. Hub
+archerhume/4rcherhume HTTP 401. Tonic/4rcher-tracker
+401. Archer still promised_not_landed.
+
+### Pulse (live REST this pass; do not invent)
+
+SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs
+1043); TypeLLM/TypeLLM 16★ (zmtomorrow/TypeAR and
+TypeAR-AI/TypeAR redirect); AnotiaWang 98★;
+yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861
+(was 822); tracker likes 66 (+2 vs 64) lastModified
+UNCHANGED (2026-09-20T04:29:16.000Z); Blackwood likes
+2 gated manual PRESENT; Archer still
+promised_not_landed; Hub archerhume/4rcherhume HTTP 401.
+
+### Not
+
+Not a TypeSafe how-to. Not a huncho / jeval / sokudan
+install. Not a Harbor score. Do not treat hop-ECE as a
+trajectory proof. Do not treat equal-width ECE as the
+only ECE. Do not treat BERT-Base 93.02 as a zero-shot
+Noul. Do not treat A/B/C rubric classes as Harbor ranks.
+Do not treat Qwen instruct ECE recovery as Archer.
+Do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32.
+Do not dump 67k screening JSON. Soft Noul ≠ hard safety.
+
+### Curated status
+
+HIGH **folded** (14 cards; 1 rename densify; 3 PRIMARY
+measurement). Evaluator extended (Brier already;
+equal-width vs quantile ECE; ranking≠calibration;
+hysteresis; hop-ECE invariance; cost-optimal
+threshold). Uniqueness gate added. Archer still
+**promised_not_landed**. `invented_signal: false`.
+
+### Cross-links
+
+Cards: `mixed-architecture.md` (fail table);
+`faq.md`; `mental-models.md` Apply 0843;
+`judgment-class.md`; `validation.md`;
+`applied-mappings.md`; `mappings.md`;
+`toolbox-mapping.md`; `composition-algebra.md`
+items 289–302; `question-design.md`;
+`methods-catalog.md`; `formal-methods.md`;
+`formal-semi-formal.md`; `agent-self-assessment.md`.
+Hunches labeled. No wrapper.
diff --git a/research/refresh-log.md b/research/refresh-log.md
index 11c9948a..efe28bdc 100644
--- a/research/refresh-log.md
+++ b/research/refresh-log.md
@@ -3060,3 +3060,35 @@
   likes 421 / 189; impressions 35498 / 9613.
 - User-provided 0806 uniqueness lock: people who compare Jev against GPT-5.6 has never fine-tuned BERTForXYZ for living and it shows; zero shot classifiers; scale them as much as decoder only models; many problems solved with LLMs could have been solved with them, it was a skill issue; opt for DeBERTa and ModernBERT ones; BERTForXYZ → DeBERTa → ModernBERT; Jev vs GPT-5.6 bakeoffs are a category error; encoder / ZS classifiers; institutional HF voice; quote *theirs*; do not invent accuracy numbers; softmax/ZS scores still ≠ calibrated Noul; soft scores ≠ hard gates; @mervenoyann; likes 421 / 189; impressions 35498 / 9613; multimodal image<>text ZS as perception front-end; hf:MoritzLaurer/deberta-v3-large-zeroshot-v2.0 likes 139; hf:MoritzLaurer/ModernBERT-large-zeroshot-v2.0 likes 72; Bart, bert, deberta, modernbert, these are all LLMs; Maziyar quoted; Jev is exemplar not the mandate; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29.
 
+## 2026-09-20 ~14:43 UTC — hourly 0843 HIGH measurement / judgment
+- Docs + evaluator on a **fresh PR off main** (`cursor/hourly-0843-augustus-fold-220d`).
+  Rebased onto latest `main` after merged #31 (0743, `notes.md` §113 /
+  items 273–288 / batch #96), #32 (`486e93e`, Release v0.4.0), and #33
+  (README map). **HARD RULE:** do not reopen or amend PR
+  #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33.
+  Do **not** reply into the finished 0743 agent. Do **not** reopen or
+  amend merged #31. Merged #31 owns `notes.md` §113 / items 273–288 /
+  batch #96 — leave it alone. This fold: `notes.md` §114 / items 289–302 /
+  batch #97.
+- PRIMARY: VladUZH/jev-calibration (instruct-tuning honesty collapse; No Jev API was called;
+  Qwen2.5 ≠ Archer); rlaope/jeval (equal-width vs quantile ECE 0.113 vs 0.076; drift M2 not
+  implemented); dnakhoa/jev-deferred-crispification (calibration does not compose; hop-ECE
+  permutation-invariant; 25–60× headline withdrawn; Deferred Crispification; Qwen 3.8 sparring ≠ Archer).
+- Rename densify: g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307).
+- Evaluator: equal-width vs quantile ECE, ranking≠calibration (AUC=1 ECE>0.2), hysteresis enter/exit,
+  hop-ECE permutation invariance, cost-optimal threshold. uniqueness_gate.py.
+- Pulse: SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★;
+  AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822);
+  tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual;
+  Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401.
+- Folded into `notes.md` §114, SKILL.md (description uniqueness + protocol triggers +
+  mapping index), mental-models Apply 0843, faq, mixed-architecture fail table,
+  applied-mappings, validation, judgment-class, composition-algebra items 289–302,
+  toolbox-mapping, methods-catalog, formal-methods, formal-semi-formal, question-design,
+  agent-self-assessment, mappings, CHANGELOG Unreleased, changelog-hourly, README,
+  docs/ecosystem, findings batch #96, sources.json. Hunches labeled. No wrapper.
+- Quote *theirs*. Do not invent accuracy numbers. `invented_signal: false`.
+  Do **not** merge from this fold agent.
+
+
+Hourly 0843 uniqueness lock: A hunch is a probability with a policy attached; { enter: 0.8, exit: 0.6 } is hysteresis; replay a policy change without inference; Decision models are providers, not the product; huncho ≠ Kungie/gut ≠ carldaws/hunch ≠ tpellet/hunch; pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269; 70.9% → 70.0% mean conf 74.1% → 96.7%; temperature scaling still matches it in-distribution; No Jev API was called; Qwen2.5 ≠ Archer; Qwen/Qwen3.8-27B ≠ Archer; 学習済みモデル v0.1 は準備中です; bool AUROC 0.523; 先頭だと0件、末尾だと250件; 温度を渡さない場合、確率は較正されていません; このリポジトリには Jev を呼ぶコードが存在しません; g0runmezadam/what-is-jev IS tunahansahin897/what-is-jev (same GitHub id 1378007307); 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches; Data as of 2026-09-20; HEAD 895b9498; README SHA 3ae98c56; 13 focused checks and one mutually exclusive outcome; Probabilities are advisory, not calibrated guarantees; omni-/ask-jev ≠ pedroknigge/mcp_jev; pd.cut bins by equal width while jeval bins by quantile; ECE 0.113 and ECE 0.076; jeval drift is not implemented yet; rlaope/jeval ≠ dayhaysoos/jevals; calibration does not compose; ECE has exactly zero statistical power to detect the failure mode that kills trajectories; 25–60× headline withdrawn; P(all-correct): 0.0071 vs 0.0001; TCE / AMS; Qwen 3.8 sparring ≠ Archer; Deferred Crispification; light_cutoff_applied_to_combination 0; recorded run, kinematic animation; BANKING77 Accuracy BERT-Base 93.02 Jev 79.90; Analyse jev calibration (NLL, ECE) backlog; BERT figures are published supervised references, not zero-shot; 档位措辞效应 分数极差中位 0.50、最大 1.32; 修好后对照组是 0.01; 不是 benchmark; 概率没做 calibration; ~1,430 API calls, about $0.15; xiaohuaxi/jev-study ≠ wjdjdakf17/jev-study ≠ baekenough/jev-study; AND: product (independence assumed and recorded in the trace); chat model's stated confidence is not calibrated; circuit-vl-4b ≠ Archer; Bring your own API key; vamsikrishna2421/jev-usecases ≠ whyashthakker/awesome-jev-use-cases; catalog ≠ endorsement; SemIf 2237★ (+30 vs §111 2207); jevlike 1049★ (+6 vs 1043); TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 520★ (+14 vs 506); Laya likes 861 (was 822); tracker likes 66 (+2 vs 64) lastModified UNCHANGED; Blackwood likes 2 gated manual; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33; notes.md §114
diff --git a/research/sources.json b/research/sources.json
index 5e38c346..6ae463a3 100644
--- a/research/sources.json
+++ b/research/sources.json
@@ -4773,11 +4773,7 @@
       "note": "sha eda59e0a. MASSIVE English 0.783 / Khmer 0.033 / Hindi 0.133. 40–48 rows too small to ship T. T never changes argmax. notes.md §113."
     },
     {
-      "kind": "github",
-      "title": "TypeLLM/TypeLLM",
-      "url": "https://github.com/TypeLLM/TypeLLM",
-      "note": "TypeAR-AI/TypeAR 301 → TypeLLM/TypeLLM. TypeLLM/TypeLLM 16★. Apache-2.0. notes.md §113 pulse.",
-    "kind": "x",
+      "kind": "x",
       "title": "@mervenoyann parent — Jev vs GPT-5.6 category error / ZS skill issue",
       "url": "https://x.com/mervenoyann/status/2101463303734067592",
       "note": "Created 2026-09-20T00:07:49Z. note_tweet full text. Live X ~2026-09-20T14:28Z: likes 420 / impressions 35498 / RTs 23 / bookmarks 89 / replies 30 / quotes 3. Author @mervenoyann merve 92246 followers. Quotes Maziyar 2101158867455320127. notes.md §112. invented_signal false."
@@ -4816,6 +4812,91 @@
       "kind": "huggingface-docs",
       "title": "Transformers zero-shot image classification",
       "url": "https://huggingface.co/docs/transformers/en/tasks/zero_shot_image_classification",
-      "note": "Merve multimodal image<>text pointer. Perception front-end, not the decision. Do not copy pip. notes.md §112."    }
+      "note": "Merve multimodal image<>text pointer. Perception front-end, not the decision. Do not copy pip. notes.md §112."
+    },
+    {
+      "kind": "github",
+      "title": "edgardcham/huncho",
+      "url": "https://github.com/edgardcham/huncho",
+      "note": "TypeScript MIT; 1★; HEAD 27ab90ca; README SHA 784fa32a; size 319. A hunch is a probability with a policy attached. { enter: 0.8, exit: 0.6 } is hysteresis. notes.md §114."
+    },
+    {
+      "kind": "github",
+      "title": "VladUZH/jev-calibration",
+      "url": "https://github.com/VladUZH/jev-calibration",
+      "note": "Python MIT; 0★; size 0 WITH CONTENTS; HEAD 4c50525e; README SHA 4e476362. PRIMARY. pretrained Qwen2.5 base ECE 0.030 (0.5B) / 0.040 (7B); instruct 0.302 / 0.269. No Jev API was called. Qwen2.5 ≠ Archer. notes.md §114."
+    },
+    {
+      "kind": "github",
+      "title": "hiroki-abe-58/sokudan",
+      "url": "https://github.com/hiroki-abe-58/sokudan",
+      "note": "Python Apache-2.0; 0★; HEAD 2cfe52c3; README SHA 71a60512; size 487. 学習済みモデル v0.1 は準備中です. bool AUROC 0.523. notes.md §114."
+    },
+    {
+      "kind": "github",
+      "title": "g0runmezadam/what-is-jev",
+      "url": "https://github.com/g0runmezadam/what-is-jev",
+      "note": "IS tunahansahin897/what-is-jev same GitHub id 1378007307. HEAD 895b9498; README SHA 3ae98c56; 947 repos scored; A 273 · B 302 · C 372; LLM rubric ≠ benches. notes.md §114."
+    },
+    {
+      "kind": "github",
+      "title": "omni-/ask-jev",
+      "url": "https://github.com/omni-/ask-jev",
+      "note": "PowerShell MIT; 1★; HEAD 74199ef9; README SHA dc006eba. 13 focused checks and one mutually exclusive outcome. Probabilities are advisory, not calibrated guarantees. ≠ pedroknigge/mcp_jev. notes.md §114."
+    },
+    {
+      "kind": "github",
+      "title": "rlaope/jeval",
+      "url": "https://github.com/rlaope/jeval",
+      "note": "Python Apache-2.0; 1★; size 0 WITH CONTENTS; HEAD cd3e59f7; README SHA 3018e112. PRIMARY. pd.cut equal-width vs quantile ECE 0.113 vs 0.076. jeval drift is not implemented yet. ≠ dayhaysoos/jevals. notes.md §114."
+    },
+    {
+      "kind": "github",
+      "title": "dnakhoa/jev-deferred-crispification",
+      "url": "https://github.com/dnakhoa/jev-deferred-crispification",
+      "note": "PRIMARY. HEAD 9e6fd643; README SHA e942c7ab. calibration does not compose. 25–60× headline withdrawn. P(all-correct): 0.0071 vs 0.0001. TCE / AMS. Deferred Crispification. Qwen 3.8 sparring ≠ Archer. DOI 10.5281/zenodo.22801506. notes.md §114."
+    },
+    {
+      "kind": "github",
+      "title": "matsuikentaro1/jev-title-abstract-screening",
+      "url": "https://github.com/matsuikentaro1/jev-title-abstract-screening",
+      "note": "JavaScript MIT; 0★; HEAD 9e5d2ee8; README SHA f642f7e8. light_cutoff_applied_to_combination 0. notes.md §114."
+    },
+    {
+      "kind": "github",
+      "title": "metrox-eth/moss-jev",
+      "url": "https://github.com/metrox-eth/moss-jev",
+      "note": "JavaScript license null; 0★; HEAD 8ca7012c; README SHA dbebf86a. recorded run, kinematic animation. notes.md §114."
+    },
+    {
+      "kind": "github",
+      "title": "thisisandreeeee/jev-benchmarks",
+      "url": "https://github.com/thisisandreeeee/jev-benchmarks",
+      "note": "Python MIT; 0★; HEAD e1186b74; README SHA 0ab2c7d3. BANKING77 Accuracy BERT-Base 93.02 Jev 79.90. BERT figures are published supervised references, not zero-shot. ranking ≠ calibration. notes.md §114."
+    },
+    {
+      "kind": "github",
+      "title": "vamsikrishna2421/jev-usecases",
+      "url": "https://github.com/vamsikrishna2421/jev-usecases",
+      "note": "MIT; 0★; HEAD d7dd94e1; README SHA 8bbb0121. ≠ whyashthakker/awesome-jev-use-cases. catalog ≠ endorsement. notes.md §114."
+    },
+    {
+      "kind": "github",
+      "title": "yuvalraviv1/highlight",
+      "url": "https://github.com/yuvalraviv1/highlight",
+      "note": "TypeScript license null; 0★; size 0 WITH CONTENTS; HEAD 56c9e05c; README SHA 188843b3. Bring your own API key. pointer-not-generator. notes.md §114."
+    },
+    {
+      "kind": "github",
+      "title": "Barneyjm/decision-circuits",
+      "url": "https://github.com/Barneyjm/decision-circuits",
+      "note": "Python MIT; 1★; HEAD e2aaff42; README SHA 76b13dd4. AND: product (independence assumed and recorded in the trace). chat model's stated confidence is not calibrated. circuit-vl-4b ≠ Archer. notes.md §114."
+    },
+    {
+      "kind": "github",
+      "title": "xiaohuaxi/jev-study",
+      "url": "https://github.com/xiaohuaxi/jev-study",
+      "note": "Python MIT; 0★; size 0 WITH CONTENTS; HEAD 9ba99ea8; README SHA 7dd211cf. ≠ wjdjdakf17 ≠ baekenough. 不是 benchmark; 概率没做 calibration. notes.md §114."
+    }
   ]
 }