From 410a2903c2897a172ea6dfb37ade76dc4ecd8d77 Mon Sep 17 00:00:00 2001 From: Cursor Agent Date: Sun, 20 Sep 2026 23:04:13 +0000 Subject: [PATCH] Fold hourly 1643 HIGH MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Densify razorback16/openjev to 0.3.0 (restructured vLLM head, not logit-equiv) and first-sighting cards for clean-code-review, JMP, jevbus, hunch, JevCanvas, and jevtrafficsim. notes.md §127 / items 449–464 / batch #109. Co-authored-by: Basit Mustafa <24601@users.noreply.github.com> --- .agents/skills/augustus/SKILL.md | 45 +- .../references/agent-self-assessment.md | 2 + .../augustus/references/applied-mappings.md | 2 + .../references/composition-algebra.md | 80 ++ .agents/skills/augustus/references/faq.md | 12 + .../augustus/references/formal-methods.md | 2 + .../augustus/references/formal-semi-formal.md | 2 + .../augustus/references/judgment-class.md | 4 +- .../skills/augustus/references/mappings.md | 2 + .../augustus/references/mental-models.md | 13 + .../augustus/references/methods-catalog.md | 4 +- .../augustus/references/mixed-architecture.md | 17 +- .../augustus/references/question-design.md | 2 + .../augustus/references/toolbox-mapping.md | 2 + .../skills/augustus/references/validation.md | 2 + .../augustus/scripts/evaluate_decisions.py | 48 + .../augustus/scripts/uniqueness_gate.py | 59 +- CHANGELOG.md | 36 + CONTRIBUTING.md | 4 +- README.md | 4 + docs/_includes/recipes.html | 43 + docs/ecosystem.md | 2 + research/archive/findings.md | 35 + .../hourly/2026-09-20T22/augustus_items.json | 1076 +++++++++++++++++ .../hourly/2026-09-20T22/prompt_Augustus.md | 21 + .../2026-09-20T22/revisit_high_this_run.json | 13 + .../hourly/2026-09-20T22/run_digest.json | 10 + research/changelog-hourly.md | 14 + research/notes.md | 303 +++++ research/refresh-log.md | 21 + research/revisit_fingerprints.json | 727 ++++++++++- research/sources.json | 2 +- 32 files changed, 2590 insertions(+), 19 deletions(-) create mode 100644 research/archive/hourly/2026-09-20T22/augustus_items.json create mode 100644 research/archive/hourly/2026-09-20T22/prompt_Augustus.md create mode 100644 research/archive/hourly/2026-09-20T22/revisit_high_this_run.json create mode 100644 research/archive/hourly/2026-09-20T22/run_digest.json diff --git a/.agents/skills/augustus/SKILL.md b/.agents/skills/augustus/SKILL.md index c6fdb86..ccf7ff8 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", "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", "TypeLLM/TypeLLM densify HEAD 6a48f9f1e623", "README densify 3k→12k B", "Batch 5.8x *theirs*", "Constrained AR ≠ calibrated Noul", "jaredpalmer/kev densify HEAD b339f446a0ef", "Kev-0.6B 4B 8B family", "4B new-source 0.790/0.806 *theirs*", "8B new-source 0.796/0.780 *theirs*", "Jev hosted 0.857 *theirs*", "Questions share the input text but cannot read each other", "No Jev outputs were used for training", "8.2% ≥0.9 on wrong *theirs*", "option order can change an answer", "Qwen3 ≠ Archer", "TheoOliveira/pi-jev 21★ fail-closed routing", "JEV_THRESHOLD 0.65 still soft", "harshwasan/jev-sentinel fail closed never auto-allows", "harshwasan/jev-sentinel ≠ leepokai/jev-guard", "jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router", "threshold 0.90 still soft", "76/81 vs 77/81 *theirs*", "0.419s vs 2.459s *theirs*", "$0.00486 vs $0.03673 *theirs*", "not a security boundary", "baronunread/leanest fail-open uncertainty means RUN", "classifier.dev default Jev/Laya pluggable", "openlayer-ai/jevals ≠ dayhaysoos/jevals", "estimates not Harbor", "classifier ≠ authorizer", "MrJev/awesome-jev 118 entries catalog ≠ endorsement", "MrJev/awesome-jev ≠ yibie/awesome-jev", "Koushik890/jev-firewall fail closed ask_below 0.7 still soft", "CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled", "confidence is not a measured probability", "rh-guard owns primary gates", "hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica", "hf:p-yan/laya-quanto serving substrate ≠ calibrated replica", "hf:Gtrkrsk/laya serving substrate ≠ calibrated replica", "hourly 1542 / notes.md §126", 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", "TypeLLM/TypeLLM densify HEAD 6a48f9f1e623", "README densify 3k→12k B", "Batch 5.8x *theirs*", "Constrained AR ≠ calibrated Noul", "jaredpalmer/kev densify HEAD b339f446a0ef", "Kev-0.6B 4B 8B family", "4B new-source 0.790/0.806 *theirs*", "8B new-source 0.796/0.780 *theirs*", "Jev hosted 0.857 *theirs*", "Questions share the input text but cannot read each other", "No Jev outputs were used for training", "8.2% ≥0.9 on wrong *theirs*", "option order can change an answer", "Qwen3 ≠ Archer", "TheoOliveira/pi-jev 21★ fail-closed routing", "JEV_THRESHOLD 0.65 still soft", "harshwasan/jev-sentinel fail closed never auto-allows", "harshwasan/jev-sentinel ≠ leepokai/jev-guard", "jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router", "threshold 0.90 still soft", "76/81 vs 77/81 *theirs*", "0.419s vs 2.459s *theirs*", "$0.00486 vs $0.03673 *theirs*", "not a security boundary", "baronunread/leanest fail-open uncertainty means RUN", "classifier.dev default Jev/Laya pluggable", "openlayer-ai/jevals ≠ dayhaysoos/jevals", "estimates not Harbor", "classifier ≠ authorizer", "MrJev/awesome-jev 118 entries catalog ≠ endorsement", "MrJev/awesome-jev ≠ yibie/awesome-jev", "Koushik890/jev-firewall fail closed ask_below 0.7 still soft", "CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled", "confidence is not a measured probability", "rh-guard owns primary gates", "hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica", "hf:p-yan/laya-quanto serving substrate ≠ calibrated replica", "hf:Gtrkrsk/laya serving substrate ≠ calibrated replica", "hourly 1542 / notes.md §126", "razorback16/openjev densify HEAD febf02e88989", "release 0.3.0", "re-pin vLLM PR #57250 restructured head", "MODEL_VERSION stays openjev-0.1", "uv.lock hygiene", "restructured vLLM head ≠ logit-equiv", "frostney/clean-code-review 7★ typed judgments not opinions", "documentation is read not judged", "morcoan/JMP Joint Model Participation", "Models participate. Real tools execute.", "Thresholds are policy not model", "Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho", "Jev never generates prose JSX or code", "json-render is the only renderer", "game success ≠ calibrated Noul", "Shalimov04/open-jev ≠ razorback16/openjev", "MstyAI/laya-onnx empty repo", "hf:Praveenrajus/jev-bench HTTP 200 was 401", "hourly 1643 / notes.md §127", 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, @@ -381,6 +381,47 @@ 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 1643 HIGH (`notes.md` §127) + +razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01. +release 0.3.0. re-pin vLLM PR #57250 restructured head. +VLLM_COMMIT baa8338. pyproject and __init__ agree 0.3.0. +MODEL_VERSION stays openjev-0.1. uv.lock hygiene. +restructured vLLM head ≠ logit-equiv. +dual serving is not generate. Hosted Codiv ≠ TypeSafe. +wire-compat ≠ logit-equiv. SHA move is not a replica. +Error contract is not a Noul. +frostney/clean-code-review 7★ typed judgments not opinions. +documentation is read not judged. Luna writes from Jev findings. +morcoan/JMP Joint Model Participation. +Models participate. Real tools execute. +Jev routes actions generators supply arguments. not a swarm. +zkjoie/jevbus Thresholds are policy not model. +Drop < Review < Deliver. FanOut or Exclusive. +Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho. +Agent Skills semantic review. +SupratikB23/JevCanvas Jev never generates prose JSX or code. +Diffusion never decides structure. json-render is the only renderer. +skcache/jevtrafficsim Fixed Adaptive Jev. game success ≠ calibrated Noul. +Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev. +MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx. +SherifAshraf2003/jev-use ≠ shitianfang/jev-use. +aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai. +Visorian/TidyUp ≠ abhibansal60/tidy. isiomaC/jevkit ≠ WaynezProg/jev-kit. +lee-lou2/jev-tree ≠ reachjalil/jev-tree. Royhu1/jev-poker-trainer empty repo. +JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router. +rh-guard owns primary gates. +hf:Praveenrajus/jev-bench HTTP 200 was 401. +hf:ZefanCai/Open-Jev densify dataset. LoRA ≠ RLCD replica. +hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark. +hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529. +hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica. +serving substrate ≠ calibrated replica. catalog ≠ endorsement. +Archer still promised_not_landed. Hub archerhume/4rcherhume HTTP 401. +Do not copy keys. Fresh PR off `6672fbf` (merged #49). +Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. +`invented_signal: false`. + ## Hourly 1542 HIGH (`notes.md` §126) TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537. @@ -463,3 +504,5 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/references/agent-self-assessment.md b/.agents/skills/augustus/references/agent-self-assessment.md index fc7dbdd..19d4a9d 100644 --- a/.agents/skills/augustus/references/agent-self-assessment.md +++ b/.agents/skills/augustus/references/agent-self-assessment.md @@ -962,3 +962,5 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/references/applied-mappings.md b/.agents/skills/augustus/references/applied-mappings.md index 94f1dba..391dc78 100644 --- a/.agents/skills/augustus/references/applied-mappings.md +++ b/.agents/skills/augustus/references/applied-mappings.md @@ -2541,3 +2541,5 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/references/composition-algebra.md b/.agents/skills/augustus/references/composition-algebra.md index 79f8aa3..9d10716 100644 --- a/.agents/skills/augustus/references/composition-algebra.md +++ b/.agents/skills/augustus/references/composition-algebra.md @@ -2833,3 +2833,83 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 + +449. **openjev 0.3.0 densify PRIMARY** (razorback16/openjev): + densify §75. HEAD febf02e88989 README SHA 242a737dba01. 200★. + release 0.3.0. re-pin vLLM PR #57250 restructured head. + pyproject and __init__ agree 0.3.0. MODEL_VERSION stays openjev-0.1. + uv.lock hygiene. SHA move is not a replica. + Full cards: `judgment-class.md`, `validation.md`. +450. **restructured vLLM head ≠ logit-equiv** (razorback16/openjev): + VLLM_COMMIT baa8338. subclass DiffusionAsyncScheduler. + restructured vLLM head ≠ logit-equiv. wire-compat ≠ logit-equiv. + dual serving is not generate. Hosted Codiv ≠ TypeSafe. + Error contract is not a Noul. Full cards: `faq.md`, `mixed-architecture.md`. +451. **clean-code-review typed judgments** (frostney/clean-code-review): + 7★ HEAD f020f8d9106d. typed judgments not opinions. + documentation is read not judged. Luna writes from Jev findings. + frostney/clean-code-review ≠ huntedman/JevLint. + Full cards: `mixed-architecture.md`, `validation.md`. +452. **JMP route vs generate** (morcoan/JMP): + Joint Model Participation. Models participate. Real tools execute. + Jev routes actions generators supply arguments. not a swarm. + decide is not generate. Full cards: `faq.md`, `mixed-architecture.md`. +453. **jevbus thresholds are policy** (zkjoie/jevbus): + Thresholds are policy not model. Drop < Review < Deliver. + FanOut or Exclusive. Full cards: `faq.md`, `validation.md`. +454. **Kelbie/hunch namesake** (Kelbie/hunch): + Agent Skills semantic review. + Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho. + Full cards: `faq.md`. +455. **JevCanvas decide vs diffusion** (SupratikB23/JevCanvas): + Jev never generates prose JSX or code. Diffusion never decides structure. + json-render is the only renderer. Full cards: `mixed-architecture.md`. +456. **jevtrafficsim game success ≠ Noul** (skcache/jevtrafficsim): + Fixed Adaptive Jev. game success ≠ calibrated Noul. + Full cards: `validation.md`. +457. **remainder namesakes** (open-jev / laya-onnx / jev-use / switchboard / tidy / jevkit / jev-tree): + Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev. + MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx. + SherifAshraf2003/jev-use ≠ shitianfang/jev-use. + aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai. + Visorian/TidyUp ≠ abhibansal60/tidy. isiomaC/jevkit ≠ WaynezProg/jev-kit. + lee-lou2/jev-tree ≠ reachjalil/jev-tree. + Full cards: `faq.md`. +458. **empty repos skip-thin** (MstyAI/laya-onnx, Royhu1/jev-poker-trainer): + empty repo ≠ serving substrate. Royhu1/jev-poker-trainer empty repo. + skip-thin. Full cards: `faq.md`. +459. **NaluKicks field trial / guide / bench**: + pre-registered field trial. vault-search-bench uses vault links as the answer key. + *theirs* not Harbor. Full cards: `validation.md`. +460. **HF already-catalogued densify** (Praveenrajus / ZefanCai / emretheus / DGUI / INSTRUCT): + hf:Praveenrajus/jev-bench HTTP 200 was 401. densify is not a second census. + hf:ZefanCai/Open-Jev densify dataset. LoRA ≠ RLCD replica. + hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark. + hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529. + Full cards: `applied-mappings.md`. +461. **HF first-sighting spaces** (fastrisk / yolo-jev / deberta demo / r512): + hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica. + serving substrate ≠ calibrated replica. Locate ≠ decide. + Full cards: `judgment-class.md`, `faq.md`. +462. **router cousins measurement notes** (jev-harness-router / pi-jev-model-router / pi-auto-model-router): + JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router. + rh-guard owns primary gates. catalog ≠ endorsement. + Full cards: `faq.md`. +463. **skip-thin** (empty README, marketing sites, 0★ name-match): + SHA move is not a replica. skip-thin. Full cards: `faq.md`. +464. **skip Archer** (promised_not_landed): + Qwen3 ≠ Archer. Hub archerhume/4rcherhume HTTP 401. + Archer still promised_not_landed. Full cards: `faq.md`. + +Hourly 1643 items 449–464 (`notes.md` §127). Do **not** +re-fold §126 items 433–448 / §125 items 417–432 / §124 items 401–416 +/ §123 items 385–400 / §122 protocol / §121 items 369–384. +Skip Archer rewrite. +restructured vLLM head ≠ logit-equiv; Thresholds are policy not model; +documentation is read not judged; json-render is the only renderer; +game success ≠ calibrated Noul; wire-compat ≠ logit-equiv; +SHA move is not a replica; catalog ≠ endorsement. +do not reopen or amend PR #23–#49. +Soft Noul ≠ hard safety. +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/references/faq.md b/.agents/skills/augustus/references/faq.md index 6e4003f..bc3f8e6 100644 --- a/.agents/skills/augustus/references/faq.md +++ b/.agents/skills/augustus/references/faq.md @@ -3717,9 +3717,21 @@ Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec 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 + +## Treat openjev 0.3.0 as logit-equiv? Treat JMP as one model? Treat jevbus thresholds as the judge? + +No. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. +dual serving is not generate. Hosted Codiv ≠ TypeSafe. Models participate. +Real tools execute. decide is not generate. Thresholds are policy not model. +documentation is read not judged. json-render is the only renderer. +game success ≠ calibrated Noul. catalog ≠ endorsement. +Do not reopen or amend PR #23–#49. `invented_signal: false`. `notes.md` §127. + ## Treat TypeLLM thinking / 5.8x as a Noul? Treat kev 0.790 as Harbor? Treat 0.65 as a hard gate? No. Constrained AR ≠ calibrated Noul. Batch 5.8x *theirs*. type safety does not guarantee factual accuracy. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. JEV_THRESHOLD 0.65 still soft. routing ≠ permission. fail closed never auto-allows. fail-open uncertainty means RUN. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. Do not reopen or amend PR #23–#48. `invented_signal: false`. `notes.md` §126. **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/references/formal-methods.md b/.agents/skills/augustus/references/formal-methods.md index 9e189f6..7fa94c5 100644 --- a/.agents/skills/augustus/references/formal-methods.md +++ b/.agents/skills/augustus/references/formal-methods.md @@ -1391,3 +1391,5 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/references/formal-semi-formal.md b/.agents/skills/augustus/references/formal-semi-formal.md index 600f05c..b8167a5 100644 --- a/.agents/skills/augustus/references/formal-semi-formal.md +++ b/.agents/skills/augustus/references/formal-semi-formal.md @@ -104,3 +104,5 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/references/judgment-class.md b/.agents/skills/augustus/references/judgment-class.md index 45641c5..f5e394f 100644 --- a/.agents/skills/augustus/references/judgment-class.md +++ b/.agents/skills/augustus/references/judgment-class.md @@ -898,7 +898,7 @@ logit-equiv:** the model emits a JSON probability vector; code validates/retries, normalizes, and computes entropy-based confidence. OpenJev ([razorback16/openjev](https://github.com/razorback16/openjev)) -reads logits via structured-read vLLM extensions. +reads logits via structured-read vLLM extensions. **Since last look 1643 (`notes.md` §75 / §127):** HEAD `febf02e88989`; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT `baa8338`; MODEL_VERSION stays openjev-0.1; uv.lock hygiene. restructured vLLM head ≠ logit-equiv. dual serving is not generate. Hosted Codiv ≠ TypeSafe. **≠** [kunchenguid/local-jev](https://github.com/kunchenguid/local-jev) (ONNX hyphenated namesake). **≠** IamBusy/OpenJev `/v1/decide`. Bake-off *theirs* (prompted pipeline, not @@ -1498,3 +1498,5 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/references/mappings.md b/.agents/skills/augustus/references/mappings.md index 59e7b16..4db406f 100644 --- a/.agents/skills/augustus/references/mappings.md +++ b/.agents/skills/augustus/references/mappings.md @@ -2496,3 +2496,5 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/references/mental-models.md b/.agents/skills/augustus/references/mental-models.md index 69ce039..edefac0 100644 --- a/.agents/skills/augustus/references/mental-models.md +++ b/.agents/skills/augustus/references/mental-models.md @@ -3021,6 +3021,17 @@ 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 1643 (`notes.md` §127) + +restructured vLLM head ≠ logit-equiv. release 0.3.0. +MODEL_VERSION stays openjev-0.1. uv.lock hygiene. +dual serving is not generate. Hosted Codiv ≠ TypeSafe. +typed judgments not opinions. documentation is read not judged. +Models participate. Real tools execute. Thresholds are policy not model. +Jev never generates prose JSX or code. json-render is the only renderer. +game success ≠ calibrated Noul. SHA move is not a replica. Do not copy keys. + ## Apply 1542 (`notes.md` §126) Constrained AR ≠ calibrated Noul. Batch 5.8x *theirs*. @@ -3072,3 +3083,5 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/references/methods-catalog.md b/.agents/skills/augustus/references/methods-catalog.md index ad64e67..ed8dddf 100644 --- a/.agents/skills/augustus/references/methods-catalog.md +++ b/.agents/skills/augustus/references/methods-catalog.md @@ -72,7 +72,7 @@ judgment component is new). | Decide→policy→LLM leftover | Typed decide; leftover text only | Shared Answer schema; three Harbor arms (native / verbalized / logprob) | Policy auto/review/llm; Noul 0.5 never rounded; Score conf 0.0 never acted | **Empirical as README architecture** (jav-email-cascade; mock gen-json flat is *their mock*; `notes.md` §60) | | Productized System One HTTP | Label + calibrated p as a public contract | Batch `{id,text}[]`; Jev primary; LLM fallback | Policy in the caller; `FALLBACK` honesty; read eval/README | **Empirical as README + eval** (classifier-dev **185★**; 400/650 ms; F1 0.887; granite 0.546 vs 0.800 *theirs*; `notes.md` §73) | | Evidence-synthesis pointer (two-pass) | Which line answers the extraction question | Relative Choice (+ none) then absolute Noul; copy verbatim | Human tick; *Not found* / *Unclear*; Noul ≥ 0.5 *theirs* | **Empirical as README** (choxos/jev-reviewer **12★**; ≠ egma-ai; 18-q **4.6 s / $0.0101** *theirs*; spot check not a validation study; `notes.md` §74) | -| Prompted-JSON local `/v1/systemone` | Same wire, self-reported probs | Prompt → JSON vector → validate/retry → normalize + entropy confidence. **Cross-encoder cousin:** pair score → softmax Choice/Score/Noul; format lock | Calibration on *your* labels; arithmetic/policy in code | **Empirical as README + eval** (githubnext/localjev **261★**; wire-compat ≠ logit-equiv; 1,200-req bake-off *theirs*; **≠** kunchenguid/local-jev; **≠** razorback16/openjev; `notes.md` §75). **Empirical as HF card** (argos1111/modernbert-ja-310m-jev unofficial ≠ TypeSafe; format_version modernbert-jev/1; Argos1111/jev_local ≠ us/jev-local ≠ kunchenguid/local-jev; LFM default ≠ ModernBERT backend; JGLUE JNLI 92.62% / JComQA 92.40% *theirs*; `notes.md` §94) | +| Prompted-JSON local `/v1/systemone` | Same wire, self-reported probs | Prompt → JSON vector → validate/retry → normalize + entropy confidence. **Cross-encoder cousin:** pair score → softmax Choice/Score/Noul; format lock | Calibration on *your* labels; arithmetic/policy in code | **Empirical as README + eval** (githubnext/localjev **261★**; wire-compat ≠ logit-equiv; 1,200-req bake-off *theirs*; **≠** kunchenguid/local-jev; **≠** razorback16/openjev 0.3.0 densify §127 (restructured vLLM head ≠ logit-equiv; MODEL_VERSION stays openjev-0.1); `notes.md` §75). **Empirical as HF card** (argos1111/modernbert-ja-310m-jev unofficial ≠ TypeSafe; format_version modernbert-jev/1; Argos1111/jev_local ≠ us/jev-local ≠ kunchenguid/local-jev; LFM default ≠ ModernBERT backend; JGLUE JNLI 92.62% / JComQA 92.40% *theirs*; `notes.md` §94) | | Open NAR packaging + script router | Same Laya class; pick ckpt before p | Router: model= / lang= / script / default english; auto_task_detection off | Harbor cal on *your* labels; 0.85 is *theirs*; hierarchical Choice when K>20 | **Empirical as README** (NandhaKishorM/laya **710★**; T4 32.8 ms; post-T ECE 0.081; Banking77 0.425 vs Jev 0.870 *theirs*; 0.766 fine-tune; **≠** TypeSafe drop-in; `notes.md` §76) | | External openjev census | What belongs in the class; is the list a rank? | Named census as a watch object; class-boundary GLiNER2 + routers | Frozen taskset / cal / cost / latency / silent fallback stay in Harbor; likes ephemeral | **Empirical as tweet, not a score** (@airesearch12; ~18 named; watch jev-models; **≠** jevbench v1.1; incomplete vs Laya/localjev/kev; scored sibling §78; `notes.md` §77) | | Geometric-mean scored class bake-off | Weak-axis product over I/C/S/K; is the rank a design? | Four axes 25% each; cal ON rank; weight views published beside | Frozen taskset; native vs verbalized; partial not ranked; name ×2/est. assumptions; do not mix versions | **Empirical as v1.2 board** (Jev 75.3 / SemIf 74.6 *theirs*; Luna I=96.8 rank #7; option-order 72→21; Laya absent gap; Qwen3.8 27B ≠ Archer; **≠** tweet **≠** v1.1 87.6; `notes.md` §78) | @@ -298,3 +298,5 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/references/mixed-architecture.md b/.agents/skills/augustus/references/mixed-architecture.md index dad3d9f..3ee7e49 100644 --- a/.agents/skills/augustus/references/mixed-architecture.md +++ b/.agents/skills/augustus/references/mixed-architecture.md @@ -898,9 +898,18 @@ Related placements: deterministic tells score 1.00; judgment rules flag only outside the unsure band. Explicit: a reading near 0.5 is *no judgment*, never a pass. That is the Noul-0.5-is-uncertainty non-negotiable, implemented. -- **Rubric-then-prose review** — `frostney/clean-code-review`: Jev against a - named rubric (Clean Code), then an LLM writes the review. Mixed - architecture, not "Jev is the reviewer." +- **Rubric-then-prose review** — `frostney/clean-code-review` (`notes.md` §127): + typed judgments not opinions. documentation is read not judged. + Luna writes from Jev findings. Mixed architecture, not "Jev is + the reviewer." frostney/clean-code-review ≠ huntedman/JevLint. +- **Route then generate** — `morcoan/JMP`: Jev routes actions; + generators supply arguments; real tools execute. not a swarm. + decide is not generate. +- **Decide then diffuse** — `SupratikB23/JevCanvas`: Jev never generates + prose JSX or code. Diffusion never decides structure. + json-render is the only renderer. +- **Thresholds are policy** — `zkjoie/jevbus`: changing thresholds never + needs a new judgment. Drop < Review < Deliver. - **Convention lint (file-level)** — `huntedman/JevLint`: plain-English rules → file-level Noul ≥ 0.8; write→check→fix; no line-level, no generated names, no auto-fix. Sibling of jev-pref. Independent, not @@ -1465,3 +1474,5 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/references/question-design.md b/.agents/skills/augustus/references/question-design.md index 277a91d..da5688c 100644 --- a/.agents/skills/augustus/references/question-design.md +++ b/.agents/skills/augustus/references/question-design.md @@ -445,3 +445,5 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/references/toolbox-mapping.md b/.agents/skills/augustus/references/toolbox-mapping.md index 275902f..483461c 100644 --- a/.agents/skills/augustus/references/toolbox-mapping.md +++ b/.agents/skills/augustus/references/toolbox-mapping.md @@ -374,3 +374,5 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/references/validation.md b/.agents/skills/augustus/references/validation.md index bab0def..09fcb56 100644 --- a/.agents/skills/augustus/references/validation.md +++ b/.agents/skills/augustus/references/validation.md @@ -1178,3 +1178,5 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/.agents/skills/augustus/scripts/evaluate_decisions.py b/.agents/skills/augustus/scripts/evaluate_decisions.py index 5e3129a..723c804 100755 --- a/.agents/skills/augustus/scripts/evaluate_decisions.py +++ b/.agents/skills/augustus/scripts/evaluate_decisions.py @@ -399,6 +399,38 @@ def estimates_are_not_harbor(kind, harbor=False): return harbor is False + + +def restructured_vllm_head_is_not_logit_equiv(package_version, pr, logit_equiv_claimed=False): + """openjev 0.3.0 re-pin vLLM PR #57250 restructured head ≠ logit-equiv.""" + if package_version != "0.3.0": + raise ValueError("unexpected version") + if pr != "57250": + raise ValueError("unexpected pr") + return logit_equiv_claimed is False + + +def thresholds_are_policy_not_model(thresholds_changed, new_judgment=False): + """zkjoie/jevbus: Thresholds are policy, not model.""" + return thresholds_changed is True and new_judgment is False + + +def documentation_is_read_not_judged(kind, judged=False): + """frostney/clean-code-review: documentation is read not judged.""" + if kind != "documentation": + raise ValueError("unexpected kind") + return judged is False + + +def json_render_is_capability_boundary(unknown_component, rejected=True): + """JevCanvas: json-render is the only renderer. Unknown components rejected.""" + return unknown_component is True and rejected is True + + +def empty_repo_is_not_serving_substrate(empty, serving_claimed=False): + """MstyAI/laya-onnx / Royhu1/jev-poker-trainer empty repo ≠ serving substrate.""" + return empty is True and serving_claimed is False + def hop_ece_permutation_invariant(rows, bins=10, key="p"): """Shuffle order; equal-width ECE must not move. @@ -560,6 +592,22 @@ def self_test(): assert theirs_bench_is_not_harbor(16, "typellm-batch-5.8x") assert theirs_bench_is_not_harbor(81, "esinocchi-76-81") + # 1643: openjev 0.3.0 restructured head ≠ logit-equiv / thresholds are + # policy / documentation is read not judged / json-render boundary / + # empty repo ≠ serving substrate / game success ≠ Noul. + assert restructured_vllm_head_is_not_logit_equiv("0.3.0", "57250", False) + assert not restructured_vllm_head_is_not_logit_equiv("0.3.0", "57250", True) + assert thresholds_are_policy_not_model(True, False) + assert not thresholds_are_policy_not_model(True, True) + assert documentation_is_read_not_judged("documentation", False) + assert not documentation_is_read_not_judged("documentation", True) + assert json_render_is_capability_boundary(True, True) + assert not json_render_is_capability_boundary(True, False) + assert empty_repo_is_not_serving_substrate(True, False) + assert not empty_repo_is_not_serving_substrate(True, True) + assert theirs_bench_is_not_harbor(1, "openjev-0.3.0-pin") + assert decide_is_not_generate("decide") + print("self-test ok") diff --git a/.agents/skills/augustus/scripts/uniqueness_gate.py b/.agents/skills/augustus/scripts/uniqueness_gate.py index 78d8d67..31940c5 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), hourly 1340 HIGH (§124), hourly 1441 HIGH (§125), and hourly 1542 HIGH (§126). +hourly 1143 HIGH (§121), hourly 1248 HIGH (§123), hourly 1340 HIGH (§124), hourly 1441 HIGH (§125), hourly 1542 HIGH (§126), and hourly 1643 HIGH (§127). 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–§126; -composition items 289–316, 322–329, 330–336, 337–352, 353–368, 369–384, 385–400, 401–416, 417–432, and 433–448 exist; -findings batches #97–#108 exist. Items 317–321 stay unused. +Also: YAML-parse SKILL.md frontmatter; notes.md owns §114–§127; +composition items 289–316, 322–329, 330–336, 337–352, 353–368, 369–384, 385–400, 401–416, 417–432, 433–448, and 449–464 exist; +findings batches #97–#109 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. @@ -150,6 +150,10 @@ 'Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126' ) +UNIQ_1643 = ( + "Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127" +) + REVISIT_LOCK = ( "Revisit / since-last-look lock: catalogued repos are not done; " "store fingerprints default_sha, pushed_at, description_hash, release_tag; " @@ -237,6 +241,8 @@ def main() -> int: failed.append(f"1441 lock missing as one substring: {rel}") if UNIQ_1542 not in body: failed.append(f"1542 lock missing as one substring: {rel}") + if UNIQ_1643 not in body: + failed.append(f"1643 lock missing as one substring: {rel}") for rel in REVISIT_OVERLAYS: path = ROOT / rel if not path.is_file(): @@ -272,10 +278,12 @@ def main() -> int: failed.append("notes.md missing §125 heading") if "## 126. Hourly 1542 HIGH" not in notes: failed.append("notes.md missing §126 heading") + if "## 127. Hourly 1643 HIGH" not in notes: + failed.append("notes.md missing §127 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)) + list(range(417, 433)) + list(range(433, 449)): + 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)) + list(range(433, 449)) + list(range(449, 465)): needle = f"{n}. **" if needle not in algebra: failed.append(f"composition-algebra missing item {n}") @@ -297,6 +305,7 @@ def main() -> int: "## Batch #106", "## Batch #107", "## Batch #108", + "## Batch #109", ): if batch not in findings: failed.append(f"findings.md missing {batch}") @@ -451,6 +460,25 @@ def main() -> int: 'hf:p-yan/laya-quanto serving substrate ≠ calibrated replica', 'hf:Gtrkrsk/laya serving substrate ≠ calibrated replica', 'hourly 1542 / notes.md §126', + "razorback16/openjev densify HEAD febf02e88989", + "release 0.3.0", + "re-pin vLLM PR #57250 restructured head", + "MODEL_VERSION stays openjev-0.1", + "uv.lock hygiene", + "restructured vLLM head ≠ logit-equiv", + "frostney/clean-code-review 7★ typed judgments not opinions", + "documentation is read not judged", + "morcoan/JMP Joint Model Participation", + "Models participate. Real tools execute.", + "Thresholds are policy not model", + "Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho", + "Jev never generates prose JSX or code", + "json-render is the only renderer", + "game success ≠ calibrated Noul", + "Shalimov04/open-jev ≠ razorback16/openjev", + "MstyAI/laya-onnx empty repo", + "hf:Praveenrajus/jev-bench HTTP 200 was 401", + "hourly 1643 / notes.md §127", ): if frag not in haystack: failed.append(f"SKILL.md missing fragment {frag!r}") @@ -588,6 +616,25 @@ def main() -> int: 'hf:p-yan/laya-quanto serving substrate ≠ calibrated replica', 'hf:Gtrkrsk/laya serving substrate ≠ calibrated replica', 'hourly 1542 / notes.md §126', + "razorback16/openjev densify HEAD febf02e88989", + "release 0.3.0", + "re-pin vLLM PR #57250 restructured head", + "MODEL_VERSION stays openjev-0.1", + "uv.lock hygiene", + "restructured vLLM head ≠ logit-equiv", + "frostney/clean-code-review 7★ typed judgments not opinions", + "documentation is read not judged", + "morcoan/JMP Joint Model Participation", + "Models participate. Real tools execute.", + "Thresholds are policy not model", + "Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho", + "Jev never generates prose JSX or code", + "json-render is the only renderer", + "game success ≠ calibrated Noul", + "Shalimov04/open-jev ≠ razorback16/openjev", + "MstyAI/laya-onnx empty repo", + "hf:Praveenrajus/jev-bench HTTP 200 was 401", + "hourly 1643 / notes.md §127", ): if frag not in proto_line: failed.append(f"SKILL.md protocol missing {frag!r}") @@ -605,6 +652,7 @@ def main() -> int: ("1340", UNIQ_1340), ("1441", UNIQ_1441), ("1542", UNIQ_1542), + ("1643", UNIQ_1643), ): if lock in changelog: failed.append( @@ -678,6 +726,7 @@ def main() -> int: f"1340 chars={len(UNIQ_1340)} " f"1441 chars={len(UNIQ_1441)} " f"1542 chars={len(UNIQ_1542)} " + f"1643 chars={len(UNIQ_1643)} " 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 f049228..9e35344 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -16,6 +16,42 @@ folds: `research/notes.md`. ## [Unreleased] +Hourly 1643 HIGH (`research/notes.md` §127 / composition items +449–464 / findings batch #109). 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–#49. Do not amend released 0.5.0 +(#42). Merged #49 owns §126. Merged #48 owns §125. + +### Added + +- **Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify / + re-pin vLLM PR #57250 restructured head / MODEL_VERSION stays openjev-0.1 / + uv.lock hygiene / clean-code-review typed judgments / JMP route vs generate / + jevbus thresholds are policy / JevCanvas json-render boundary / + jevtrafficsim game success ≠ Noul. restructured vLLM head ≠ logit-equiv. + dual serving is not generate. Hosted Codiv ≠ TypeSafe. + documentation is read not judged. Thresholds are policy not model. + wire-compat is not logit-equiv. SHA move is not a replica. + Evaluator: restructured vLLM head ≠ logit-equiv / thresholds are policy / + documentation is read not judged / json-render boundary / empty repo + ≠ serving substrate. uniqueness_gate.py now + checks 0843 + 0915 + jcr + 0922 + 0940 + 0947 + 1049 + 1143 + + 1248 + 1340 + 1441 + 1542 + 1643. Composition items 449–464 / batch #109. + **HARD RULE:** do not reopen or amend PR #23–#49. Does **not** bump + 0.5.0. + +- **Recipe (class, not Jev-only).** Without Augustus: treat a serving pin + as logit-equiv, JMP as one model, jevbus thresholds as the judge, Luna + prose as the judgment, diffusion as structure, or a traffic win rate as + ECE. With Augustus: restructured vLLM head ≠ logit-equiv; dual serving + is not generate; Thresholds are policy not model; documentation is + read not judged; json-render is the only renderer; game success ≠ + calibrated Noul. Same split for any Choice/Score/Noul-style head, not + only hosted Jev. + + + Hourly 1542 HIGH (`research/notes.md` §126 / composition items 433–448 / findings batch #108). Does **not** bump the 0.5.0 pin. Uniqueness dumps live in diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index cbf08f4..bd0220a 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -44,8 +44,8 @@ re-opened as "new." Before folding: - Read `research/notes.md` and the uniqueness fragments in `.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 + 1340 + 1441 + 1542 consecutive locks, plus the revisit / since-last-look protocol substring in the skill and research files. +- Do not reopen or amend a merged fold PR (#23–#49) +- uniqueness_gate.py checks 0843 + 0915 + jcr + 0922 + 0940 + 0947 + 1049 + 1143 + 1248 + 1340 + 1441 + 1542 + 1643 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 9ab2177..a3eb5c5 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 1643 HIGH (`research/notes.md` §127 / items 449–464 / batch #109). openjev 0.3.0 densify / restructured vLLM head ≠ logit-equiv / typed judgments not opinions / Thresholds are policy not model. uniqueness_gate 0843+0915+jcr+0922+0940+0947+1049+1143+1248+1340+1441+1542+1643. Does not bump 0.5.0. Merged #49 owns §126. Merged #48 owns §125. - Hourly 1542 HIGH (`research/notes.md` §126 / items 433–448 / batch #108). TypeLLM + kev densify / Constrained AR ≠ Noul / fail-closed routing / fail-open RUN / classifier ≠ authorizer. uniqueness_gate 0843+0915+jcr+0922+0940+0947+1049+1143+1248+1340+1441+1542. Does not bump 0.5.0. Merged #48 owns §125. Merged #47 owns §124. - 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. @@ -167,5 +168,8 @@ Hourly 1340 uniqueness lock: typesafe-sdk 0.7 Pydantic response models; msgspec 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 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. restructured vLLM head ≠ logit-equiv. typed judgments not opinions. Thresholds are policy not model. json-render is the only renderer. game success ≠ calibrated Noul. dual serving is not generate. Hosted Codiv ≠ TypeSafe. SHA move is not a replica. catalog ≠ endorsement. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/docs/_includes/recipes.html b/docs/_includes/recipes.html index 9d52f12..284fa04 100644 --- a/docs/_includes/recipes.html +++ b/docs/_includes/recipes.html @@ -206,6 +206,49 @@

classifier ≠ authorizer

76/81 vs 77/81 *theirs*. 118 entries are an index, not a proof.
+ +
+

Serving pin

+

Restructured head vs replica

+
+
Problem
+
A package bump or a vLLM subclass treated as logit-equivalent truth.
+
Without
+
Ship 0.3.0 as TypeSafe. Treat Codiv as the hosted product.
+
With
+
restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe.
+
Measure
+
Package version separately from wire id. Third-party benches stay *theirs*.
+
+
+
+

Split jobs

+

Route, write, render

+
+
Problem
+
One model asked to choose, write, and draw.
+
Without
+
A swarm. Luna as the judgment. Diffusion as structure.
+
With
+
Models participate. Real tools execute. documentation is read not judged. json-render is the only renderer. Thresholds are policy not model.
+
Measure
+
Who chose, who wrote, who rendered. Soft scores ≠ hard gates.
+
+
+
+

Gameplay / sim

+

Win rate vs Noul

+
+
Problem
+
A seeded traffic win treated as a calibrated probability.
+
Without
+
Quote delay as ECE. Hard-gate the city.
+
With
+
game success ≠ calibrated Noul. Fixed vs Adaptive vs the decision head on one ledger.
+
Measure
+
Sim metrics separately from Brier/ECE. *theirs* not Harbor.
+
+

Measurement recipe (hysteresis, equal-width vs quantile ECE, hop-ECE, diff --git a/docs/ecosystem.md b/docs/ecosystem.md index c85dc05..28ce8e3 100644 --- a/docs/ecosystem.md +++ b/docs/ecosystem.md @@ -1158,3 +1158,5 @@ Hourly 1441 uniqueness lock: vLLM NVIDIA + MLX Apple Silicon; Codiv hosted free **Hourly 1542 HIGH (`notes.md` §126).** TypeLLM README densify 3k→12k B. Batch 5.8x *theirs*. Constrained AR ≠ calibrated Noul. kev family densify. 4B new-source 0.790/0.806 *theirs*. 8.2% ≥0.9 on wrong *theirs*. option order can change an answer. fail-closed routing vs fail-open test selection. classifier ≠ authorizer. estimates not Harbor. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#48. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 +**Hourly 1643 HIGH (`notes.md` §127).** openjev release 0.3.0 densify. re-pin vLLM PR #57250 restructured head. restructured vLLM head ≠ logit-equiv. MODEL_VERSION stays openjev-0.1. dual serving is not generate. Hosted Codiv ≠ TypeSafe. typed judgments not opinions. Thresholds are policy not model. Jev never generates prose JSX or code. game success ≠ calibrated Noul. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#49. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 diff --git a/research/archive/findings.md b/research/archive/findings.md index 83743ee..fe749c6 100644 --- a/research/archive/findings.md +++ b/research/archive/findings.md @@ -1,6 +1,41 @@ # Deep-read findings (evidence for research/notes.md) +## Batch #109 (2026-09-20 ~16:43 Boise / ~22:43 UTC) - hourly 1643 HIGH + +Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 README SHA 242a737dba01; release 0.3.0; re-pin vLLM PR #57250 restructured head; VLLM_COMMIT baa8338; pyproject and __init__ agree 0.3.0; MODEL_VERSION stays openjev-0.1; uv.lock hygiene; dual serving is not generate; Hosted Codiv ≠ TypeSafe; restructured vLLM head ≠ logit-equiv; wire-compat ≠ logit-equiv; SHA move is not a replica; Error contract is not a Noul; frostney/clean-code-review 7★ typed judgments not opinions; documentation is read not judged; Luna writes from Jev findings; morcoan/JMP Joint Model Participation; Models participate. Real tools execute.; Jev routes actions generators supply arguments; not a swarm; zkjoie/jevbus Thresholds are policy not model; Drop < Review < Deliver; FanOut or Exclusive; Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho; Agent Skills semantic review; SupratikB23/JevCanvas Jev never generates prose JSX or code; Diffusion never decides structure; json-render is the only renderer; skcache/jevtrafficsim Fixed Adaptive Jev; game success ≠ calibrated Noul; Shalimov04/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev; MstyAI/laya-onnx empty repo ≠ tozp/laya-onnx ≠ Mattepiu/laya-onnx ≠ gqgs/laya-onnx; SherifAshraf2003/jev-use ≠ shitianfang/jev-use; aniruddh-krovvidi/switchboard ≠ cannacre8ive/switchboard-ai; Visorian/TidyUp ≠ abhibansal60/tidy; isiomaC/jevkit ≠ WaynezProg/jev-kit; lee-lou2/jev-tree ≠ reachjalil/jev-tree; Royhu1/jev-poker-trainer empty repo; JoacoMarc/jev-harness-router ≠ jackbarunz/jev-tool-router; rh-guard owns primary gates; hf:Praveenrajus/jev-bench HTTP 200 was 401; hf:ZefanCai/Open-Jev densify dataset; LoRA ≠ RLCD replica; hf:emretheus/jev-rag-benchmark ≠ erendikmenn/jev-rag-benchmark; hf:ctaxnagomi/DGUI_HYPERMEM-JEV densify sha ab3d3529; hf:hugging-apps/open-jev-deberta-v3-large-demo encoder class member not Jev replica; serving substrate ≠ calibrated replica; 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/#48/#49; notes.md §127 + +Note: `research/notes.md` §127. Docs + evaluator, fresh PR off latest +`main` (`6672fbf` / merged #49 hourly 1542). Merged #49 owns §126. +Merged #48 owns §125. Merged #47 owns §124. This fold +stays §127 / items 449–464 / batch #109. +**HARD RULE:** do not reopen or amend PR #23–#49. +Quote READMEs. Soft Noul ≠ hard safety. Augustus owns +placement. `invented_signal: false`. + +- **openjev 0.3.0 densify PRIMARY.** HEAD febf02e88989. release 0.3.0. + re-pin vLLM PR #57250 restructured head. MODEL_VERSION stays openjev-0.1. + uv.lock hygiene. restructured vLLM head ≠ logit-equiv. + dual serving is not generate. Hosted Codiv ≠ TypeSafe. +- **clean-code-review / JMP / jevbus.** typed judgments not opinions. + documentation is read not judged. Models participate. Real tools execute. + Thresholds are policy not model. Drop < Review < Deliver. +- **JevCanvas / jevtrafficsim / hunch.** Jev never generates prose JSX or code. + json-render is the only renderer. game success ≠ calibrated Noul. + Kelbie/hunch ≠ carldaws/hunch ≠ tpellet/hunch ≠ huncho. +- **HF densify.** hf:Praveenrajus/jev-bench HTTP 200 was 401. + hf:ZefanCai/Open-Jev densify dataset. LoRA ≠ RLCD replica. + encoder class member not Jev replica. serving substrate ≠ calibrated replica. +- **Namesakes / skip.** Shalimov04/open-jev ≠ razorback16/openjev. + MstyAI/laya-onnx empty repo. Royhu1/jev-poker-trainer empty repo. + catalog ≠ endorsement. Archer still promised_not_landed. + +Pulse: Archer still NOT landed. Hub archerhume/4rcherhume HTTP **401**. +openjev **200★**. clean-code-review **7★**. JMP **2★**. jevbus **2★**. +`invented_signal: false`. + + + ## Batch #108 (2026-09-20 ~15:42 Boise / ~21:42 UTC) - hourly 1542 HIGH Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SHA dbdc1f193537; README densify 3k→12k B; thinking=True/False per-field budget; type safety does not guarantee factual accuracy; Batch 5.8x *theirs*; Constrained AR ≠ calibrated Noul; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify HEAD b339f446a0ef README SHA 86b0a19909f3; Kev-0.6B 4B 8B family; 4B new-source 0.790/0.806 *theirs*; 8B new-source 0.796/0.780 *theirs*; Jev hosted 0.857 *theirs*; Questions share the input text but cannot read each other; No Jev outputs were used for training; 8.2% ≥0.9 on wrong *theirs*; option order can change an answer; Qwen3 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; TheoOliveira/pi-jev 21★ fail-closed routing; JEV_THRESHOLD 0.65 still soft; routing ≠ permission; harshwasan/jev-sentinel fail closed never auto-allows; harshwasan/jev-sentinel ≠ leepokai/jev-guard; jackbarunz/jev-tool-router ≠ esinocchi/jev-tool-router; threshold 0.90 still soft; 76/81 vs 77/81 *theirs*; 0.419s vs 2.459s *theirs*; $0.00486 vs $0.03673 *theirs*; does not execute; not a security boundary; baronunread/leanest fail-open uncertainty means RUN; classifier.dev default Jev/Laya pluggable; openlayer-ai/jevals ≠ dayhaysoos/jevals; estimates not Harbor; classifier ≠ authorizer; MrJev/awesome-jev 118 entries catalog ≠ endorsement; MrJev/awesome-jev ≠ yibie/awesome-jev; Koushik890/jev-firewall fail closed ask_below 0.7 still soft; CompleteTech-LLC-AI-Research/jev-codex-approval experimental native not compiled; confidence is not a measured probability; rh-guard owns primary gates; hf:rAVEUK/open-jev-deberta-v3-large encoder class member not Jev replica; hf:p-yan/laya-quanto serving substrate ≠ calibrated replica; hf:Gtrkrsk/laya serving substrate ≠ calibrated replica; 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/#48; notes.md §126 diff --git a/research/archive/hourly/2026-09-20T22/augustus_items.json b/research/archive/hourly/2026-09-20T22/augustus_items.json new file mode 100644 index 0000000..27cea10 --- /dev/null +++ b/research/archive/hourly/2026-09-20T22/augustus_items.json @@ -0,0 +1,1076 @@ +[ + { + "id": "razorback16/openjev", + "fold_kind": "revisit_high", + "source": "github", + "stars": 200, + "description": "Open, Jev-compatible System One decision server on DiffusionGemma", + "pushed_at": "2026-09-20T22:21:28Z", + "html_url": "https://github.com/razorback16/openjev", + "change_type": "release_densify", + "what_changed": "HEAD febf02e88989 (was cddbd962c88a): release 0.3.0 — re-pin vLLM to PR #57250 restructured head; README/Dockerfile/pyproject/__init__ bumps; uv.lock hygiene. Material serving-stack / version densify *theirs*", + "tags": [ + "jev", + "system-one" + ], + "mark": "*theirs*", + "default_branch_sha": "febf02e889892747ced5497f2a17323731621ccd", + "prior_sha": "cddbd962c88a76d7344c09273ebc581f7658566e", + "material": true + }, + { + "id": "frostney/clean-code-review", + "fold_kind": "novel_high", + "source": "github", + "stars": 7, + "description": "Every code file in a pull request, judged against Uncle Bob's Clean Code by TypeSafe's Jev, then reviewed by Luna. 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