diff --git a/.agents/skills/augustus/SKILL.md b/.agents/skills/augustus/SKILL.md
index 1ff6229..e4343fc 100644
--- a/.agents/skills/augustus/SKILL.md
+++ b/.agents/skills/augustus/SKILL.md
@@ -54,7 +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; SemIf rename densify / MLX backend / 5.21× systems≠semantic / Softmax ≠ Noul (`notes.md` §117)", "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", , "Jev Capability Resolver / NiazMorshed2007/jcr", "one tool nested capability tree / returns context / does not execute", "skills vs capabilities / workflow+judgment vs operations", "format independent of Jev / proposed open standard", "JCR_BAND_RATIO 0.6 is application policy / soft scores ≠ hard gates", "routing ≠ permission / docs ≠ authority to run", "sol-vs-opus5-20 lookup+explain / n=1 / Not Harbor task-execution", "wall-time mixed / Sol slower with JCR in 19/20", "NiazMorshed2007/jcr ≠ skill-broker ≠ skillranker ≠ jev-sift ≠ jev-lens ≠ jevusher ≠ jev_select_capability", "do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34", "notes.md §116", "copy the SemIf/MLX installer?", "quote 5.21× as beating Jev?", "treat 0.845 as a TypeSafe replica?", "collapse SemIf into kw2828/zhihz/semif-rs/semif-serve", "softmax over options as a Noul", "llm prompt to jev primitives", "conversion assistant not equivalent behavior", "heuristic conversion ≠ calibrated Noul", "alexwestco/llm-to-jev ≠ altryne/jevify", "user-provided 0940 / notes.md §118", "judge ≠ actuator", "candidate_mass", "softmax over A–H ≠ Noul", "hourly 0947 / notes.md §119", "ggmlc GGUF is not llama.cpp", "serving substrate ≠ calibrated replica", "Qwen3.5-9B ≠ Archer", "planner writes JEV selects", "hourly 1049 / notes.md §120", "open recreation ≠ calibrated replica", "semantic lint is a sensor not a proof", "cutoff 0.8 still soft", "paired bootstrap CIs *theirs*", "Same accuracy, 35x faster *theirs*", "hourly 1143 / notes.md §121", "revisit HIGH / since-last-look", "catalogued repo changed", "star-noise vs material change", "densify prior notes without inventing equivalence", "decide is not generate", "tryDecide returns typed calibrated judgments not a token stream", "GLiNER/GLiClass ports are class members not Jev replicas", "93.5% *theirs* not Harbor", "74.9 *theirs* not Harbor", "8.7x *theirs* not Harbor", "Option-Marker joint attention", "openjev:0.2.1", "thinking=True/False per-field budget", "PLAN_Qwen35", "hyperspaceai/jevcache ≠ kushals256/jevcache", "wire-compat ≠ logit-equiv", "SHA move is not a replica", "hourly 1248 / notes.md §123", "typesafe-sdk 0.7 Pydantic response models", "msgspec dropped", "The server's output is unchanged and was never wrong", "SchemaError is 400 plain-string detail not 422 list", "Pydantic response models ≠ logit-equiv", "msgspec dropped is not a replica", "Error contract is not a Noul", "coverage-at-error-budget *theirs* not Harbor", "PLAN_Qwen35 still proposal for review", "GLiNER locate ports are class members not Jev replicas", "Locate ≠ decide", "~160 ms *theirs* not Harbor", "0.971 F1 *theirs* not Harbor", "hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica", "jkcdarunday/SystemOne-Next ≠ TypeSafe System One", "hourly 1340 / notes.md §124", 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; SemIf rename densify / MLX backend / 5.21× systems≠semantic / Softmax ≠ Noul (`notes.md` §117)", "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", , "Jev Capability Resolver / NiazMorshed2007/jcr", "one tool nested capability tree / returns context / does not execute", "skills vs capabilities / workflow+judgment vs operations", "format independent of Jev / proposed open standard", "JCR_BAND_RATIO 0.6 is application policy / soft scores ≠ hard gates", "routing ≠ permission / docs ≠ authority to run", "sol-vs-opus5-20 lookup+explain / n=1 / Not Harbor task-execution", "wall-time mixed / Sol slower with JCR in 19/20", "NiazMorshed2007/jcr ≠ skill-broker ≠ skillranker ≠ jev-sift ≠ jev-lens ≠ jevusher ≠ jev_select_capability", "do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34", "notes.md §116", "copy the SemIf/MLX installer?", "quote 5.21× as beating Jev?", "treat 0.845 as a TypeSafe replica?", "collapse SemIf into kw2828/zhihz/semif-rs/semif-serve", "softmax over options as a Noul", "llm prompt to jev primitives", "conversion assistant not equivalent behavior", "heuristic conversion ≠ calibrated Noul", "alexwestco/llm-to-jev ≠ altryne/jevify", "user-provided 0940 / notes.md §118", "judge ≠ actuator", "candidate_mass", "softmax over A–H ≠ Noul", "hourly 0947 / notes.md §119", "ggmlc GGUF is not llama.cpp", "serving substrate ≠ calibrated replica", "Qwen3.5-9B ≠ Archer", "planner writes JEV selects", "hourly 1049 / notes.md §120", "open recreation ≠ calibrated replica", "semantic lint is a sensor not a proof", "cutoff 0.8 still soft", "paired bootstrap CIs *theirs*", "Same accuracy, 35x faster *theirs*", "hourly 1143 / notes.md §121", "revisit HIGH / since-last-look", "catalogued repo changed", "star-noise vs material change", "densify prior notes without inventing equivalence", "decide is not generate", "tryDecide returns typed calibrated judgments not a token stream", "GLiNER/GLiClass ports are class members not Jev replicas", "93.5% *theirs* not Harbor", "74.9 *theirs* not Harbor", "8.7x *theirs* not Harbor", "Option-Marker joint attention", "openjev:0.2.1", "thinking=True/False per-field budget", "PLAN_Qwen35", "hyperspaceai/jevcache ≠ kushals256/jevcache", "wire-compat ≠ logit-equiv", "SHA move is not a replica", "hourly 1248 / notes.md §123", "typesafe-sdk 0.7 Pydantic response models", "msgspec dropped", "The server's output is unchanged and was never wrong", "SchemaError is 400 plain-string detail not 422 list", "Pydantic response models ≠ logit-equiv", "msgspec dropped is not a replica", "Error contract is not a Noul", "coverage-at-error-budget *theirs* not Harbor", "PLAN_Qwen35 still proposal for review", "GLiNER locate ports are class members not Jev replicas", "Locate ≠ decide", "~160 ms *theirs* not Harbor", "0.971 F1 *theirs* not Harbor", "hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica", "jkcdarunday/SystemOne-Next ≠ TypeSafe System One", "hourly 1340 / notes.md §124", "vLLM NVIDIA + MLX Apple Silicon", "Codiv hosted free endpoint", "dual /v1/systemone + /v1/chat/completions", "chat 501 on MLX", "dual serving is not generate", "Hosted Codiv ≠ TypeSafe", "hr98w/jev-visual 167★ Apple Silicon visual candidate scoring", "37.30s → 2.40s at 64 decisions *theirs*", "Breakout 9 bricks 6 returns 2 lives *theirs*", "candidate probabilities are relative not correctness", "jkudish/jev-mcp 156★ ten MCP tools", "recommendation is advisory", "the server never blocks on its own", "TypeSafe CLERC 5% to 18% *theirs*", "jkudish/jev-mcp ≠ burnigtm/jev-mcp", "zhengxuyu/litjev off-the-shelf Qwen decision layer", "Probabilities are not calibrated by default", "Qwen/Qwen3.8-27B ≠ Archer", "zhengxuyu/litjev ≠ alexwestco/llm-to-jev", "Zefan-Cai/Open-Jev LoRA + scalar head", "2B 94.71% 9B 97.54% hard test *theirs*", "2B OOD 86.02% 9B OOD 91.97% *theirs*", "80,816 training rows", "27B still in progress", "LoRA ≠ RLCD replica", "Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev", "cristianoliveira/jeq intelligence you can pipe", "pass-min 0.8 still soft", "JEQ does not own actions", "AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica", "AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml", "hourly 1441 / notes.md §125", 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,
@@ -153,8 +153,8 @@ Merged #44 owns §121. This protocol is §122.
 | Familiar method | Judgment shape | Detail |
 |---|---|---|
 | 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 0920 jcr (`notes.md` §116): **Retrieve-wide→decide→evidence-set** / **Skills vs capability catalogs** / **VOI of context admission** / **Measurement honesty (wall-time mixed)**. 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.) | 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` |
+| 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. Hourly 1441 densify: dual /v1/systemone + /v1/chat/completions (dual serving is not generate; chat 501 on MLX); Hosted Codiv ≠ TypeSafe; hr98w/jev-visual candidate probabilities are relative not correctness; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; jkudish/jev-mcp recommendation is advisory / the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; Zefan-Cai/Open-Jev LoRA ≠ RLCD replica; 2B 94.71% 9B 97.54% hard test *theirs*; cristianoliveira/jeq pass-min 0.8 still soft; JEQ does not own actions.) |
+| 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. Hourly 1441 densify: vLLM NVIDIA + MLX Apple Silicon on razorback16/openjev; STE README rewrite; serving-port densify; Codiv hosted free endpoint; zhengxuyu/litjev Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; LoRA ≠ RLCD replica; 27B still in progress.)| 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). **Capability-tree lookup:** NiazMorshed2007/jcr one tool; returns context; **does not execute** (`notes.md` §116). **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 |
@@ -380,3 +380,40 @@ Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer.
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+## Hourly 1441 HIGH (`notes.md` §125)
+
+vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint.
+dual /v1/systemone + /v1/chat/completions. chat 501 on MLX.
+dual serving is not generate. Hosted Codiv ≠ TypeSafe.
+STE README rewrite. serving-port densify.
+hr98w/jev-visual 167★ Apple Silicon visual candidate scoring.
+37.30s → 2.40s at 64 decisions *theirs*.
+Breakout 9 bricks 6 returns 2 lives *theirs*.
+candidate probabilities are relative not correctness.
+jkudish/jev-mcp 156★ ten MCP tools.
+recommendation is advisory. the server never blocks on its own.
+TypeSafe CLERC 5% to 18% *theirs*.
+jkudish/jev-mcp ≠ burnigtm/jev-mcp.
+zhengxuyu/litjev off-the-shelf Qwen decision layer.
+Probabilities are not calibrated by default. Qwen/Qwen3.8-27B ≠ Archer.
+zhengxuyu/litjev ≠ alexwestco/llm-to-jev.
+Zefan-Cai/Open-Jev LoRA + scalar head.
+2B 94.71% 9B 97.54% hard test *theirs*.
+2B OOD 86.02% 9B OOD 91.97% *theirs*.
+80,816 training rows. 27B still in progress. LoRA ≠ RLCD replica.
+Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev.
+cristianoliveira/jeq intelligence you can pipe.
+pass-min 0.8 still soft. JEQ does not own actions.
+AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica.
+AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml.
+wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement.
+Error contract is not a Noul. Archer still promised_not_landed.
+Hub archerhume/4rcherhume HTTP 401.
+Do not copy keys. Fresh PR off `fea7c0b` (merged #47).
+Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer.
+`invented_signal: false`.
+
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/references/agent-self-assessment.md b/.agents/skills/augustus/references/agent-self-assessment.md
index eee3de3..83ac75d 100644
--- a/.agents/skills/augustus/references/agent-self-assessment.md
+++ b/.agents/skills/augustus/references/agent-self-assessment.md
@@ -955,3 +955,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/references/applied-mappings.md b/.agents/skills/augustus/references/applied-mappings.md
index 42d5466..92e462c 100644
--- a/.agents/skills/augustus/references/applied-mappings.md
+++ b/.agents/skills/augustus/references/applied-mappings.md
@@ -2534,3 +2534,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/references/composition-algebra.md b/.agents/skills/augustus/references/composition-algebra.md
index 9bad220..05f7b20 100644
--- a/.agents/skills/augustus/references/composition-algebra.md
+++ b/.agents/skills/augustus/references/composition-algebra.md
@@ -2507,6 +2507,94 @@ Soft Noul ≠ hard safety.
      Qwen3.5-9B ≠ Archer. Hub archerhume/4rcherhume HTTP 401.
      Full cards: `faq.md`.
 
+
+417. **openjev STE backends + Codiv densify PRIMARY** (razorback16/openjev):
+     densify §75. HEAD cddbd962c88a README SHA a5943415cb92. 195★.
+     vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint.
+     STE README rewrite. serving-port densify.
+     Hosted Codiv ≠ TypeSafe. SHA move is not a replica.
+     Full cards: `judgment-class.md`, `validation.md`.
+418. **dual serving is not generate** (razorback16/openjev):
+     dual /v1/systemone + /v1/chat/completions. chat 501 on MLX.
+     dual serving is not generate. wire-compat ≠ logit-equiv.
+     Error contract is not a Noul. Full cards: `faq.md`, `mixed-architecture.md`.
+419. **Hosted Codiv ≠ TypeSafe** (openjev serving port):
+     Codiv hosted free endpoint. Independent. Not affiliated.
+     Hosted Codiv ≠ TypeSafe. serving substrate ≠ calibrated replica.
+     Full cards: `faq.md`, `judgment-class.md`.
+420. **jev-visual candidate scoring PRIMARY** (hr98w/jev-visual):
+     167★ HEAD 19af545f096e README SHA 9f1cf521fc2b.
+     Apple Silicon visual candidate scoring.
+     candidate probabilities are relative not correctness.
+     37.30s → 2.40s at 64 decisions *theirs*.
+     hr98w/jev-visual ≠ sseanliu/Jev-Vision.
+     Full cards: `judgment-class.md`, `validation.md`.
+421. **Breakout 9 bricks *theirs*** (hr98w/jev-visual):
+     Breakout 9 bricks 6 returns 2 lives *theirs*.
+     80 decisions. simplified demo, not general game-playing.
+     Full cards: `validation.md`.
+422. **jev-mcp ten tools PRIMARY** (jkudish/jev-mcp):
+     156★ HEAD 0b5a3f6d6f57 README SHA 1d7394500edd.
+     ten MCP tools. recommendation is advisory.
+     the server never blocks on its own.
+     jkudish/jev-mcp ≠ burnigtm/jev-mcp.
+     Full cards: `mixed-architecture.md`, `faq.md`.
+423. **TypeSafe CLERC 5% to 18% *theirs*** (jkudish/jev-mcp rerank cookbook):
+     TypeSafe CLERC 5% to 18% *theirs*. not Harbor.
+     Full cards: `validation.md`.
+424. **litjev off-the-shelf Qwen** (zhengxuyu/litjev):
+     28★ HEAD f21216c9fe5a. off-the-shelf Qwen decision layer.
+     Probabilities are not calibrated by default.
+     Qwen/Qwen3.8-27B ≠ Archer.
+     zhengxuyu/litjev ≠ alexwestco/llm-to-jev.
+     Full cards: `judgment-class.md`, `faq.md`.
+425. **Open-Jev LoRA + scalar head** (Zefan-Cai/Open-Jev):
+     HEAD 6d8de5ed72a0. LoRA adapters plus a trained scalar decision head.
+     2B 94.71% 9B 97.54% hard test *theirs*.
+     LoRA ≠ RLCD replica.
+     Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev.
+     Full cards: `judgment-class.md`, `validation.md`.
+426. **Open-Jev OOD + 27B in progress** (ZefanCai/Open-Jev-2B / 9B):
+     2B OOD 86.02% 9B OOD 91.97% *theirs*. 80,816 training rows.
+     27B still in progress. Hub 2B 0c7aa498b162 / 9B 47e966881e48.
+     Full cards: `validation.md`.
+427. **jeq pipe judgments** (cristianoliveira/jeq):
+     3★ HEAD 44ea80c90903. intelligence you can pipe.
+     pass-min 0.8 still soft. JEQ does not own actions.
+     Full cards: `faq.md`, `mixed-architecture.md`.
+428. **laya-coreai serving substrate** (hf:AndyInQtr/laya-coreai):
+     AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica.
+     AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml.
+     Full cards: `faq.md`, `judgment-class.md`.
+429. **already-catalogued remainder** (pngwn/open-jev / jev-bench 401 / jevify / bonzi):
+     densify is not a second census. SHA move is not a replica.
+     Hub Praveenrajus/jev-bench HTTP 401. Full cards: `applied-mappings.md`.
+430. **gate/router cousins measurement notes** (jev-gate / JevRoute / kev-model-router):
+     rh-guard owns primary gates. catalog ≠ endorsement.
+     Full cards: `faq.md`.
+431. **skip-thin** (empty README, marketing sites, 0★ name-match):
+     SHA move is not a replica. skip-thin. Full cards: `faq.md`.
+432. **skip Archer** (promised_not_landed):
+     Qwen/Qwen3.8-27B ≠ Archer. Hub archerhume/4rcherhume HTTP 401.
+     Archer still promised_not_landed. Full cards: `faq.md`.
+
+Hourly 1441 items 417–432 (`notes.md` §125). Do **not**
+re-fold §124 items 401–416 / §123 items 385–400 / §122 protocol / §121 items 369–384
+/ §120 items 353–368 / §119 items 337–352 / §118 items 322–329
+/ §117 items 330–336 / §116 items 309–316 / §115 items 303–308
+/ §114 items 289–302.
+Skip Archer rewrite.
+dual serving is not generate; Hosted Codiv ≠ TypeSafe;
+candidate probabilities are relative not correctness;
+recommendation is advisory; LoRA ≠ RLCD replica;
+pass-min 0.8 still soft; 37.30s → 2.40s at 64 decisions *theirs*;
+2B 94.71% 9B 97.54% hard test *theirs*;
+wire-compat ≠ logit-equiv;
+SHA move is not a replica; catalog ≠ endorsement.
+do not reopen or amend PR #23–#47.
+Soft Noul ≠ hard safety.
+
+
 Hourly 1340 items 401–416 (`notes.md` §124). Do **not**
 re-fold §123 items 385–400 / §122 protocol / §121 items 369–384
 / §120 items 353–368 / §119 items 337–352 / §118 items 322–329
@@ -2653,3 +2741,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/references/faq.md b/.agents/skills/augustus/references/faq.md
index db4c1e7..0f25527 100644
--- a/.agents/skills/augustus/references/faq.md
+++ b/.agents/skills/augustus/references/faq.md
@@ -3712,3 +3712,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/references/formal-methods.md b/.agents/skills/augustus/references/formal-methods.md
index 7746344..8d1c68c 100644
--- a/.agents/skills/augustus/references/formal-methods.md
+++ b/.agents/skills/augustus/references/formal-methods.md
@@ -1384,3 +1384,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/references/formal-semi-formal.md b/.agents/skills/augustus/references/formal-semi-formal.md
index f00b9f0..c1616e3 100644
--- a/.agents/skills/augustus/references/formal-semi-formal.md
+++ b/.agents/skills/augustus/references/formal-semi-formal.md
@@ -97,3 +97,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/references/judgment-class.md b/.agents/skills/augustus/references/judgment-class.md
index 5bb66d2..b16c356 100644
--- a/.agents/skills/augustus/references/judgment-class.md
+++ b/.agents/skills/augustus/references/judgment-class.md
@@ -382,7 +382,10 @@ parser.
    grid, SAM, OCR boxes) proposes candidates; a scorer picks. `hr98w/jev-visual`:
    Breakout only worked after reducing control to "which region holds the
    ball" — decomposition in miniature. Do not ask a vision model to
-   *invent* the paddle command.
+   *invent* the paddle command. Hourly 1441 densify: **167★**; HEAD
+   `19af545f096e`; candidate probabilities are relative not correctness;
+   37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns
+   2 lives *theirs*. hr98w/jev-visual ≠ sseanliu/Jev-Vision.
 
 3. **Dual-encoder affinity (CLIP / SigLIP / cousins).** Argmax over prompt
    templates is zero-shot classification. CLIP-family softmax induces
@@ -1480,3 +1483,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/references/mappings.md b/.agents/skills/augustus/references/mappings.md
index a2343ac..080952e 100644
--- a/.agents/skills/augustus/references/mappings.md
+++ b/.agents/skills/augustus/references/mappings.md
@@ -2489,3 +2489,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/references/mental-models.md b/.agents/skills/augustus/references/mental-models.md
index 2d43f04..7efb63a 100644
--- a/.agents/skills/augustus/references/mental-models.md
+++ b/.agents/skills/augustus/references/mental-models.md
@@ -3021,6 +3021,22 @@ Do not copy keys.
 **Hourly 1248 HIGH (`notes.md` §123).** decide is not generate. tryDecide returns typed calibrated judgments not a token stream. GLiNER/GLiClass ports are class members not Jev replicas. 93.5% *theirs* not Harbor. 74.9 *theirs* not Harbor. 8.7x *theirs* not Harbor. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#45. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed calibrated judgments not a token stream; juspay/neurolink 133★ MIT HEAD 268b0fe83130 README SHA e709cadfa6b6 tag v12.19.0; GLiNER/GLiClass ports are class members not Jev replicas; MacPaw/Gliner2Swift ≠ Knowledgator/GLiClass.c ≠ fbilhaut/gliclass-rs ≠ Knowledgator/GLiClass.js ≠ gravitee-io/GLiNER4j ≠ apiplant/gliner-rs ≠ codesoda/gliner2-rs; 8.7x faster 4.4x fewer prompts *theirs*; 153 was a reporting error; corrected 156-case 9.8x faster 4.2x fewer prompts *theirs*; independent v0.2.1 1.24x vs Mini *theirs*; Approvals only; anpicasso/hermes-jev-approvals ≠ hermes-switchyard; scx-router GLiClass ranks candidate LLMs in one non-generative pass; typesafeai-dotnet-sdk Not affiliated with TypeSafe AI; hyperspaceai/jevcache ≠ kushals256/jevcache; ST-jeved measures each reply; 400 plain-text for unaskable question; razorback16/openjev:0.2.1 Docker densify HEAD 794a81b87131; wire-compat ≠ logit-equiv; Option-Marker joint attention 93.5% macro *theirs*; 93.6% micro *theirs*; n=78; T = 1.0367 vs T = 1.1692 two temperatures; guaranteeing is soundness theater; wfzyx/von densify HEAD bed7e7337791; Benchmark Heaven leaderboard #2 74.9 *theirs*; NLL calibration assets; 77.10% still §71 claim-audit; do not re-fold as a beat; Heman10x-NGU/openJev-verdict-2.0 densify HEAD bff28567cff4; kev-family weight tarballs; PLAN_Qwen35 proposal for review; deadline 0.53→0.82 at 9B *theirs*; Qwen3.5-9B ≠ Archer; isolation would fail by construction on DeltaNet; jaredpalmer/kev densify; JevBench v1.2.2 jeff 66.9 (#9) jev 75.3 (#2) *theirs*; logan-markewich/jeff densify HEAD 34b32f99a727; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; TypeLLM/TypeLLM densify HEAD c4b03ba9e792; us/jev-local stub until hf; Eran-BA/Jev_from_GLiNER2 spec ≠ replica; lsu-ub-uu/systemone ≠ TypeSafe System One; Layan/Laya HF spaces name-match; catalog ≠ endorsement; decide ≠ generate ≠ stream; 93.5% *theirs* not Harbor; 74.9 *theirs* not Harbor; 8.7x *theirs* not Harbor; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45; notes.md §123
 
+## Apply 1441 (`notes.md` §125)
+
+dual serving is not generate. Hosted Codiv ≠ TypeSafe.
+chat 501 on MLX. vLLM NVIDIA + MLX Apple Silicon.
+candidate probabilities are relative not correctness.
+37.30s → 2.40s at 64 decisions *theirs*.
+Breakout 9 bricks 6 returns 2 lives *theirs*.
+recommendation is advisory. the server never blocks on its own.
+TypeSafe CLERC 5% to 18% *theirs*.
+Probabilities are not calibrated by default. Qwen/Qwen3.8-27B ≠ Archer.
+LoRA ≠ RLCD replica. 2B 94.71% 9B 97.54% hard test *theirs*.
+2B OOD 86.02% 9B OOD 91.97% *theirs*. 80,816 training rows.
+27B still in progress. pass-min 0.8 still soft. JEQ does not own actions.
+AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica.
+SHA move is not a replica. Do not copy keys.
+
 ## Apply 1340 (`notes.md` §124)
 
 Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica.
@@ -3037,3 +3053,6 @@ SHA move is not a replica. Do not copy keys.
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/references/methods-catalog.md b/.agents/skills/augustus/references/methods-catalog.md
index c2f3261..42259f6 100644
--- a/.agents/skills/augustus/references/methods-catalog.md
+++ b/.agents/skills/augustus/references/methods-catalog.md
@@ -291,3 +291,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/references/mixed-architecture.md b/.agents/skills/augustus/references/mixed-architecture.md
index fda939c..d1531d8 100644
--- a/.agents/skills/augustus/references/mixed-architecture.md
+++ b/.agents/skills/augustus/references/mixed-architecture.md
@@ -1458,3 +1458,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/references/question-design.md b/.agents/skills/augustus/references/question-design.md
index fbd05e2..df28f5b 100644
--- a/.agents/skills/augustus/references/question-design.md
+++ b/.agents/skills/augustus/references/question-design.md
@@ -438,3 +438,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/references/toolbox-mapping.md b/.agents/skills/augustus/references/toolbox-mapping.md
index e5b6a56..a8fa313 100644
--- a/.agents/skills/augustus/references/toolbox-mapping.md
+++ b/.agents/skills/augustus/references/toolbox-mapping.md
@@ -367,3 +367,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/references/validation.md b/.agents/skills/augustus/references/validation.md
index 9d5e49f..d03e955 100644
--- a/.agents/skills/augustus/references/validation.md
+++ b/.agents/skills/augustus/references/validation.md
@@ -1171,3 +1171,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/.agents/skills/augustus/scripts/evaluate_decisions.py b/.agents/skills/augustus/scripts/evaluate_decisions.py
index 20ded1e..f9617aa 100755
--- a/.agents/skills/augustus/scripts/evaluate_decisions.py
+++ b/.agents/skills/augustus/scripts/evaluate_decisions.py
@@ -308,6 +308,53 @@ def coverage_at_error_budget_is_theirs(metric_name, harbor=False):
     return harbor is False
 
 
+
+
+def dual_serving_is_not_generate(systemone_kind, chat_kind, mlx_chat_status):
+    """dual /v1/systemone + /v1/chat/completions. decide is not generate.
+
+    chat 501 on MLX. Dual serving is not generate.
+    """
+    if systemone_kind != "decide":
+        return False
+    if chat_kind != "generate":
+        return False
+    return mlx_chat_status == 501
+
+
+def hosted_codiv_is_not_typesafe(host, affiliated=False):
+    """Hosted Codiv ≠ TypeSafe."""
+    if host != "codiv":
+        raise ValueError("unexpected host")
+    return affiliated is False
+
+
+def candidate_probs_are_relative_not_correctness(relative, correctness_claim=False):
+    """Candidate probabilities are relative to supplied options, not correctness."""
+    return relative is True and correctness_claim is False
+
+
+def recommendation_is_advisory(action, server_blocks=False):
+    """The recommendation is advisory. The server never blocks on its own."""
+    if action not in ("pass", "review", "block", "skip"):
+        raise ValueError("unexpected action")
+    return server_blocks is False
+
+
+def lora_is_not_rlcd_replica(adapter_kind, rlcd_claimed=False):
+    """LoRA adapters plus a scalar head ≠ RLCD replica."""
+    if adapter_kind != "lora_plus_scalar_head":
+        return False
+    return rlcd_claimed is False
+
+
+def pass_min_still_soft(threshold, hard_gate=False):
+    """pass-min 0.8 still soft. JEQ does not own actions."""
+    if threshold != 0.8:
+        raise ValueError("unexpected threshold")
+    return hard_gate is False
+
+
 def hop_ece_permutation_invariant(rows, bins=10, key="p"):
     """Shuffle order; equal-width ECE must not move.
 
@@ -430,6 +477,25 @@ def self_test():
     assert theirs_bench_is_not_harbor(1, "jev-vision-skip-0.936")
     assert theirs_bench_is_not_harbor(1, "pii-f1-0.971")
 
+
+    # 1441: dual serving is not generate / Hosted Codiv ≠ TypeSafe /
+    # candidate probabilities relative / MCP advisory / LoRA ≠ RLCD /
+    # pass-min 0.8 still soft.
+    assert dual_serving_is_not_generate("decide", "generate", 501)
+    assert not dual_serving_is_not_generate("decide", "generate", 200)
+    assert hosted_codiv_is_not_typesafe("codiv", affiliated=False)
+    assert not hosted_codiv_is_not_typesafe("codiv", affiliated=True)
+    assert candidate_probs_are_relative_not_correctness(True, False)
+    assert not candidate_probs_are_relative_not_correctness(True, True)
+    assert recommendation_is_advisory("block", server_blocks=False)
+    assert not recommendation_is_advisory("block", server_blocks=True)
+    assert lora_is_not_rlcd_replica("lora_plus_scalar_head", False)
+    assert not lora_is_not_rlcd_replica("lora_plus_scalar_head", True)
+    assert pass_min_still_soft(0.8, hard_gate=False)
+    assert not pass_min_still_soft(0.8, hard_gate=True)
+    assert theirs_bench_is_not_harbor(64, "jev-visual-37.30s-2.40s")
+    assert theirs_bench_is_not_harbor(10046, "open-jev-2b-94.71")
+
     print("self-test ok")
 
 
diff --git a/.agents/skills/augustus/scripts/uniqueness_gate.py b/.agents/skills/augustus/scripts/uniqueness_gate.py
index 163b7de..8360999 100644
--- a/.agents/skills/augustus/scripts/uniqueness_gate.py
+++ b/.agents/skills/augustus/scripts/uniqueness_gate.py
@@ -2,7 +2,7 @@
 """Uniqueness gate for merged 0843 (§114), merged 0915 NanoJev (§115),
 merged 0920 jcr (§116), merged 0922 SemIf (§117), merged 0940
 llm-to-jev (§118), hourly 0947 HIGH (§119), hourly 1049 HIGH (§120),
-hourly 1143 HIGH (§121), hourly 1248 HIGH (§123), and hourly 1340 HIGH (§124).
+hourly 1143 HIGH (§121), hourly 1248 HIGH (§123), hourly 1340 HIGH (§124), and hourly 1441 HIGH (§125).
 
 Each lock must appear as one consecutive substring in every listed overlay.
 Fragments scattered across files do not count.
@@ -11,9 +11,9 @@
 substring in the skill + research files (not a 21-overlay dump wall).
 Hourly must treat revisit HIGH like novel HIGH. Star-noise is not a fold.
 
-Also: YAML-parse SKILL.md frontmatter; notes.md owns §114–§124;
-composition items 289–316, 322–329, 330–336, 337–352, 353–368, 369–384, 385–400, and 401–416 exist;
-findings batches #97–#106 exist. Items 317–321 stay unused.
+Also: YAML-parse SKILL.md frontmatter; notes.md owns §114–§125;
+composition items 289–316, 322–329, 330–336, 337–352, 353–368, 369–384, 385–400, 401–416, and 417–432 exist;
+findings batches #97–#107 exist. Items 317–321 stay unused.
 CHANGELOG.md must not hold uniqueness dump walls (dumps live in
 changelog-hourly.md). README.md must not hold the 0743 dump wall.
 Pages greps stay in docs/index.md and docs/_layouts/default.html.
@@ -142,6 +142,10 @@
     'Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server\'s output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124'
 )
 
+UNIQ_1441 = (
+    'Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125'
+)
+
 REVISIT_LOCK = (
     "Revisit / since-last-look lock: catalogued repos are not done; "
     "store fingerprints default_sha, pushed_at, description_hash, release_tag; "
@@ -225,6 +229,8 @@ def main() -> int:
             failed.append(f"1248 lock missing as one substring: {rel}")
         if UNIQ_1340 not in body:
             failed.append(f"1340 lock missing as one substring: {rel}")
+        if UNIQ_1441 not in body:
+            failed.append(f"1441 lock missing as one substring: {rel}")
     for rel in REVISIT_OVERLAYS:
         path = ROOT / rel
         if not path.is_file():
@@ -256,10 +262,12 @@ def main() -> int:
         failed.append("notes.md missing §123 heading")
     if "## 124. Hourly 1340 HIGH" not in notes:
         failed.append("notes.md missing §124 heading")
+    if "## 125. Hourly 1441 HIGH" not in notes:
+        failed.append("notes.md missing §125 heading")
     algebra = (ROOT / ".agents/skills/augustus/references/composition-algebra.md").read_text(
         encoding="utf-8"
     )
-    for n in list(range(289, 317)) + list(range(322, 330)) + list(range(330, 337)) + list(range(337, 353)) + list(range(353, 369)) + list(range(369, 385)) + list(range(385, 401)) + list(range(401, 417)):
+    for n in list(range(289, 317)) + list(range(322, 330)) + list(range(330, 337)) + list(range(337, 353)) + list(range(353, 369)) + list(range(369, 385)) + list(range(385, 401)) + list(range(401, 417)) + list(range(417, 433)):
         needle = f"{n}. **"
         if needle not in algebra:
             failed.append(f"composition-algebra missing item {n}")
@@ -279,6 +287,7 @@ def main() -> int:
         "## Batch #104",
         "## Batch #105",
         "## Batch #106",
+        "## Batch #107",
     ):
         if batch not in findings:
             failed.append(f"findings.md missing {batch}")
@@ -363,6 +372,37 @@ def main() -> int:
             '0.971 F1 *theirs* not Harbor',
             'hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica',
             'jkcdarunday/SystemOne-Next ≠ TypeSafe System One',
+            'vLLM NVIDIA + MLX Apple Silicon',
+            'Codiv hosted free endpoint',
+            'dual /v1/systemone + /v1/chat/completions',
+            'chat 501 on MLX',
+            'dual serving is not generate',
+            'Hosted Codiv ≠ TypeSafe',
+            'hr98w/jev-visual 167★ Apple Silicon visual candidate scoring',
+            '37.30s → 2.40s at 64 decisions *theirs*',
+            'Breakout 9 bricks 6 returns 2 lives *theirs*',
+            'candidate probabilities are relative not correctness',
+            'jkudish/jev-mcp 156★ ten MCP tools',
+            'recommendation is advisory',
+            'the server never blocks on its own',
+            'TypeSafe CLERC 5% to 18% *theirs*',
+            'jkudish/jev-mcp ≠ burnigtm/jev-mcp',
+            'zhengxuyu/litjev off-the-shelf Qwen decision layer',
+            'Probabilities are not calibrated by default',
+            'Qwen/Qwen3.8-27B ≠ Archer',
+            'zhengxuyu/litjev ≠ alexwestco/llm-to-jev',
+            'Zefan-Cai/Open-Jev LoRA + scalar head',
+            '2B 94.71% 9B 97.54% hard test *theirs*',
+            '2B OOD 86.02% 9B OOD 91.97% *theirs*',
+            '80,816 training rows',
+            '27B still in progress',
+            'LoRA ≠ RLCD replica',
+            'Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev',
+            'cristianoliveira/jeq intelligence you can pipe',
+            'pass-min 0.8 still soft',
+            'JEQ does not own actions',
+            'AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica',
+            'AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml',
         ):
             if frag not in haystack:
                 failed.append(f"SKILL.md missing fragment {frag!r}")
@@ -429,6 +469,38 @@ def main() -> int:
                 'hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica',
                 'jkcdarunday/SystemOne-Next ≠ TypeSafe System One',
                 'hourly 1340 / notes.md §124',
+                'vLLM NVIDIA + MLX Apple Silicon',
+                'Codiv hosted free endpoint',
+                'dual /v1/systemone + /v1/chat/completions',
+                'chat 501 on MLX',
+                'dual serving is not generate',
+                'Hosted Codiv ≠ TypeSafe',
+                'hr98w/jev-visual 167★ Apple Silicon visual candidate scoring',
+                '37.30s → 2.40s at 64 decisions *theirs*',
+                'Breakout 9 bricks 6 returns 2 lives *theirs*',
+                'candidate probabilities are relative not correctness',
+                'jkudish/jev-mcp 156★ ten MCP tools',
+                'recommendation is advisory',
+                'the server never blocks on its own',
+                'TypeSafe CLERC 5% to 18% *theirs*',
+                'jkudish/jev-mcp ≠ burnigtm/jev-mcp',
+                'zhengxuyu/litjev off-the-shelf Qwen decision layer',
+                'Probabilities are not calibrated by default',
+                'Qwen/Qwen3.8-27B ≠ Archer',
+                'zhengxuyu/litjev ≠ alexwestco/llm-to-jev',
+                'Zefan-Cai/Open-Jev LoRA + scalar head',
+                '2B 94.71% 9B 97.54% hard test *theirs*',
+                '2B OOD 86.02% 9B OOD 91.97% *theirs*',
+                '80,816 training rows',
+                '27B still in progress',
+                'LoRA ≠ RLCD replica',
+                'Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev',
+                'cristianoliveira/jeq intelligence you can pipe',
+                'pass-min 0.8 still soft',
+                'JEQ does not own actions',
+                'AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica',
+                'AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml',
+                'hourly 1441 / notes.md §125',
             ):
                 if frag not in proto_line:
                     failed.append(f"SKILL.md protocol missing {frag!r}")
@@ -444,6 +516,7 @@ def main() -> int:
         ("1143", UNIQ_1143),
         ("1248", UNIQ_1248),
         ("1340", UNIQ_1340),
+        ("1441", UNIQ_1441),
     ):
         if lock in changelog:
             failed.append(
@@ -515,6 +588,7 @@ def main() -> int:
         f"1143 chars={len(UNIQ_1143)} "
         f"1248 chars={len(UNIQ_1248)} "
         f"1340 chars={len(UNIQ_1340)} "
+        f"1441 chars={len(UNIQ_1441)} "
         f"revisit chars={len(REVISIT_LOCK)} "
         f"overlays={len(OVERLAYS)} "
         f"revisit_overlays={len(REVISIT_OVERLAYS)}"
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6520204..637563f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -16,6 +16,43 @@ folds: `research/notes.md`.
 
 ## [Unreleased]
 
+Hourly 1441 HIGH (`research/notes.md` §125 / composition items
+417–432 / findings batch #107). Does **not** bump the 0.5.0 pin.
+Uniqueness dumps live in
+[`research/changelog-hourly.md`](research/changelog-hourly.md).
+Do not reopen or amend PR #23–#47. Do not amend released 0.5.0
+(#42). Merged #47 owns §124. Merged #46 owns §123.
+
+### Added
+
+- **Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple
+  Silicon / Codiv hosted free endpoint / dual serving densify /
+  jev-visual *theirs* / jev-mcp advisory / litjev uncalibrated /
+  Open-Jev LoRA / jeq pipe / laya-coreai serving substrate.
+  dual serving is not generate. Hosted Codiv ≠ TypeSafe.
+  candidate probabilities are relative not correctness.
+  recommendation is advisory. LoRA ≠ RLCD replica.
+  pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*.
+  2B 94.71% 9B 97.54% hard test *theirs*. wire-compat is not
+  logit-equiv. SHA move is not a replica.
+  Evaluator: dual serving is not generate / Hosted Codiv ≠ TypeSafe /
+  candidate probabilities relative / MCP advisory / LoRA ≠ RLCD /
+  pass-min 0.8 still soft. uniqueness_gate.py now
+  checks 0843 + 0915 + jcr + 0922 + 0940 + 0947 + 1049 + 1143 +
+  1248 + 1340 + 1441. Composition items 417–432 / batch #107.
+  **HARD RULE:** do not reopen or amend PR #23–#47. Does **not** bump
+  0.5.0.
+
+- **Recipe (class, not Jev-only).** Without Augustus: treat a hosted
+  Codiv URL as TypeSafe, `/v1/chat/completions` as decide, 37.30s →
+  2.40s as Harbor, a LoRA adapter as an RLCD replica, or pass-min 0.8
+  as a hard gate. With Augustus: dual serving is not generate; Hosted
+  Codiv ≠ TypeSafe; candidate probabilities are relative not
+  correctness; recommendation is advisory; LoRA ≠ RLCD replica;
+  pass-min 0.8 still soft. Same split for any Choice/Score/Noul-style
+  head, not only hosted Jev.
+
+
 Hourly 1340 HIGH (`research/notes.md` §124 / composition items
 401–416 / findings batch #106). Does **not** bump the 0.5.0 pin.
 Uniqueness dumps live in
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 0d78536..28b15ba 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -45,7 +45,7 @@ re-opened as "new." Before folding:
   `.agents/skills/augustus/SKILL.md`
 - Do not re-fold an already-landed section as a new beat
 - Do not reopen or amend a merged fold PR (#23–#45)
-- uniqueness_gate.py checks 0843 + 0915 + jcr + 0922 + 0940 + 0947 + 1049 + 1143 + 1248 consecutive locks, plus the revisit / since-last-look protocol substring in the skill and research files.
+- uniqueness_gate.py checks 0843 + 0915 + jcr + 0922 + 0940 + 0947 + 1049 + 1143 + 1248 + 1340 + 1441 consecutive locks, plus the revisit / since-last-look protocol substring in the skill and research files.
 - Hourly uniqueness dump: `research/changelog-hourly.md` (archive,
   not release notes)
 - Treat **revisit HIGH like novel HIGH**. Catalogued repos are not
diff --git a/README.md b/README.md
index f27301b..ebe7ca9 100644
--- a/README.md
+++ b/README.md
@@ -144,6 +144,7 @@ User-provided 0920 jcr uniqueness lock: NiazMorshed2007/jcr MIT; site https://jc
 User-provided 0922 uniqueness lock: SemIf was formerly OpenJev; independent; not affiliated with Jev or TypeSafe; homepage openjev.com; default master; MIT; HEAD ca3ba65f1429; Tolerate float roundoff in MLX evidence verification; pushed 2026-09-19; live REST 2282★ / 140 forks; size 9177; README SHA 74ab7f7f; LICENSE SHA ca562883; interface pattern reproduction with open models; does not reproduce Jev undisclosed model/training; Direct option logits; 0 output tokens; shared-state parallel; MLX backend for Apple Silicon (`--backend mlx`); Qwen3.5-4B 3090 direct 1.023s vs AR JSON 5.332s (**5.21×**); argmax agree 18/21; systems comparison ≠ semantic equivalence; Parallel suffixes 20.03 dec/s on 777 decisions; Browser ladder Qwen3.5-4B authored BA 0.813, pert 0.766, TypeSafe subset agreement 0.845 vs Published Jev 0.883 (102 across 20 cases); Softmax over options ≠ calibrated Noul; typed output does not guarantee semantic correctness; wire/agreement ≠ replica of TypeSafe; SemIf ≠ kw2828/OpenJev playground ≠ zhihz/openjev ≠ apiplant/semif-rs port ≠ dddanielliu/semif-serve; rename is densify not a second census; JevBench 74.6 is §78 not this ladder; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#38; do not push onto open #39/#40; notes.md §117
 User-provided 0940 uniqueness lock: Turn decision-shaped LLM prompts into proposed Jev primitives; This is a conversion assistant, not an automatic guarantee of equivalent behavior; The compiler uses deterministic heuristics, not an LLM or evaluation model; It understands a deliberately small set of common prompt patterns; Generated instructions and criteria must be reviewed before production use; Score ranges such as 0 to 1 are translated into ordered Jev criteria; Prompts requiring open-ended prose are not a fit; suitability strong/partial/not_a_fit; compatibility full/partial/none; Writing new text stays with an LLM; Review the generated Score rubric; Jev scores ordered criteria, not an arbitrary 0-to-1 range; Everything runs locally in the browser; There is no framework, database, account, API, or server-side prompt processing; The key is read from the process environment and is never stored or printed; connect-src 'none'; alexwestco/llm-to-jev ≠ altryne/jevify ≠ ryana/jevify ≠ fidecastro/jevify ≠ Mintzs/jevify ≠ gulagala001/jevify ≠ uspraveen/Jevify; HEAD 234058ab372d; README SHA 43cd94fb; LICENSE SHA 5f334006; compiler SHA fdf235d0; 2★; MIT; JavaScript; size 29; Pages https://alexwestco.github.io/llm-to-jev/; invented_signal false; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35; notes.md §118
 Hourly 0947 uniqueness lock: Fast and cheap agent evals. jev as judge.; 18,041 skills from the 200 most-starred repos; Not a security scanner; 最简 Jev 调用演示器; confidence 不是正确率; q93304989-bit/jev-lab ≠ tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ BrendanH18/jev-lab ≠ yibie/laya-jev-lab; 75% cheaper and 18% faster withdrawn; jev @0.15 100% recall 87% savings; 33Audits/jev-auto ≠ gargpratyush/jev-router; no Typesafe key, no PI_API_BASE, zero deps; tool-emitted Score/Noul ≠ calibrated Noul; semantic_compatibility: false; candidate_mass; Qwen3.5-2B ≠ Archer; Jev evaluates decisions; it cannot run a coding-agent session; Status: no model yet; S1LV3RJ1NX/openjev ≠ TheoLeeCJ/openjev; 28 accepted decisions; 3 targets; score 800; health 100; arcade game not a flight trainer; A successful live TypeSafe call has not been verified for v0.1.0; abhibansal60/tidy ≠ MANISH007700/tidy; No model, Jev included, predicted which channels its owner keeps; seed 1 selected on a held-out 400-item validation split; Brier 0.342 → 0.378; more accurate and more overconfident; Qwen3.5-4B ≠ Archer; static quants of kushalpatil/jevify-gemma4-26b-a4b; The labels were corrected, and one earlier result was retracted; zero of 23,869 eligible rows; Do not compare cost without checking task success; Exit 1 is not a proof; kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go ≠ official; 38 tests that cannot fail in a 356-model warehouse; if a parser can answer it, Jev is never asked; 359 of them; Games & Simulation 82; Education & Learning 1; Ratings are heuristics; syedabbasshaheer-art/jev-atlas ≠ ZeroX-01/jev-atlas ≠ Zaious/jev-capability-atlas ≠ gorock007/jev-atlas; anandi1989/awesome-jev-usecases ≠ whyashthakker/awesome-jev-use-cases ≠ walidboulanouar/awesome-jev-use-cases ≠ vamsikrishna2421/jev-usecases; Every headline result above is self-reported; Archer Hume 84.6% MMLU-Pro is a third-party probe not landed Archer; catalog ≠ endorsement; judge ≠ actuator; softmax over A–H ≠ Noul; SemIf 2270★; jevlike 1054★; TypeLLM/TypeLLM 16★; AnotiaWang 98★; yibie/awesome-jev 538★; Laya likes 889; tracker likes 68 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/#35/#36/#37/#38/#40; do not push onto open #39; notes.md §119
+- Hourly 1441 HIGH (`research/notes.md` §125 / items 417–432 / batch #107). openjev STE backends+Codiv / dual serving / jev-visual *theirs* / jev-mcp advisory. uniqueness_gate 0843+0915+jcr+0922+0940+0947+1049+1143+1248+1340+1441. Does not bump 0.5.0. Merged #47 owns §124. Merged #46 owns §123.
 - Hourly 1340 HIGH (`research/notes.md` §124 / items 401–416 / batch #106). typesafe-sdk 0.7 Pydantic / MLX 400 / PLAN_Qwen35 densify / GLiNER locate. uniqueness_gate 0843+0915+jcr+0922+0940+0947+1049+1143+1248+1340. Does not bump 0.5.0. Merged #46 owns §123. Merged #45 owns §122.
 - Hourly 1248 HIGH (`research/notes.md` §123 / items 385–400 / batch #105). decide is not generate / GLiNER-GLiClass ports / third-party benches *theirs* / openjev 0.2.1 densify. uniqueness_gate 0843+0915+jcr+0922+0940+0947+1049+1143+1248. Does not bump 0.5.0. Merged #45 owns §122. Merged #44 owns §121.
 - Hourly 1143 HIGH (`research/notes.md` §121 / items 369–384 / batch #104). open recreation / semantic lint sensor / third-party benches *theirs* / Laya serving densify. uniqueness_gate 0843+0915+jcr+0922+0940+0947+1049+1143. Does not bump 0.5.0. Merged #43 owns §120.
@@ -160,3 +161,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/docs/_includes/recipes.html b/docs/_includes/recipes.html
index ad22f4f..8005f90 100644
--- a/docs/_includes/recipes.html
+++ b/docs/_includes/recipes.html
@@ -122,6 +122,34 @@ <h3>sdk 0.7 / MLX 400</h3>
         <dd class="recipe-measure">Server logits separately from client decode. coverage-at-error-budget stays *theirs*.</dd>
       </dl>
     </article>
+    <article class="recipe panel">
+      <p class="kicker">Serving</p>
+      <h3>Dual surface / hosted port</h3>
+      <dl>
+        <dt>Problem</dt>
+        <dd>A second HTTP path or a free hosted URL treated as the same species as decide.</dd>
+        <dt>Without</dt>
+        <dd>Point chat at /v1/chat/completions and call it System One. Treat Codiv as TypeSafe.</dd>
+        <dt>With</dt>
+        <dd>dual serving is not generate. chat 501 on MLX. Hosted Codiv ≠ TypeSafe.</dd>
+        <dt>Measure</dt>
+        <dd class="recipe-measure">Which path returned the answer. Third-party benches stay *theirs*.</dd>
+      </dl>
+    </article>
+    <article class="recipe panel">
+      <p class="kicker">Scores / tools</p>
+      <h3>Relative p, advisory MCP, LoRA</h3>
+      <dl>
+        <dt>Problem</dt>
+        <dd>Candidate p, an MCP recommendation, or a LoRA adapter treated as calibrated truth.</dd>
+        <dt>Without</dt>
+        <dd>Hard-gate 0.8. Block on the server. Quote 94.71% as Harbor.</dd>
+        <dt>With</dt>
+        <dd>candidate probabilities are relative not correctness. recommendation is advisory. LoRA ≠ RLCD replica. pass-min 0.8 still soft.</dd>
+        <dt>Measure</dt>
+        <dd class="recipe-measure">Relative ranking separately from ECE. The server never blocks on its own.</dd>
+      </dl>
+    </article>
   </div>
   <p class="compare-caption">
     Measurement recipe (hysteresis, equal-width vs quantile ECE, hop-ECE,
diff --git a/docs/ecosystem.md b/docs/ecosystem.md
index 9159f31..49477c8 100644
--- a/docs/ecosystem.md
+++ b/docs/ecosystem.md
@@ -1151,3 +1151,6 @@ Hourly 1248 uniqueness lock: decide is not generate; tryDecide returns typed cal
 
 **Hourly 1340 HIGH (`notes.md` §124).** typesafe-sdk 0.7 Pydantic response models. msgspec dropped. MLX backend 400 plain-text error contract. Pydantic response models ≠ logit-equiv. msgspec dropped is not a replica. Error contract is not a Noul. PLAN_Qwen35 densify. coverage-at-error-budget *theirs* not Harbor. GLiNER locate ports are class members not Jev replicas. Locate ≠ decide. ~160 ms *theirs* not Harbor. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#46. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+**Hourly 1441 HIGH (`notes.md` §125).** vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions. chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe. candidate probabilities are relative not correctness. recommendation is advisory. the server never blocks on its own. LoRA ≠ RLCD replica. pass-min 0.8 still soft. 37.30s → 2.40s at 64 decisions *theirs*. 2B 94.71% 9B 97.54% hard test *theirs*. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#47. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/research/archive/findings.md b/research/archive/findings.md
index aa2318e..bb6dfdb 100644
--- a/research/archive/findings.md
+++ b/research/archive/findings.md
@@ -1,6 +1,44 @@
 # Deep-read findings (evidence for research/notes.md)
 
 
+## Batch #107 (2026-09-20 ~14:41 Boise / ~20:41 UTC) - hourly 1441 HIGH
+
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
+
+Note: `research/notes.md` §125. Docs + evaluator, fresh PR off latest
+`main` (`fea7c0b` / merged #47 hourly 1340). Merged #47 owns §124.
+Merged #46 owns §123. Merged #45 owns §122. This fold
+stays §125 / items 417–432 / batch #107.
+**HARD RULE:** do not reopen or amend PR #23–#47.
+Quote READMEs. Soft Noul ≠ hard safety. Augustus owns
+placement. `invented_signal: false`.
+
+- **openjev densify PRIMARY.** STE README rewrite. vLLM NVIDIA + MLX Apple Silicon.
+  Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions.
+  chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe.
+  HEAD cddbd962c88a. serving-port densify. SHA move is not a replica.
+- **jev-visual.** 167★. candidate probabilities are relative not correctness.
+  37.30s → 2.40s at 64 decisions *theirs*. Breakout 9 bricks 6 returns 2 lives *theirs*.
+  hr98w/jev-visual ≠ sseanliu/Jev-Vision.
+- **jev-mcp.** 156★ ten MCP tools. recommendation is advisory.
+  the server never blocks on its own. TypeSafe CLERC 5% to 18% *theirs*.
+  jkudish/jev-mcp ≠ burnigtm/jev-mcp.
+- **litjev / Open-Jev / jeq / laya-coreai.** Probabilities are not calibrated by default.
+  Qwen/Qwen3.8-27B ≠ Archer. LoRA ≠ RLCD replica.
+  2B 94.71% 9B 97.54% hard test *theirs*. 2B OOD 86.02% 9B OOD 91.97% *theirs*.
+  80,816 training rows. 27B still in progress. pass-min 0.8 still soft.
+  JEQ does not own actions. AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica.
+- **Namesakes / skip.** Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev.
+  zhengxuyu/litjev ≠ alexwestco/llm-to-jev.
+  AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml.
+  catalog ≠ endorsement. Archer still promised_not_landed.
+
+Pulse: Archer still NOT landed. Hub archerhume/4rcherhume HTTP **401**.
+openjev **195★**; jev-visual **167★**; jev-mcp **156★**; litjev **28★**.
+`invented_signal: false`.
+
+
+
 ## Batch #106 (2026-09-20 ~13:40 Boise / ~19:40 UTC) - hourly 1340 HIGH
 
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
diff --git a/research/archive/hourly/2026-09-20T20/augustus_items.json b/research/archive/hourly/2026-09-20T20/augustus_items.json
new file mode 100644
index 0000000..d20331c
--- /dev/null
+++ b/research/archive/hourly/2026-09-20T20/augustus_items.json
@@ -0,0 +1,1631 @@
+[
+  {
+    "id": "hr98w/jev-visual",
+    "fold_kind": "novel_high",
+    "source": "github",
+    "stars": 167,
+    "description": "An educational Jev-like visual inference experiment on Apple Silicon: shared context, direct candidate scoring, and local visual demos.",
+    "pushed_at": "2026-09-18T08:53:11Z",
+    "html_url": "https://github.com/hr98w/jev-visual",
+    "change_type": null,
+    "what_changed": null,
+    "tags": [],
+    "mark": "*theirs*"
+  },
+  {
+    "id": "jkudish/jev-mcp",
+    "fold_kind": "novel_high",
+    "source": "github",
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+    "mark": "*theirs*"
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+    "pushed_at": "2026-09-17T20:06:37.000Z",
+    "html_url": "https://huggingface.co/mobarmg/jev-schema-scorer",
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+    "tags": [
+      "gradio",
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+    "mark": "*theirs*"
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+    "html_url": "https://huggingface.co/reachjalil/jevlogs-triage-explorer",
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+    "what_changed": null,
+    "tags": [
+      "gradio",
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+    "mark": "*theirs*"
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+    "what_changed": null,
+    "tags": [
+      "gradio",
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+    "mark": "*theirs*"
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+    "source": "hf_space",
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+    "description": "",
+    "pushed_at": "2026-09-16T14:21:43.000Z",
+    "html_url": "https://huggingface.co/pngwn/system-one-qwen3-5-4b-scorer-trackio",
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+    "what_changed": null,
+    "tags": [
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+      "trackio",
+      "region:us"
+    ],
+    "mark": "*theirs*"
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+    "id": "hf:BunsDev/laya-calibration-lab",
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+    "source": "hf_space",
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+    "description": "",
+    "pushed_at": "2026-09-20T13:27:03.000Z",
+    "html_url": "https://huggingface.co/BunsDev/laya-calibration-lab",
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+    "what_changed": null,
+    "tags": [
+      "gradio",
+      "mcp-server",
+      "region:us"
+    ],
+    "mark": "*theirs*"
+  },
+  {
+    "id": "hf:mizchi/laya-web-demo",
+    "fold_kind": "novel_high",
+    "source": "hf_space",
+    "stars": 0,
+    "description": "",
+    "pushed_at": "2026-09-20T11:59:08.000Z",
+    "html_url": "https://huggingface.co/mizchi/laya-web-demo",
+    "change_type": null,
+    "what_changed": null,
+    "tags": [
+      "static",
+      "region:us"
+    ],
+    "mark": "*theirs*"
+  },
+  {
+    "id": "hf:anthonym21/eve-rlcd-runs",
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+    "source": "hf_dataset",
+    "stars": 0,
+    "description": "",
+    "pushed_at": "2026-09-18T19:15:00.000Z",
+    "html_url": "https://huggingface.co/anthonym21/eve-rlcd-runs",
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+    "what_changed": null,
+    "tags": [
+      "region:us"
+    ],
+    "mark": "*theirs*"
+  },
+  {
+    "id": "hf:vagmi/jevlite_dataset",
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+    "source": "hf_dataset",
+    "stars": 0,
+    "description": "",
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+    "html_url": "https://huggingface.co/vagmi/jevlite_dataset",
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+    "tags": [
+      "task_categories:text-classification",
+      "language:en",
+      "license:cc-by-sa-4.0",
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+      "format:json",
+      "modality:text",
+      "library:datasets",
+      "library:pandas",
+      "library:polars",
+      "library:mlcroissant",
+      "region:us",
+      "synthetic"
+    ],
+    "mark": "*theirs*"
+  },
+  {
+    "id": "hf:emretheus/jev-rag-benchmark",
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+    "source": "hf_dataset",
+    "stars": 0,
+    "description": "",
+    "pushed_at": "2026-09-20T17:35:01.000Z",
+    "html_url": "https://huggingface.co/emretheus/jev-rag-benchmark",
+    "change_type": null,
+    "what_changed": null,
+    "tags": [
+      "task_categories:question-answering",
+      "task_categories:text-retrieval",
+      "language:en",
+      "license:mit",
+      "modality:text",
+      "region:us",
+      "rag",
+      "reranking",
+      "benchmark",
+      "jev",
+      "openjev",
+      "typesafe"
+    ],
+    "mark": "*theirs*"
+  },
+  {
+    "id": "hf:ctaxnagomi/DGUI_HYPERMEM-JEV",
+    "fold_kind": "novel_high",
+    "source": "hf_dataset",
+    "stars": 0,
+    "description": "",
+    "pushed_at": "2026-09-20T11:17:43.000Z",
+    "html_url": "https://huggingface.co/ctaxnagomi/DGUI_HYPERMEM-JEV",
+    "change_type": null,
+    "what_changed": null,
+    "tags": [
+      "task_categories:text-generation",
+      "license:mit",
+      "size_categories:n<1K",
+      "format:json",
+      "modality:text",
+      "library:datasets",
+      "library:pandas",
+      "library:polars",
+      "library:mlcroissant",
+      "region:us",
+      "dgui-hypermem",
+      "jev"
+    ],
+    "mark": "*theirs*"
+  },
+  {
+    "id": "hf:reachjalil/jevlogs-log-triage-benchmark",
+    "fold_kind": "novel_high",
+    "source": "hf_dataset",
+    "stars": 0,
+    "description": "",
+    "pushed_at": "2026-09-18T18:56:04.000Z",
+    "html_url": "https://huggingface.co/reachjalil/jevlogs-log-triage-benchmark",
+    "change_type": null,
+    "what_changed": null,
+    "tags": [
+      "task_categories:text-classification",
+      "source_datasets:logfit-project/HDFS_v1",
+      "source_datasets:logfit-project/BGL",
+      "language:en",
+      "license:other",
+      "size_categories:1K<n<10K",
+      "region:us",
+      "opentelemetry",
+      "logs",
+      "log-triage",
+      "observability",
+      "jev"
+    ],
+    "mark": "*theirs*"
+  },
+  {
+    "id": "hf:Mikhail/mini-jev-runs",
+    "fold_kind": "novel_high",
+    "source": "hf_dataset",
+    "stars": 0,
+    "description": "",
+    "pushed_at": "2026-09-18T12:05:12.000Z",
+    "html_url": "https://huggingface.co/Mikhail/mini-jev-runs",
+    "change_type": null,
+    "what_changed": null,
+    "tags": [
+      "task_categories:text-classification",
+      "language:en",
+      "license:mit",
+      "size_categories:10K<n<100K",
+      "format:json",
+      "modality:tabular",
+      "modality:text",
+      "library:datasets",
+      "library:pandas",
+      "library:polars",
+      "library:mlcroissant",
+      "region:us"
+    ],
+    "mark": "*theirs*"
+  },
+  {
+    "id": "hf:FaroukMoc2/jev-stage2-image-beans-pilot",
+    "fold_kind": "novel_high",
+    "source": "hf_dataset",
+    "stars": 0,
+    "description": "",
+    "pushed_at": "2026-09-18T10:44:02.000Z",
+    "html_url": "https://huggingface.co/FaroukMoc2/jev-stage2-image-beans-pilot",
+    "change_type": null,
+    "what_changed": null,
+    "tags": [
+      "task_categories:image-classification",
+      "task_categories:visual-question-answering",
+      "license:mit",
+      "size_categories:n<1K",
+      "format:parquet",
+      "modality:image",
+      "modality:text",
+      "library:datasets",
+      "library:dask",
+      "library:polars",
+      "library:mlcroissant",
+      "region:us"
+    ],
+    "mark": "*theirs*"
+  },
+  {
+    "id": "hf:reachjalil/jev-tree-choice-cap",
+    "fold_kind": "novel_high",
+    "source": "hf_dataset",
+    "stars": 0,
+    "description": "",
+    "pushed_at": "2026-09-18T01:17:33.000Z",
+    "html_url": "https://huggingface.co/reachjalil/jev-tree-choice-cap",
+    "change_type": null,
+    "what_changed": null,
+    "tags": [
+      "task_categories:text-classification",
+      "language:en",
+      "license:mit",
+      "size_categories:n<1K",
+      "region:us",
+      "jev",
+      "typesafe",
+      "taxonomy",
+      "classification",
+      "vercel-ai-gateway",
+      "incident-management"
+    ],
+    "mark": "*theirs*"
+  },
+  {
+    "id": "hf:AndyInQtr/laya-coreai",
+    "fold_kind": "novel_high",
+    "source": "hf_model",
+    "stars": 0,
+    "description": "",
+    "pushed_at": "2026-09-20T20:00:48.000Z",
+    "html_url": "https://huggingface.co/AndyInQtr/laya-coreai",
+    "change_type": null,
+    "what_changed": null,
+    "tags": [
+      "coreai",
+      "aimodel",
+      "laya",
+      "apple-silicon",
+      "decision-model",
+      "local-ai",
+      "neural-engine",
+      "coreml-converted",
+      "text-classification",
+      "base_model:convaiinnovations/laya-multilingual",
+      "base_model:finetune:convaiinnovations/laya-multilingual",
+      "license:apache-2.0"
+    ],
+    "mark": "*theirs*"
+  },
+  {
+    "id": "razorback16/openjev",
+    "fold_kind": "revisit_high",
+    "source": "github",
+    "stars": 195,
+    "description": "HEAD cddbd962c88a (was 6e91dfc031bc): README rewrite in Simplified Technical English documenting both backends (vLLM NVIDIA + MLX Apple Silicon), Codiv hosted free endpoint, dual /v1/systemone + /v1/chat/completions serving surface, error-contract densify. Material README rewrite + serving-port densify. *theirs*",
+    "pushed_at": "2026-09-20T19:45:43Z",
+    "html_url": null,
+    "change_type": "readme_backends_codiv_ste",
+    "what_changed": "HEAD cddbd962c88a (was 6e91dfc031bc): README rewrite in Simplified Technical English documenting both backends (vLLM NVIDIA + MLX Apple Silicon), Codiv hosted free endpoint, dual /v1/systemone + /v1/chat/completions serving surface, error-contract densify. Material README rewrite + serving-port densify. *theirs*",
+    "tags": [],
+    "mark": "*theirs*"
+  }
+]
\ No newline at end of file
diff --git a/research/archive/hourly/2026-09-20T20/prompt_Augustus.md b/research/archive/hourly/2026-09-20T20/prompt_Augustus.md
new file mode 100644
index 0000000..05fb0cf
--- /dev/null
+++ b/research/archive/hourly/2026-09-20T20/prompt_Augustus.md
@@ -0,0 +1,27 @@
+# Hourly fold 1441 → Augustus (24601/Augustus)
+
+Boise label **1441** (~2026-09-20T20:41Z / 14:41 MDT). Fold novel HIGH + material REVISIT HIGH into Augustus design-judgment / measurement / class table / recipes.
+
+## Hard rules
+- Densify class-table cards; mark all third-party claims *theirs* (not Harbor, not equivalence guarantees).
+- Human-facing prose (README, Pages, release notes): no em dashes; clean Simon Willison AI-tell list.
+- Leave dense research/catalog locks alone unless a card needs a factual densify.
+- Backend-agnostic: class of fast categorization/classification/scoring/typed-decision models (Jev is exemplar, not whole mandate).
+- Recipes should show benefits/improvements from Augustus when using decision models in the class, not only Jev.
+- Do NOT invent Archer landing; status remains promised_not_landed.
+
+## Material REVISIT this hour
+- razorback16/openjev: README rewrite (STE) documenting vLLM + MLX backends, Codiv hosted endpoint, dual systemone+chat serving. Densify serving-port card. *theirs*
+
+## Novel HIGH (99 items)
+See attached augustus_items.json. Prioritize high-signal:
+- hr98w/jev-visual (Apple Silicon visual inference / candidate scoring)
+- jkudish/jev-mcp (Jev as MCP tools; recently pushed)
+- zhengxuyu/litjev (off-the-shelf LLM → Jev-like decision layer)
+- Zefan-Cai/Open-Jev + HF ZefanCai/Open-Jev-{2,9}B LoRA typed-decisions
+- cristianoliveira/jeq (jev ∩ jq)
+- HF: Praveenrajus/jev-bench, kushalpatil/jevify-gemma4*, NicolaiMTLassen/bonzi*-jev (if not already densified), AndyInQtr/laya-coreai, new Laya CoreML/ONNX/GGUF ports if new
+- Gate/router cousins only as measurement notes (primary gate cards go to rh-guard)
+
+## Deliverable
+PR off main: update class table / cards / recipes as appropriate; concise PR body; adversarial-review-ready.
diff --git a/research/archive/hourly/2026-09-20T20/revisit_high_this_run.json b/research/archive/hourly/2026-09-20T20/revisit_high_this_run.json
new file mode 100644
index 0000000..cb02c83
--- /dev/null
+++ b/research/archive/hourly/2026-09-20T20/revisit_high_this_run.json
@@ -0,0 +1,13 @@
+[
+  {
+    "id": "razorback16/openjev",
+    "source": "github",
+    "stars": 195,
+    "change_type": "readme_backends_codiv_ste",
+    "what_changed": "HEAD cddbd962c88a (was 6e91dfc031bc): README rewrite in Simplified Technical English documenting both backends (vLLM NVIDIA + MLX Apple Silicon), Codiv hosted free endpoint, dual /v1/systemone + /v1/chat/completions serving surface, error-contract densify. Material README rewrite + serving-port densify. *theirs*",
+    "pushed_at": "2026-09-20T19:45:43Z",
+    "material": true,
+    "default_branch_sha": "cddbd962c88a76d7344c09273ebc581f7658566e",
+    "prior_sha": "6e91dfc031bc1841ac819e9cf831a9889cb4de7d"
+  }
+]
diff --git a/research/archive/hourly/2026-09-20T20/run_digest.json b/research/archive/hourly/2026-09-20T20/run_digest.json
new file mode 100644
index 0000000..26dd111
--- /dev/null
+++ b/research/archive/hourly/2026-09-20T20/run_digest.json
@@ -0,0 +1,10 @@
+{
+  "hour": "2026-09-20T20",
+  "label": "1441",
+  "notes_section": "125",
+  "composition": "417-432",
+  "findings_batch": 107,
+  "revisit_high": 1,
+  "invented_signal": false,
+  "primary": "openjev STE backends+Codiv dual serving densify"
+}
diff --git a/research/changelog-hourly.md b/research/changelog-hourly.md
index a575548..e2e4f63 100644
--- a/research/changelog-hourly.md
+++ b/research/changelog-hourly.md
@@ -15,6 +15,19 @@ This is the uniqueness-lock archive after hourly folds (#2–#40 / notes
 
 ---
 
+## Hourly 1441 HIGH (notes.md §125 / items 417–432 / batch #107)
+
+- Fresh PR off latest `main` after merged #47 (hourly 1340 / §124) and
+  merged #46 (hourly 1248 / §123). **HARD RULE:** do not reopen or amend
+  PR #23–#47. Does not bump 0.5.0. Skip Archer. Quote *theirs*. No wrappers.
+  `invented_signal: false`.
+- vLLM NVIDIA + MLX Apple Silicon. Codiv hosted free endpoint.
+  dual serving is not generate. Hosted Codiv ≠ TypeSafe.
+  candidate probabilities are relative not correctness.
+  LoRA ≠ RLCD replica. pass-min 0.8 still soft.
+  SHA move is not a replica.
+- Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
+
 ## Hourly 1340 HIGH (notes.md §124 / items 401–416 / batch #106)
 
 - Fresh PR off latest `main` after merged #46 (hourly 1248 / §123) and
diff --git a/research/notes.md b/research/notes.md
index 72f0c4d..d056cc0 100644
--- a/research/notes.md
+++ b/research/notes.md
@@ -10484,6 +10484,16 @@ logit-equiv. msgspec dropped is not a replica. Error contract is not
 a Noul. wire-compat ≠ logit-equiv. SHA move is not a replica. Full
 card: `notes.md` §124.
 
+### Since last look (2026-09-20T20 hourly 1441) — razorback16/openjev
+
+DENSIFY the §75 openjev cite. Keep this section id. Do not mint a
+sibling first sighting. HEAD `cddbd962c88a` README SHA `a5943415cb92`.
+STE README rewrite. vLLM NVIDIA + MLX Apple Silicon. Codiv hosted
+free endpoint. dual `/v1/systemone` + `/v1/chat/completions`.
+chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠ TypeSafe.
+Error contract is not a Noul. wire-compat ≠ logit-equiv. SHA move is
+not a replica. serving-port densify. Full card: `notes.md` §125.
+
 
 ## 76. User-provided HIGH — NandhaKishorM/laya packaging (2026-09-19 ~09:07 Boise / ~15:07 UTC)
 
@@ -31031,3 +31041,253 @@ Hooks for the reviewer:
   live Jev key. No wrappers.
 
 Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec dropped; The server's output is unchanged and was never wrong; MLX backend 400 plain-text error contract; SchemaError is 400 plain-string detail not 422 list; razorback16/openjev densify HEAD 6e91dfc031bc README SHA cbdcc8de0304; Pydantic response models ≠ logit-equiv; msgspec dropped is not a replica; Error contract is not a Noul; wire-compat ≠ logit-equiv; PLAN_Qwen35 densify; corrected Qwen3.5 LoRA target names verified; in_proj_qkv in_proj_z in_proj_a in_proj_b out_proj; peft 0.21 existence proof; OOD-calibration study; coverage-at-error-budget metric in Phase 0; PLAN_Qwen35 still proposal for review; deadline 0.53→0.82 at 9B *theirs*; isolation would fail by construction on DeltaNet; Qwen3.5-9B ≠ Archer; jaredpalmer/kev densify HEAD 75cc15ddb8e2 PLAN SHA eca543246f50; GLiNER locate ports are class members not Jev replicas; urchade/GLiNER ≠ fbilhaut/gline-rs ≠ lmoe/gliner-onnx.js ≠ shershah1024/gliner-native-runtime; Locate ≠ decide; Jev-Vision skip 0.936 effect 0.967 done 0.896 157 ms *theirs*; ~160 ms *theirs* not Harbor; 0.971 F1 *theirs* not Harbor; coverage-at-error-budget *theirs* not Harbor; hf:fr0stbit3/laya-gguf serving substrate ≠ calibrated replica; jkcdarunday/SystemOne-Next ≠ TypeSafe System One; catalog ≠ endorsement; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46; notes.md §124
+
+## 125. Hourly 1441 HIGH (2026-09-20 ~14:41 Boise / 2026-09-20T20:41Z)
+
+Measurement / class-member fold on a **fresh PR off latest `main`**
+(`cursor/fold-hourly-1441-high-aa6d`) after `fea7c0b` (merged #47
+hourly 1340, `notes.md` §124 / items 401–416 / batch #106; merged #46
+hourly 1248, `notes.md` §123). **HARD RULE:** do not reopen or
+amend PR #23–#47. Do **not** push onto merged 1340 / 1248 / 1143 /
+1049 / 0947 tracks. This fold's IDs: `notes.md` §125 / composition 417–432 /
+findings batch #107.
+
+Never reopen merged #7–**#47**. Do **not** re-fold §124 1340 / §123 1248 /
+§122 protocol / §121 1143 / §120 1049 / §119 0947 / §118 llm-to-jev /
+§117 SemIf / §116 jcr / §115 NanoJev / §114 0843 *as a second census*.
+Densify `razorback16/openjev` (§75 cite). Skip Archer rewrite. Quote
+READMEs. Mark *theirs*. No wrappers, keys, `npm` / `pip` / `uv` /
+`docker` install recipes. `invented_signal: false`. Hunches labeled.
+
+Lane is Augustus: **mathematical / logical / algorithmic mental models**
+for Jev-class categorization/scoring across AI / SWE / **business /
+knowledge work / life**, not SWE-only. PRIMARY this hour is **REVISIT
+densify**: razorback16/openjev STE README rewrite documenting vLLM
+NVIDIA + MLX Apple Silicon, Codiv hosted free endpoint, dual
+`/v1/systemone` + `/v1/chat/completions`. Novel HIGH: visual candidate
+scoring, MCP advisory tools, off-the-shelf Qwen decision layer, LoRA
++ scalar head, Unix-pipe judgments. Third-party benches stay *theirs*.
+Wire-compat is still not logit-equiv. SHA move is not a replica.
+Catalogs are indexes. Soft scores ≠ hard gates. Dual serving is not
+generate. Hosted Codiv ≠ TypeSafe. LoRA ≠ RLCD replica. Archer still
+**promised_not_landed**.
+
+Unique consecutive fragments (this hour) must appear as **one
+substring** in overlays (see uniqueness gate):
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
+
+### How-to-apply (five placements / measurement lenses)
+
+These are *class* lenses, not vendor tutorials. Same discipline as
+§124 (Pydantic ≠ logit-equiv; SHA move is not a replica) and §123
+(decide is not generate). Formal methods **compose** with scoring: a
+Noul is a SENSOR; a hosted Codiv URL is a serving port, not TypeSafe;
+`/v1/chat/completions` is generate; a LoRA adapter is not an RLCD
+replica; a 0.8 pass-min is application policy, not a proof.
+
+1. **dual serving is not generate**
+   (*theirs*, razorback16/openjev PRIMARY densify). Quote *theirs*:
+   two backends serve the same `/v1/systemone`. vLLM NVIDIA + MLX
+   Apple Silicon. `/v1/chat/completions` needs the vLLM backend. The
+   MLX backend answers 501. dual `/v1/systemone` + `/v1/chat/completions`
+   is still decide beside generate, not one species. chat 501 on MLX.
+   Dual serving is not generate. wire-compat ≠ logit-equiv.
+   Life analogue: a shop that also sells stamps is still not the post
+   office.
+2. **Hosted Codiv ≠ TypeSafe**
+   (openjev serving-port densify). Quote *theirs*: Hosted for free on
+   Codiv. Independent project. It is not affiliated with or endorsed
+   by TypeSafe AI. A free hosted `/v1/systemone` is a class serving
+   port. Hosted Codiv ≠ TypeSafe. serving substrate ≠ calibrated
+   replica. Do **not** copy `export TYPESAFE_API_KEY`.
+3. **candidate probabilities are relative not correctness**
+   (hr98w/jev-visual). Quote *theirs*: Candidate probabilities are
+   relative to supplied options, **not correctness estimates**.
+   Recorded M4 / 16GB run took 37.30s → 2.40s for independent versus
+   shared scoring at 64 decisions (medians). Breakout: 80 decisions
+   produced 9 bricks cleared and 6 returns, with 2 lives remaining.
+   37.30s → 2.40s at 64 decisions *theirs*. Breakout 9 bricks 6
+   returns 2 lives *theirs*. hr98w/jev-visual ≠ sseanliu/Jev-Vision.
+   Scaling experiment, not Harbor.
+4. **recommendation is advisory**
+   (jkudish/jev-mcp). Quote *theirs*: The recommendation is advisory:
+   `pass`, `review`, `block`, or `skip`. The server never blocks on
+   its own; enforcement stays with the calling agent. TypeSafe's
+   rerank cookbook reports that on the CLERC benchmark this pattern
+   lifted top-1 from 5% to 18% *theirs*. jkudish/jev-mcp ≠
+   burnigtm/jev-mcp. Ten MCP tools. Gate cousins stay measurement
+   notes; rh-guard owns primary gates.
+5. **LoRA ≠ RLCD replica**
+   (Zefan-Cai/Open-Jev; zhengxuyu/litjev). Quote *theirs* Open-Jev:
+   LoRA adapters plus a trained scalar decision head and calibration
+   temperature. Does not reproduce proprietary RLCD. 2B 94.71% /
+   9B 97.54% hard test *theirs*. 2B OOD 86.02% / 9B OOD 91.97%
+   *theirs*. 80,816 training rows. 27B still in progress. Quote
+   *theirs* litjev: Probabilities are not calibrated by default.
+   Qwen/Qwen3.8-27B ≠ Archer. zhengxuyu/litjev ≠ alexwestco/llm-to-jev.
+   Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev.
+
+### HIGH (revisit densify; keep original section ids)
+
+1. **[razorback16/openjev](https://github.com/razorback16/openjev)**
+   - DENSIFY §75 cite (Apache-2.0; **195★**; HEAD `cddbd962c88a`;
+   README SHA `a5943415cb92`; was `6e91dfc031bc` / 1340 densify).
+   STE README rewrite. vLLM NVIDIA + MLX Apple Silicon. Codiv hosted
+   free endpoint. dual `/v1/systemone` + `/v1/chat/completions`.
+   chat 501 on MLX. dual serving is not generate. Hosted Codiv ≠
+   TypeSafe. Error contract is not a Noul (400 plain text for a
+   question the server cannot ask still holds). wire-compat ≠
+   logit-equiv. SHA move is not a replica. serving-port densify.
+   Do **not** copy `docker run` / Codiv keys.
+
+### HIGH (novel)
+
+2. **[hr98w/jev-visual](https://github.com/hr98w/jev-visual)**
+   - NEW HIGH measurement (MIT; **167★**; HEAD `19af545f096e`;
+   README SHA `9f1cf521fc2b`). Apple Silicon visual candidate
+   scoring. Quote *theirs*: Candidate probabilities are relative to
+   supplied options, **not correctness estimates**. 37.30s → 2.40s
+   at 64 decisions *theirs*. Breakout 9 bricks 6 returns 2 lives
+   *theirs*. Independent community implementation. Does not claim to
+   reproduce TypeSafe Jev. hr98w/jev-visual ≠ sseanliu/Jev-Vision
+   (§124). Densify the existing judgment-class region-Choice card;
+   this is the measured first sighting. Do **not** copy `uv` /
+   uvicorn.
+
+3. **[jkudish/jev-mcp](https://github.com/jkudish/jev-mcp)**
+   - NEW HIGH measurement (MIT; **156★**; HEAD `0b5a3f6d6f57`;
+   README SHA `1d7394500edd`). Ten MCP tools. Quote *theirs*: The
+   recommendation is advisory. The server never blocks on its own.
+   TypeSafe CLERC 5% to 18% *theirs* (rerank cookbook, not Harbor).
+   jkudish/jev-mcp ≠ burnigtm/jev-mcp (adapted review/gate via PR #2).
+   Also ≠ WaynezProg/jev-kit. Gate/router cousins this hour
+   (`eugeniughelbur/jev-gate` and remainder) are measurement notes
+   only; rh-guard owns primary gates. Do **not** copy `npx` keys.
+
+4. **[zhengxuyu/litjev](https://github.com/zhengxuyu/litjev)**
+   - NEW HIGH class member (Apache-2.0; **28★**; HEAD `f21216c9fe5a`;
+   README SHA `15c24089cd32`). Off-the-shelf Qwen decision layer.
+   Quote *theirs*: Probabilities are not calibrated by default.
+   Request/response JSON follows the public Jev schema; internals,
+   confidence values and performance are not identical. Default
+   checkpoint `Qwen/Qwen3.8-27B`. Qwen/Qwen3.8-27B ≠ Archer.
+   zhengxuyu/litjev ≠ alexwestco/llm-to-jev. wire-compat ≠
+   logit-equiv. Do **not** copy `uv run`.
+
+5. **[Zefan-Cai/Open-Jev](https://github.com/Zefan-Cai/Open-Jev)**
+   + Hub `ZefanCai/Open-Jev-{2,9}B`
+   - NEW HIGH class member (MIT source; Apache-2.0 adapters; **0★**;
+   HEAD `6d8de5ed72a0`; README SHA `771bf3135f50`). LoRA adapters
+   plus a trained scalar decision head and calibration temperature.
+   Quote *theirs*: 2B 9,515 / 10,046 (94.71%); 9B 9,799 / 10,046
+   (97.54%) hard test. OOD 2B 13,287 / 15,446 (86.02%); 9B 14,205 /
+   15,446 (91.97%). 80,816 training rows. 27B still in progress.
+   Does not reproduce proprietary RLCD. LoRA ≠ RLCD replica.
+   Hub revisions 2B `0c7aa498b162` / 9B `47e966881e48`.
+   Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev.
+   Do **not** copy train flags.
+
+6. **[cristianoliveira/jeq](https://github.com/cristianoliveira/jeq)**
+   - NEW HIGH measurement (MIT; **3★**; HEAD `44ea80c90903`;
+   README SHA `72226282d414`). Quote *theirs*: Intelligence you can
+   pipe. `--pass-min 0.8`. pass-min 0.8 still soft. JEQ does not own
+   actions, memory, sessions, or release tags. The caller owns
+   state, credentials, retries, and automation policy. Soft Noul ≠
+   hard safety. Do **not** copy install scripts.
+
+7. **[hf:AndyInQtr/laya-coreai](https://huggingface.co/AndyInQtr/laya-coreai)**
+   - NEW HIGH serving-substrate honesty (likes **0**; sha
+   `481043ac132c`; tags coreml-converted / apple-silicon;
+   `base_model:convaiinnovations/laya-multilingual`). AndyInQtr/laya-coreai
+   CoreML serving substrate ≠ calibrated replica.
+   AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml. Same class lock as
+   §120 GGUF/ONNX: serving substrate ≠ calibrated replica. Softmax
+   over options ≠ calibrated Noul. Do **not** copy CoreML convert
+   flags.
+
+### Remainder (short cards, same hour)
+
+pngwn/open-jev, pngwn/open-jev-laya-bench, jasonkneen/open-jev already
+§110 / §46; densify is not a second census. Praveenrajus/jev-bench Hub
+HTTP **401** this hour (already-catalogued). kushalpatil/jevify-gemma4*
+and NicolaiMTLassen/bonzi* already densified. Gate/router cousins
+(eugeniughelbur/jev-gate, hardik2004gupta/JevRoute,
+NeOMakinG/kev-model-router, MarcoLoDico/pi-jev-router) are
+measurement notes only; rh-guard owns primary gates.
+yunusemrejr/yunuspi and remainder MCP / playground / name-match Jev
+demos: catalog, do not elevate. catalog ≠ endorsement.
+
+### Skips (thin / collision / name-match)
+
+- hf:Praveenrajus/jev-bench HTTP **401**; already-catalogued remainder.
+- Empty-README / 0★ playgrounds / marketing sites / name-match
+  `Jev` / Hub spaces already folded: skip-thin.
+- Archer rewrite: **promised_not_landed**. Hub archerhume/4rcherhume
+  HTTP **401**. Qwen/Qwen3.8-27B ≠ Archer.
+
+### Pulse (live REST this hour)
+
+Archer still promised_not_landed. Hub archerhume/4rcherhume HTTP **401**.
+openjev **195★**. jev-visual **167★**. jev-mcp **156★**. litjev **28★**.
+jeq **3★**. Open-Jev **0★**. This hour does not re-census SemIf / Laya
+likes / tracker; those numbers stay §119 until a dedicated pulse.
+`invented_signal: false`.
+
+### Formal compose + anti-patterns
+
+Formal methods **compose** with scoring. A Noul is a SENSOR. A Codiv
+URL is a serving port. `/v1/chat/completions` is generate. A LoRA
+adapter is not an RLCD replica. A 0.8 pass-min is policy. Treating
+Codiv as TypeSafe, dual serving as one species, 37.30s → 2.40s as
+Harbor, CLERC 5% to 18% as Harbor, 94.71% as Harbor, pass-min 0.8 as
+a proof, CoreML as a calibrated replica, or Qwen3.8-27B as Archer is
+soundness theater. dual serving is not generate. Hosted Codiv ≠
+TypeSafe. candidate probabilities are relative not correctness.
+recommendation is advisory. LoRA ≠ RLCD replica. pass-min 0.8 still
+soft. wire-compat ≠ logit-equiv. SHA move is not a replica. catalog ≠
+endorsement.
+
+### Adversarial review + testing hooks (Basit standing
+order)
+
+Parent merge only after **CLEAN** adversarial review **AND** testing.
+Hooks for the reviewer:
+
+- Uniqueness-gate: the consecutive `Hourly 1441 uniqueness lock:`
+  string must appear in every overlay listed below. Prior walls 0843 /
+  0915 / jcr / 0922 / 0940 / 0947 / 1049 / 1143 / 1248 / 1340 stay one
+  substring each (do not mutate them; do not reopen #23–#47).
+- Namesake locks: jkudish/jev-mcp ≠ burnigtm/jev-mcp;
+  zhengxuyu/litjev ≠ alexwestco/llm-to-jev;
+  Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev;
+  hr98w/jev-visual ≠ sseanliu/Jev-Vision;
+  AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml;
+  Hosted Codiv ≠ TypeSafe.
+- Densify vs new: openjev densifies §75. Do not mint sibling
+  first-sighting sections. jev-visual / jev-mcp / litjev / Open-Jev /
+  jeq / laya-coreai are first sightings this hour.
+- Harbor-jevals: 37.30s → 2.40s / 9 bricks 6 returns 2 lives /
+  CLERC 5% to 18% / 94.71% / 97.54% / 86.02% / 91.97% are *theirs*,
+  not Harbor. skip 0.936 / ~160 ms / 0.971 F1 / coverage-at-error-budget
+  stay §124. 93.5% / 74.9 / 8.7x stay §123. 74.6 JevBench stays §78.
+- Anti-patterns to refuse: TypeSafe drop-in; Qwen/Qwen3.8-27B as Archer;
+  Codiv as TypeSafe; `/v1/chat/completions` as decide; LoRA as RLCD
+  replica; pass-min 0.8 as a hard gate; candidate scores as
+  correctness; MCP recommendation as a block; catalog as endorsement;
+  copying keys / `npm` / `pip` / `uv` / `docker`.
+- Overlay set: SKILL.md body (protocol fragments + class-table densify
+  + Hourly 1441), mental-models Apply 1441, composition-algebra items
+  417–432, faq, mixed-architecture, validation, toolbox-mapping,
+  methods-catalog, formal-methods, formal-semi-formal,
+  applied-mappings, judgment-class, question-design,
+  agent-self-assessment, mappings, CHANGELOG, README, docs/ecosystem,
+  findings batch #107, refresh-log, sources.json, changelog-hourly.md,
+  revisit_fingerprints.json (openjev SHA move; novel HIGH seeds).
+- Offline check: `evaluate_decisions.py --self-test` (now includes
+  dual serving is not generate / Hosted Codiv ≠ TypeSafe /
+  candidate probabilities relative / MCP advisory / LoRA ≠ RLCD /
+  pass-min 0.8 still soft) and `uniqueness_gate.py` (0843 +
+  0915 + jcr + 0922 + 0940 + 0947 + 1049 + 1143 + 1248 + 1340 + 1441).
+  No live Jev key. No wrappers.
+
+Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
diff --git a/research/refresh-log.md b/research/refresh-log.md
index 0d0e952..342bdef 100644
--- a/research/refresh-log.md
+++ b/research/refresh-log.md
@@ -1,4 +1,24 @@
 
+## 2026-09-20 ~20:41 UTC / ~14:41 Boise - Hourly 1441 HIGH
+- Fresh PR off latest `main` after merged #47 (hourly 1340 / `notes.md` §124
+  / items 401–416 / batch #106) and merged #46 (hourly 1248 / `notes.md`
+  §123). Next free IDs: `notes.md` §125 / composition 417–432 / findings
+  batch #107.
+  **HARD RULE:** do not reopen or amend PR #23–#47.
+- PRIMARY: razorback16/openjev STE README rewrite. vLLM NVIDIA + MLX Apple Silicon.
+  Codiv hosted free endpoint. dual /v1/systemone + /v1/chat/completions.
+  dual serving is not generate. Hosted Codiv ≠ TypeSafe.
+  Novel HIGH: jev-visual / jev-mcp / litjev / Open-Jev / jeq / laya-coreai.
+  SHA move is not a replica.
+- Evidence: `research/archive/hourly/2026-09-20T20/` (novel HIGH + revisit HIGH).
+- uniqueness_gate 0843+0915+jcr+0922+0940+0947+1049+1143+1248+1340+1441.
+  Evaluator: dual serving is not generate / Hosted Codiv ≠ TypeSafe /
+  candidate probabilities relative / MCP advisory / LoRA ≠ RLCD /
+  pass-min 0.8 still soft.
+  Quote *theirs*. No wrappers. `invented_signal: false`.
+- Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free endpoint; dual /v1/systemone + /v1/chat/completions; razorback16/openjev densify HEAD cddbd962c88a README SHA a5943415cb92; STE README rewrite; serving-port densify; chat 501 on MLX; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; hr98w/jev-visual 167★ Apple Silicon visual candidate scoring; 37.30s → 2.40s at 64 decisions *theirs*; Breakout 9 bricks 6 returns 2 lives *theirs*; candidate probabilities are relative not correctness; jkudish/jev-mcp 156★ ten MCP tools; recommendation is advisory; the server never blocks on its own; TypeSafe CLERC 5% to 18% *theirs*; jkudish/jev-mcp ≠ burnigtm/jev-mcp; zhengxuyu/litjev off-the-shelf Qwen decision layer; Probabilities are not calibrated by default; Qwen/Qwen3.8-27B ≠ Archer; zhengxuyu/litjev ≠ alexwestco/llm-to-jev; Zefan-Cai/Open-Jev LoRA + scalar head; 2B 94.71% 9B 97.54% hard test *theirs*; 2B OOD 86.02% 9B OOD 91.97% *theirs*; 80,816 training rows; 27B still in progress; LoRA ≠ RLCD replica; Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev; cristianoliveira/jeq intelligence you can pipe; pass-min 0.8 still soft; JEQ does not own actions; AndyInQtr/laya-coreai CoreML serving substrate ≠ calibrated replica; AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; catalog ≠ endorsement; 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/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47; notes.md §125
+
+
 ## 2026-09-20 ~19:40 UTC / ~13:40 Boise - Hourly 1340 HIGH
 - Fresh PR off latest `main` after merged #46 (hourly 1248 / `notes.md` §123
   / items 385–400 / batch #105) and merged #45 (revisit protocol / `notes.md`
diff --git a/research/revisit_fingerprints.json b/research/revisit_fingerprints.json
index 1b55570..b36ffbd 100644
--- a/research/revisit_fingerprints.json
+++ b/research/revisit_fingerprints.json
@@ -20,7 +20,7 @@
     "forks_count",
     "likes"
   ],
-  "note": "Last-look snapshots for already-catalogued sources. Hourly diffs these four fingerprints. Star-noise is not a fold. SHA move is not a replica. Seeded from merged notes (SemIf \u00a7117, NanoJev \u00a7115) plus hourly 1248 densify (openjev \u00a775, von \u00a749, verdict \u00a771, kev \u00a745, jeff \u00a760, TypeLLM \u00a7113) plus hourly 1340 densify (openjev sdk 0.7 + MLX 400, kev PLAN_Qwen35) and Jev-Vision first sighting. default_sha is the full HEAD. pushed_at is the GitHub push clock. description_hash is sha256[:12] of the GitHub/Space description, or null when notes do not quote it. README SHA is an optional extra, not a substitute for description_hash.",
+  "note": "Last-look snapshots for already-catalogued sources. Hourly diffs these four fingerprints. Star-noise is not a fold. SHA move is not a replica. Seeded from merged notes (SemIf \u00a7117, NanoJev \u00a7115) plus hourly 1248 densify (openjev \u00a775, von \u00a749, verdict \u00a771, kev \u00a745, jeff \u00a760, TypeLLM \u00a7113) plus hourly 1340 densify (openjev sdk 0.7 + MLX 400, kev PLAN_Qwen35) plus hourly 1441 densify (openjev STE backends+Codiv dual serving) and 1441 first sightings (jev-visual, jev-mcp, litjev, Open-Jev, jeq, laya-coreai). default_sha is the full HEAD. pushed_at is the GitHub push clock. description_hash is sha256[:12] of the GitHub/Space description, or null when notes do not quote it. README SHA is an optional extra, not a substitute for description_hash.",
   "looks": [
     {
       "id": "github:TheoLeeCJ/SemIf",
@@ -49,14 +49,14 @@
     {
       "id": "github:razorback16/openjev",
       "notes_section": "75",
-      "last_look": "2026-09-20T19:40Z",
+      "last_look": "2026-09-20T20:41Z",
       "fingerprints": {
-        "default_sha": "6e91dfc031bc1841ac819e9cf831a9889cb4de7d",
-        "pushed_at": "2026-09-20T19:31:01Z",
+        "default_sha": "cddbd962c88a76d7344c09273ebc581f7658566e",
+        "pushed_at": "2026-09-20T19:45:43Z",
         "description_hash": "3da60ee053e0",
         "release_tag": null
       },
-      "readme_sha": "cbdcc8de030432ed865c6ef0bd4693b7cfa8ac9c"
+      "readme_sha": "a5943415cb9200f1ff81964fe346cb62697d05b1"
     },
     {
       "id": "github:wfzyx/von",
@@ -129,6 +129,78 @@
         "release_tag": null
       },
       "readme_sha": "16d479e1d8b664ce0d352f92922f750f08c1b551"
+    },
+    {
+      "id": "github:hr98w/jev-visual",
+      "notes_section": "125",
+      "last_look": "2026-09-20T20:41Z",
+      "fingerprints": {
+        "default_sha": "19af545f096e8db4c4dd5d47aed42d92ec252111",
+        "pushed_at": "2026-09-18T08:53:11Z",
+        "description_hash": "41bb0f55eef8",
+        "release_tag": null
+      },
+      "readme_sha": "9f1cf521fc2b076ed36e7bd4755bcfb791429a95"
+    },
+    {
+      "id": "github:jkudish/jev-mcp",
+      "notes_section": "125",
+      "last_look": "2026-09-20T20:41Z",
+      "fingerprints": {
+        "default_sha": "0b5a3f6d6f5779de115a6a68d8bc02786620c2ed",
+        "pushed_at": "2026-09-20T20:41:26Z",
+        "description_hash": "09c9fcf00b33",
+        "release_tag": null
+      },
+      "readme_sha": "1d7394500eddd5d5704fa1138f09d8a27c26b277"
+    },
+    {
+      "id": "github:zhengxuyu/litjev",
+      "notes_section": "125",
+      "last_look": "2026-09-20T20:41Z",
+      "fingerprints": {
+        "default_sha": "f21216c9fe5afe7fa52ff7064a402ee57fdbddd3",
+        "pushed_at": "2026-09-18T13:58:08Z",
+        "description_hash": "629fde7f9b44",
+        "release_tag": null
+      },
+      "readme_sha": "15c24089cd329d0c5ec42e0563a01e8f8f30f745"
+    },
+    {
+      "id": "github:Zefan-Cai/Open-Jev",
+      "notes_section": "125",
+      "last_look": "2026-09-20T20:41Z",
+      "fingerprints": {
+        "default_sha": "6d8de5ed72a09e56cc6ee331f9181ea6ab2a5858",
+        "pushed_at": "2026-09-20T20:42:40Z",
+        "description_hash": null,
+        "release_tag": null
+      },
+      "readme_sha": "771bf3135f50fd08c8607b25d52e0549a130e025"
+    },
+    {
+      "id": "github:cristianoliveira/jeq",
+      "notes_section": "125",
+      "last_look": "2026-09-20T20:41Z",
+      "fingerprints": {
+        "default_sha": "44ea80c90903d1e089531a354cdabb4749f1bf5b",
+        "pushed_at": "2026-09-20T20:43:40Z",
+        "description_hash": "a316b10cbb88",
+        "release_tag": null
+      },
+      "readme_sha": "72226282d414af28fb594f4c8592acb3985317a7"
+    },
+    {
+      "id": "hf:AndyInQtr/laya-coreai",
+      "notes_section": "125",
+      "last_look": "2026-09-20T20:41Z",
+      "fingerprints": {
+        "default_sha": "481043ac132cf60f148b3c48f722b8fe22cd2886",
+        "pushed_at": "2026-09-20T20:00:48.000Z",
+        "description_hash": null,
+        "release_tag": null
+      },
+      "readme_sha": null
     }
   ]
 }
diff --git a/research/sources.json b/research/sources.json
index 325ee68..d10ca94 100644
--- a/research/sources.json
+++ b/research/sources.json
@@ -1,6 +1,6 @@
 {
   "refresh_cadence": "hourly",
-  "retrieved": "2026-09-20T19:40Z",
+  "retrieved": "2026-09-20T20:41Z",
   "sources": [
     {
       "kind": "docs",