diff --git a/.agents/skills/augustus/SKILL.md b/.agents/skills/augustus/SKILL.md index 1c84245..3f9c14f 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", "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", "TypeLLM/TypeLLM densify HEAD 702e6a287f3c", "truncated thinking then constrained decode", "0.8B thinking On 0/18 *theirs*", "forced closure 20/20 type-valid *theirs*", "jaredpalmer/kev densify live HEAD 8465c4c4c294", "Kev-0.8B completes family", "4B new-source 0.794/0.832 *theirs*", "9B new-source 0.812/0.837 *theirs*", "transfer-v9 Kev-9B 5% Jev 9% Kev-8B 26% *theirs*", "SemIf Kev-9B 0.917 Jev 0.965 *theirs*", "scienthoon 0.952/0.911 vs 0.897/0.914 *theirs*", "transformers >= 5.17", "Qwen3.5 ≠ Archer", "notque/vexjoy-agent 421★ /d routes /do fallback", "Facts go to code. Judgments go to Jev. Only facts can block.", "Jev never blocks", "jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev", "five-lines threshold 0.80 still soft", "371ms $0.0000189 300-call *theirs*", "tpellet/jevify ≠ altryne/jevify", "seb4ez/jevguard-mcp ≠ seb4ez/jevguard", "resumocast/jev-mcp ≠ jkudish/jev-mcp", "Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort", "MidasMulli/kev-ane 155/155 argmax *theirs*", "hourly 1746 / notes.md §128", "Fine-tuning on your own data", "--data JSONL", "--init_from warm-start LoRA/head PR #9", "from-scratch ≠ warm-start", "JSONL labels ≠ Harbor", "Kev-0.8B 4B 9B Qwen3.5 family", "0.33 vs 0.84 vs 0.83/0.88 *theirs*", "reconstruction ≠ replica", "assay-001 split verdict", "Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev", "ThePFMind/jev-mcp ≠ jkudish/jev-mcp", "kyegomez/open-jev ≠ razorback16/openjev", "namenu/pi-jev-effort ≠ TheoOliveira/pi-jev", "samatv256/mini-Jev ≠ r-ms/mini-jev", "hourly 1843 / notes.md §129", "TypeSafe-compatible ≠ TypeSafe replica", "SystemOne.from_pretrained", "replica ≠ TypeSafe", "76.7% vs Jev 86.9% strict common subset *theirs*", "kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions", "DeBERTa-v3-large 0.855 / 42 ms *theirs*", "aisearchio 15-link census catalog ≠ endorsement", "user-provided 1936 / notes.md §130", "systems latency ≠ semantic equivalence", "hard acc ≠ calibrated Noul", "Open-Jev TREC pending", "GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*", "TREC-DL Jev/Luna/Astra completed", "customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*", "1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*", "prefix caching experimental/off by default", "not merged base models", "Open-Jev densify HEAD 4933ee84951f", "Astra TREC commit 1dd56990be7e", "densify §125 not a sibling first sighting", "Open-Jev densify / notes.md §125", "launch X thread https://x.com/Zefan_Cai/status/2101782158658695388", "2101786019607740436", "2101789698947793231", platform does not execute trades / heyjunpenn/awesome-jev 485 catalog ≠ endorsement / 62.69% vs 67.26% *theirs* not gold / 203.2s $0.84 vs 823.5s $1.50 *theirs* / one seed-0 trial *theirs* / Jev $0.018825 vs Astra $5.93 *theirs* / 10.59× *theirs* / 6 class flips / agreement ≠ accuracy / probabilities uncalibrated / Qwen3.8 ≠ Archer / Spanish −6.4 pp XNLI *theirs* / ECE 0.057→0.101 *theirs* / 72.2% vs 63.4% p_max≥0.9 coverage *theirs* / Convert LLM prompts to Jev prompts / SHA unchanged 234058ab372d / skip Zefan-Cai/Open-Jev densify open #53 / skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54 / AI-reviewed labels ≠ gold / one-trial robot ≠ Harbor / 10.59× systems ≠ ECE / desc rewrite ≠ SHA/behavior change / rule-table ≠ model / local_only ≠ Jev / hourly 1946 / notes.md §131, 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", "TypeLLM/TypeLLM densify HEAD 702e6a287f3c", "truncated thinking then constrained decode", "0.8B thinking On 0/18 *theirs*", "forced closure 20/20 type-valid *theirs*", "jaredpalmer/kev densify live HEAD 8465c4c4c294", "Kev-0.8B completes family", "4B new-source 0.794/0.832 *theirs*", "9B new-source 0.812/0.837 *theirs*", "transfer-v9 Kev-9B 5% Jev 9% Kev-8B 26% *theirs*", "SemIf Kev-9B 0.917 Jev 0.965 *theirs*", "scienthoon 0.952/0.911 vs 0.897/0.914 *theirs*", "transformers >= 5.17", "Qwen3.5 ≠ Archer", "notque/vexjoy-agent 421★ /d routes /do fallback", "Facts go to code. Judgments go to Jev. Only facts can block.", "Jev never blocks", "jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev", "five-lines threshold 0.80 still soft", "371ms $0.0000189 300-call *theirs*", "tpellet/jevify ≠ altryne/jevify", "seb4ez/jevguard-mcp ≠ seb4ez/jevguard", "resumocast/jev-mcp ≠ jkudish/jev-mcp", "Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort", "MidasMulli/kev-ane 155/155 argmax *theirs*", "hourly 1746 / notes.md §128", "Fine-tuning on your own data", "--data JSONL", "--init_from warm-start LoRA/head PR #9", "from-scratch ≠ warm-start", "JSONL labels ≠ Harbor", "Kev-0.8B 4B 9B Qwen3.5 family", "0.33 vs 0.84 vs 0.83/0.88 *theirs*", "reconstruction ≠ replica", "assay-001 split verdict", "Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev", "ThePFMind/jev-mcp ≠ jkudish/jev-mcp", "kyegomez/open-jev ≠ razorback16/openjev", "namenu/pi-jev-effort ≠ TheoOliveira/pi-jev", "samatv256/mini-Jev ≠ r-ms/mini-jev", "hourly 1843 / notes.md §129", "TypeSafe-compatible ≠ TypeSafe replica", "SystemOne.from_pretrained", "replica ≠ TypeSafe", "76.7% vs Jev 86.9% strict common subset *theirs*", "kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions", "DeBERTa-v3-large 0.855 / 42 ms *theirs*", "aisearchio 15-link census catalog ≠ endorsement", "user-provided 1936 / notes.md §130", "systems latency ≠ semantic equivalence", "hard acc ≠ calibrated Noul", "Open-Jev TREC pending", "GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*", "TREC-DL Jev/Luna/Astra completed", "customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*", "1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*", "prefix caching experimental/off by default", "not merged base models", "Open-Jev densify HEAD 4933ee84951f", "Astra TREC commit 1dd56990be7e", "densify §125 not a sibling first sighting", "Open-Jev densify / notes.md §125", "launch X thread https://x.com/Zefan_Cai/status/2101782158658695388", "2101786019607740436", "2101789698947793231", platform does not execute trades / heyjunpenn/awesome-jev 485 catalog ≠ endorsement / 62.69% vs 67.26% *theirs* not gold / 203.2s $0.84 vs 823.5s $1.50 *theirs* / one seed-0 trial *theirs* / Jev $0.018825 vs Astra $5.93 *theirs* / 10.59× *theirs* / 6 class flips / agreement ≠ accuracy / probabilities uncalibrated / Qwen3.8 ≠ Archer / Spanish −6.4 pp XNLI *theirs* / ECE 0.057→0.101 *theirs* / 72.2% vs 63.4% p_max≥0.9 coverage *theirs* / Convert LLM prompts to Jev prompts / SHA unchanged 234058ab372d / skip Zefan-Cai/Open-Jev densify open #53 / skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54 / AI-reviewed labels ≠ gold / one-trial robot ≠ Harbor / 10.59× systems ≠ ECE / desc rewrite ≠ SHA/behavior change / rule-table ≠ model / local_only ≠ Jev / hourly 1946 / notes.md §131 / jaredpalmer/kev densify HEAD c096660c8da2 / PLAN SHA 8d77dd271c66 / README SHA unchanged 84b872488915 / night-2 dates/unknowable/assertion / KEV_TEMPERATURE T≈2.0 / Brier 0.291→0.267 ECE 0.105→0.039 *theirs* / 7.5%→3.2% *theirs* / grouped T rejected / Qwen3.6-35B-A3B smoke 0.812 *theirs* / 21M LoRA experts frozen / Hub --revision night2-du / MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs* / Qwen3.6 ≠ Archer / temperature scaling ≠ ECE unless measured / Hub --revision is a pin not a replica / kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 / feat expose trained OpenJev decision runtime / open_jev.py / tests/test_open_jev.py / generated_text: False / trained runtime ≠ TypeSafe / OpenJev.from_pretrained / decide_request kind typed-decisions/open-jev-v1 / daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev / franckverrot/lev ≠ jaredpalmer/kev / neko233-com/laya-go ≠ convaiinnovations/laya / tryAGI/TypeSafeAI ≠ official / jaanavit/gliner2-skill Locate ≠ decide / hourly 2049 / notes.md §132, 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, @@ -595,3 +595,6 @@ User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 + +**Hourly 2049 HIGH (`notes.md` §132).** kev night-2 densify HEAD c096660c8da2. PLAN SHA 8d77dd271c66. README SHA unchanged 84b872488915. KEV_TEMPERATURE T≈2.0. Brier 0.291→0.267 ECE 0.105→0.039 *theirs*. 7.5%→3.2% *theirs*. grouped T rejected. Qwen3.6-35B-A3B smoke 0.812 *theirs*. Hub --revision night2-du. MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*. Qwen3.6 ≠ Archer. temperature scaling ≠ ECE unless measured. Hub --revision is a pin not a replica. kotoba OpenJev runtime densify HEAD ff7f84e74d04. generated_text: False. trained runtime ≠ TypeSafe. OpenJev.from_pretrained. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#55. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/references/agent-self-assessment.md b/.agents/skills/augustus/references/agent-self-assessment.md index bedb139..a5ea14d 100644 --- a/.agents/skills/augustus/references/agent-self-assessment.md +++ b/.agents/skills/augustus/references/agent-self-assessment.md @@ -977,3 +977,4 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/references/applied-mappings.md b/.agents/skills/augustus/references/applied-mappings.md index 07c2243..a750374 100644 --- a/.agents/skills/augustus/references/applied-mappings.md +++ b/.agents/skills/augustus/references/applied-mappings.md @@ -2556,3 +2556,4 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/references/composition-algebra.md b/.agents/skills/augustus/references/composition-algebra.md index af79e1e..d3de4d2 100644 --- a/.agents/skills/augustus/references/composition-algebra.md +++ b/.agents/skills/augustus/references/composition-algebra.md @@ -3184,3 +3184,75 @@ Soft Noul ≠ hard safety. **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 + +Hourly 2049 items 521–536 (`notes.md` §132). Do **not** +re-fold §131 items 505–520 / §130 items 497–504 / §129 items 481–496. +Skip Archer rewrite. Densify kev on §45. Densify kotoba on §130. +temperature scaling ≠ ECE unless measured; +Hub --revision is a pin not a replica; +trained runtime ≠ TypeSafe; grouped T rejected; +Qwen3.6 ≠ Archer; catalog ≠ endorsement; +*theirs* not Harbor; SHA move is not a replica. +do not reopen or amend PR #23–#55. +Soft Noul ≠ hard safety. + +521. **kev night-2 densify PRIMARY** (jaredpalmer/kev): + HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915. + night-2 dates/unknowable/assertion. Full cards: `validation.md`. +522. **KEV_TEMPERATURE T≈2.0** (kev.serve calibrated row): + KEV_TEMPERATURE T≈2.0. Brier 0.291→0.267 ECE 0.105→0.039 *theirs*. + 7.5%→3.2% *theirs*. grouped T rejected. + temperature scaling ≠ ECE unless measured. + Full cards: `validation.md`. +523. **Qwen3.6-35B-A3B smoke** (night-2 trial 1′): + Qwen3.6-35B-A3B smoke 0.812 *theirs*. 21M LoRA experts frozen. + Qwen3.6 ≠ Archer. Full cards: `faq.md`. +524. **Hub --revision night2-du** (promotion pin): + Hub --revision night2-du. Hub --revision is a pin not a replica. + 0.852 OOD *theirs*. Full cards: `judgment-class.md`. +525. **MMLU-Pro 1000 *theirs*** (ekzhang sample): + MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*. + *theirs* not Harbor. Full cards: `validation.md`. +526. **kotoba OpenJev runtime densify** (kotoba-lang/typed-decisions): + HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44. + feat expose trained OpenJev decision runtime. open_jev.py. + tests/test_open_jev.py. Full cards: `judgment-class.md`. +527. **trained runtime ≠ TypeSafe** (OpenJev.from_pretrained): + OpenJev.from_pretrained. decide_request kind typed-decisions/open-jev-v1. + generated_text: False. trained runtime ≠ TypeSafe. + Full cards: `faq.md`. +528. **daftAI2026 catalog namesake** (daftAI2026/awesome-jev): + daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev. + catalog ≠ endorsement. Full cards: `faq.md`. +529. **swev CoreML on-device** (danielamitay/swev): + danielamitay/swev CoreML. serving substrate ≠ calibrated replica. + Full cards: `mixed-architecture.md`. +530. **jev-debtgate CI still soft** (smlayero/jev-debtgate): + smlayero/jev-debtgate CI gate cutoff still soft. + Full cards: `validation.md`. +531. **jqv stock Qwen3** (Octalab-Inc/jqv): + Octalab-Inc/jqv stock Qwen3 decision API. Qwen3.5 ≠ Archer. + Full cards: `judgment-class.md`. +532. **lev ≠ kev / laya-go ≠ Laya** (franckverrot/lev, neko233-com/laya-go): + franckverrot/lev ≠ jaredpalmer/kev. + neko233-com/laya-go ≠ convaiinnovations/laya. + Full cards: `faq.md`. +533. **Locate ≠ decide / DuckDB / unofficial SDK** (gliner2-skill, duckdb-jev, tryAGI/TypeSafeAI): + jaanavit/gliner2-skill Locate ≠ decide. + prasanthj/duckdb-jev SQL predicates. + tryAGI/TypeSafeAI ≠ official. + Full cards: `applied-mappings.md`. +534. **legal LoRA ≠ RLCD** (hf:Nebulaw1): + hf:Nebulaw1 legal LoRA ≠ RLCD replica. Qwen3.5 ≠ Archer. + Full cards: `validation.md`. +535. **remainder apps / skip-thin** (games, skills, empty repos): + skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample. + catalog ≠ endorsement. game success ≠ calibrated Noul. + Full cards: `applied-mappings.md`, `faq.md`. +536. **skip Archer** (promised_not_landed): + Qwen3.6 ≠ Archer. Qwen3.5 ≠ Archer. + Hub archerhume/4rcherhume HTTP 401. + Archer still promised_not_landed. Full cards: `faq.md`. + +**Hourly 2049 HIGH (`notes.md` §132).** kev night-2 densify HEAD c096660c8da2. PLAN SHA 8d77dd271c66. README SHA unchanged 84b872488915. KEV_TEMPERATURE T≈2.0. Brier 0.291→0.267 ECE 0.105→0.039 *theirs*. 7.5%→3.2% *theirs*. grouped T rejected. Qwen3.6-35B-A3B smoke 0.812 *theirs*. Hub --revision night2-du. MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*. Qwen3.6 ≠ Archer. temperature scaling ≠ ECE unless measured. Hub --revision is a pin not a replica. kotoba OpenJev runtime densify HEAD ff7f84e74d04. generated_text: False. trained runtime ≠ TypeSafe. OpenJev.from_pretrained. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#55. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/references/faq.md b/.agents/skills/augustus/references/faq.md index 08984d2..b61d48e 100644 --- a/.agents/skills/augustus/references/faq.md +++ b/.agents/skills/augustus/references/faq.md @@ -3792,3 +3792,4 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/references/formal-methods.md b/.agents/skills/augustus/references/formal-methods.md index efb34cc..b705351 100644 --- a/.agents/skills/augustus/references/formal-methods.md +++ b/.agents/skills/augustus/references/formal-methods.md @@ -1406,3 +1406,4 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/references/formal-semi-formal.md b/.agents/skills/augustus/references/formal-semi-formal.md index 085a6ad..b6c2198 100644 --- a/.agents/skills/augustus/references/formal-semi-formal.md +++ b/.agents/skills/augustus/references/formal-semi-formal.md @@ -119,3 +119,4 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/references/judgment-class.md b/.agents/skills/augustus/references/judgment-class.md index 8a17db4..2783e48 100644 --- a/.agents/skills/augustus/references/judgment-class.md +++ b/.agents/skills/augustus/references/judgment-class.md @@ -1521,3 +1521,4 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/references/mappings.md b/.agents/skills/augustus/references/mappings.md index fa412b3..ba07acd 100644 --- a/.agents/skills/augustus/references/mappings.md +++ b/.agents/skills/augustus/references/mappings.md @@ -2511,3 +2511,4 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/references/mental-models.md b/.agents/skills/augustus/references/mental-models.md index 8943336..25f4c16 100644 --- a/.agents/skills/augustus/references/mental-models.md +++ b/.agents/skills/augustus/references/mental-models.md @@ -3165,3 +3165,4 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/references/methods-catalog.md b/.agents/skills/augustus/references/methods-catalog.md index dc122ba..2d97bdd 100644 --- a/.agents/skills/augustus/references/methods-catalog.md +++ b/.agents/skills/augustus/references/methods-catalog.md @@ -313,3 +313,4 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/references/mixed-architecture.md b/.agents/skills/augustus/references/mixed-architecture.md index 96f789c..d7ac724 100644 --- a/.agents/skills/augustus/references/mixed-architecture.md +++ b/.agents/skills/augustus/references/mixed-architecture.md @@ -1494,3 +1494,4 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/references/question-design.md b/.agents/skills/augustus/references/question-design.md index 9855e00..93280dd 100644 --- a/.agents/skills/augustus/references/question-design.md +++ b/.agents/skills/augustus/references/question-design.md @@ -460,3 +460,4 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/references/toolbox-mapping.md b/.agents/skills/augustus/references/toolbox-mapping.md index dc3d17b..37b2fbc 100644 --- a/.agents/skills/augustus/references/toolbox-mapping.md +++ b/.agents/skills/augustus/references/toolbox-mapping.md @@ -389,3 +389,4 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/references/validation.md b/.agents/skills/augustus/references/validation.md index b2667a1..8cefc7a 100644 --- a/.agents/skills/augustus/references/validation.md +++ b/.agents/skills/augustus/references/validation.md @@ -1196,3 +1196,4 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/.agents/skills/augustus/scripts/evaluate_decisions.py b/.agents/skills/augustus/scripts/evaluate_decisions.py index 32cae06..1c814f1 100755 --- a/.agents/skills/augustus/scripts/evaluate_decisions.py +++ b/.agents/skills/augustus/scripts/evaluate_decisions.py @@ -614,6 +614,47 @@ def rule_table_is_not_model(source, model_claimed=False): raise ValueError("unexpected source") return model_claimed is False + + +def temperature_scaling_is_not_ece(kind, ece_claimed=False): + """temperature scaling ≠ ECE unless measured.""" + if kind != "temperature_scaling": + raise ValueError("unexpected kind") + return ece_claimed is False + + +def hub_revision_is_not_replica(kind, replica_claimed=False): + """Hub --revision is a pin not a replica.""" + if kind != "hub_revision": + raise ValueError("unexpected kind") + return replica_claimed is False + + +def grouped_t_is_rejected(grouped_t, adopted=False): + """grouped T rejected.""" + if grouped_t is not True: + raise ValueError("unexpected grouped_t") + return adopted is False + + +def trained_runtime_is_not_typesafe(kind, typesafe_claimed=False): + """trained runtime ≠ TypeSafe.""" + if kind != "trained_openjev_runtime": + raise ValueError("unexpected kind") + return typesafe_claimed is False + + +def generated_text_is_false(generated_text): + """generated_text: False.""" + return generated_text is False + + +def qwen36_is_not_archer(model, archer=False): + """Qwen3.6 ≠ Archer.""" + if model != "Qwen3.6-35B-A3B": + raise ValueError("unexpected model") + return archer is False + def hop_ece_permutation_invariant(rows, bins=10, key="p"): """Shuffle order; equal-width ECE must not move. @@ -881,6 +922,25 @@ def self_test(): assert theirs_bench_is_not_harbor(10, "qwen38-jevlike-10.59x") assert theirs_bench_is_not_harbor(3200, "jev-acento-paired") + # 2049: temperature scaling ≠ ECE unless measured / Hub --revision is a + # pin not a replica / grouped T rejected / trained runtime ≠ TypeSafe / + # generated_text: False / Qwen3.6 ≠ Archer. + assert temperature_scaling_is_not_ece("temperature_scaling", False) + assert not temperature_scaling_is_not_ece("temperature_scaling", True) + assert hub_revision_is_not_replica("hub_revision", False) + assert not hub_revision_is_not_replica("hub_revision", True) + assert grouped_t_is_rejected(True, False) + assert not grouped_t_is_rejected(True, True) + assert trained_runtime_is_not_typesafe("trained_openjev_runtime", False) + assert not trained_runtime_is_not_typesafe("trained_openjev_runtime", True) + assert generated_text_is_false(False) + assert not generated_text_is_false(True) + assert qwen36_is_not_archer("Qwen3.6-35B-A3B", False) + assert not qwen36_is_not_archer("Qwen3.6-35B-A3B", True) + assert theirs_bench_is_not_harbor(511, "mmlu-pro-1000-kev9b") + assert theirs_bench_is_not_harbor(812, "qwen36-semif-0.812") + assert theirs_bench_is_not_harbor(39, "kev-temp-ece-0.039") + print("self-test ok") diff --git a/.agents/skills/augustus/scripts/uniqueness_gate.py b/.agents/skills/augustus/scripts/uniqueness_gate.py index faa62c3..fb17501 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), hourly 1542 HIGH (§126), hourly 1643 HIGH (§127), hourly 1746 HIGH (§128), hourly 1843 HIGH (§129), user-provided 1936 HIGH (§130), Open-Jev densify (§125), and hourly 1946 HIGH (§131). +hourly 1143 HIGH (§121), hourly 1248 HIGH (§123), hourly 1340 HIGH (§124), hourly 1441 HIGH (§125), hourly 1542 HIGH (§126), hourly 1643 HIGH (§127), hourly 1746 HIGH (§128), hourly 1843 HIGH (§129), user-provided 1936 HIGH (§130), Open-Jev densify (§125), hourly 1946 HIGH (§131), and hourly 2049 HIGH (§132). Each lock must appear as one consecutive substring in every listed overlay. Fragments scattered across files do not count. @@ -11,12 +11,13 @@ 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–§131; -composition items 289–316, 322–329, 330–336, 337–352, 353–368, 369–384, 385–400, 401–416, 417–432, 433–448, 449–464, 465–480, 481–496, 497–504, and 505–520 exist; -findings batches #97–#113 exist. Items 317–321 stay unused. +Also: YAML-parse SKILL.md frontmatter; notes.md owns §114–§132; +composition items 289–316, 322–329, 330–336, 337–352, 353–368, 369–384, 385–400, 401–416, 417–432, 433–448, 449–464, 465–480, 481–496, 497–504, 505–520, and 521–536 exist; +findings batches #97–#114 exist. Items 317–321 stay unused. The 1843 archive run_digest must claim §129 / 481–496 / #111. The 1946 archive run_digest must claim §131 / 505–520 / #113 (not the 1746 IDs §128 / 465–480 / #110). +The 2049 archive run_digest must claim §132 / 521–536 / #114. 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. @@ -178,6 +179,11 @@ 'Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131' ) + +UNIQ_2049 = ( + 'Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132' +) + REVISIT_LOCK = ( "Revisit / since-last-look lock: catalogued repos are not done; " "store fingerprints default_sha, pushed_at, description_hash, release_tag; " @@ -277,6 +283,8 @@ def main() -> int: failed.append(f"openjev densify lock missing as one substring: {rel}") if UNIQ_1946 not in body: failed.append(f"1946 lock missing as one substring: {rel}") + if UNIQ_2049 not in body: + failed.append(f"2049 lock missing as one substring: {rel}") for rel in REVISIT_OVERLAYS: path = ROOT / rel if not path.is_file(): @@ -322,10 +330,12 @@ def main() -> int: failed.append("notes.md missing §130 heading") if "## 131. Hourly 1946 HIGH" not in notes: failed.append("notes.md missing §131 heading") + if "## 132. Hourly 2049 HIGH" not in notes: + failed.append("notes.md missing §132 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)) + list(range(449, 465)) + list(range(465, 481)) + list(range(481, 497)) + list(range(497, 505)) + list(range(505, 521)): + 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)) + list(range(465, 481)) + list(range(481, 497)) + list(range(497, 505)) + list(range(505, 521)) + list(range(521, 537)): needle = f"{n}. **" if needle not in algebra: failed.append(f"composition-algebra missing item {n}") @@ -352,9 +362,31 @@ def main() -> int: "## Batch #111", "## Batch #112", "## Batch #113", + "## Batch #114", ): if batch not in findings: failed.append(f"findings.md missing {batch}") + digest_path_2049 = ROOT / "research/archive/hourly/2026-09-21T02/run_digest.json" + if not digest_path_2049.is_file(): + failed.append("missing 2049 run_digest.json") + else: + digest2049 = json.loads(digest_path_2049.read_text(encoding="utf-8")) + if digest2049.get("label") != "2049": + failed.append(f"2049 run_digest label {digest2049.get('label')!r} != '2049'") + if digest2049.get("notes_section") != "132": + failed.append( + f"2049 run_digest notes_section {digest2049.get('notes_section')!r} != '132'" + ) + if digest2049.get("composition") != "521-536": + failed.append( + f"2049 run_digest composition {digest2049.get('composition')!r} != '521-536'" + ) + if digest2049.get("findings_batch") != 114: + failed.append( + f"2049 run_digest findings_batch {digest2049.get('findings_batch')!r} != 114" + ) + if digest2049.get("invented_signal") is not False: + failed.append("2049 run_digest invented_signal is not false") digest_path = ROOT / "research/archive/hourly/2026-09-21T00/run_digest.json" digest_path_1946 = ROOT / "research/archive/hourly/2026-09-21T01/run_digest.json" if not digest_path_1946.is_file(): @@ -681,6 +713,34 @@ def main() -> int: 'desc rewrite ≠ SHA/behavior change', 'rule-table ≠ model', 'local_only ≠ Jev', + 'jaredpalmer/kev densify HEAD c096660c8da2', + 'PLAN SHA 8d77dd271c66', + 'README SHA unchanged 84b872488915', + 'night-2 dates/unknowable/assertion', + 'KEV_TEMPERATURE T≈2.0', + 'Brier 0.291→0.267 ECE 0.105→0.039 *theirs*', + '7.5%→3.2% *theirs*', + 'grouped T rejected', + 'Qwen3.6-35B-A3B smoke 0.812 *theirs*', + '21M LoRA experts frozen', + 'Hub --revision night2-du', + 'MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*', + 'Qwen3.6 ≠ Archer', + 'temperature scaling ≠ ECE unless measured', + 'Hub --revision is a pin not a replica', + 'kotoba-lang/typed-decisions densify HEAD ff7f84e74d04', + 'feat expose trained OpenJev decision runtime', + 'open_jev.py', + 'tests/test_open_jev.py', + 'generated_text: False', + 'trained runtime ≠ TypeSafe', + 'OpenJev.from_pretrained', + 'decide_request kind typed-decisions/open-jev-v1', + 'daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev', + 'franckverrot/lev ≠ jaredpalmer/kev', + 'neko233-com/laya-go ≠ convaiinnovations/laya', + 'tryAGI/TypeSafeAI ≠ official', + 'hourly 2049 / notes.md §132', ): if frag not in haystack: failed.append(f"SKILL.md missing fragment {frag!r}") @@ -926,6 +986,34 @@ def main() -> int: 'desc rewrite ≠ SHA/behavior change', 'rule-table ≠ model', 'local_only ≠ Jev', + 'jaredpalmer/kev densify HEAD c096660c8da2', + 'PLAN SHA 8d77dd271c66', + 'README SHA unchanged 84b872488915', + 'night-2 dates/unknowable/assertion', + 'KEV_TEMPERATURE T≈2.0', + 'Brier 0.291→0.267 ECE 0.105→0.039 *theirs*', + '7.5%→3.2% *theirs*', + 'grouped T rejected', + 'Qwen3.6-35B-A3B smoke 0.812 *theirs*', + '21M LoRA experts frozen', + 'Hub --revision night2-du', + 'MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*', + 'Qwen3.6 ≠ Archer', + 'temperature scaling ≠ ECE unless measured', + 'Hub --revision is a pin not a replica', + 'kotoba-lang/typed-decisions densify HEAD ff7f84e74d04', + 'feat expose trained OpenJev decision runtime', + 'open_jev.py', + 'tests/test_open_jev.py', + 'generated_text: False', + 'trained runtime ≠ TypeSafe', + 'OpenJev.from_pretrained', + 'decide_request kind typed-decisions/open-jev-v1', + 'daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev', + 'franckverrot/lev ≠ jaredpalmer/kev', + 'neko233-com/laya-go ≠ convaiinnovations/laya', + 'tryAGI/TypeSafeAI ≠ official', + 'hourly 2049 / notes.md §132', ): if frag not in proto_line: failed.append(f"SKILL.md protocol missing {frag!r}") @@ -949,6 +1037,7 @@ def main() -> int: ("1936", UNIQ_1936), ("openjev_densify", UNIQ_OPENJEV), ("1946", UNIQ_1946), + ("2049", UNIQ_2049), ): if lock in changelog: failed.append( @@ -1028,6 +1117,7 @@ def main() -> int: f"1936 chars={len(UNIQ_1936)} " f"openjev_densify chars={len(UNIQ_OPENJEV)} " f"1946 chars={len(UNIQ_1946)} " + f"2049 chars={len(UNIQ_2049)} " 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 5afc649..0455009 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -16,6 +16,40 @@ folds: `research/notes.md`. ## [Unreleased] +Hourly 2049 HIGH (`research/notes.md` §132 / composition items +521–536 / findings batch #114). 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–#55. +Do not amend released 0.5.0 (#42). Merged #55 owns §131. Merged #54 +owns §130. Merged #53 owns Open-Jev densify on §125. + +### Added + +- **Hourly 2049 HIGH (`notes.md` §132).** kev night-2 densify HEAD + c096660c8da2 / PLAN SHA 8d77dd271c66 / README SHA unchanged. + KEV_TEMPERATURE T≈2.0 / Brier 0.291→0.267 ECE 0.105→0.039 *theirs* / + grouped T rejected / Qwen3.6-35B-A3B smoke 0.812 *theirs* / + Hub --revision night2-du / MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 + *theirs*. kotoba OpenJev runtime densify HEAD ff7f84e74d04 / + generated_text: False / trained runtime ≠ TypeSafe. + Evaluator: temperature scaling ≠ ECE unless measured / + Hub --revision is a pin not a replica / grouped T rejected / + trained runtime ≠ TypeSafe / generated_text: False / Qwen3.6 ≠ Archer. + uniqueness_gate.py now checks 0843 + 0915 + jcr + 0922 + 0940 + 0947 + + 1049 + 1143 + 1248 + 1340 + 1441 + 1542 + 1643 + 1746 + 1843 + 1936 + + Open-Jev densify + 1946 + 2049. + Composition items 521–536 / batch #114. + **HARD RULE:** do not reopen or amend PR #23–#55. Does **not** bump + 0.5.0. + +- **Recipe (class, not Jev-only).** Without Augustus: treat T≈2.0 as + Harbor ECE, a Hub `--revision` pin as hosted Jev, or a trained OpenJev + runtime as TypeSafe. With Augustus: temperature scaling ≠ ECE unless + measured; Hub --revision is a pin not a replica; grouped T rejected; + trained runtime ≠ TypeSafe; generated_text: False; Qwen3.6 ≠ Archer. + Same split for any Choice/Score/Noul-style head, not only hosted Jev. + Hourly 1946 HIGH (`research/notes.md` §131 / composition items 505–520 / findings batch #113). Does **not** bump the 0.5.0 pin. Uniqueness dumps live in diff --git a/README.md b/README.md index 364f1cb..77d6f1a 100644 --- a/README.md +++ b/README.md @@ -187,3 +187,7 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 + + +**Hourly 2049 HIGH (`notes.md` §132).** kev night-2 densify HEAD c096660c8da2. PLAN SHA 8d77dd271c66. README SHA unchanged 84b872488915. KEV_TEMPERATURE T≈2.0. Brier 0.291→0.267 ECE 0.105→0.039 *theirs*. 7.5%→3.2% *theirs*. grouped T rejected. Qwen3.6-35B-A3B smoke 0.812 *theirs*. Hub --revision night2-du. MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*. Qwen3.6 ≠ Archer. temperature scaling ≠ ECE unless measured. Hub --revision is a pin not a replica. kotoba OpenJev runtime densify HEAD ff7f84e74d04. generated_text: False. trained runtime ≠ TypeSafe. OpenJev.from_pretrained. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#55. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/docs/_includes/recipes.html b/docs/_includes/recipes.html index 20e1ae4..96afbfc 100644 --- a/docs/_includes/recipes.html +++ b/docs/_includes/recipes.html @@ -377,6 +377,62 @@

Desc rewrite vs replica

SHA unchanged 234058ab372d. 485 is an index. *theirs* not Harbor.
+
+

Serve calibration

+

Temperature scaling vs ECE

+
+
Problem
+
A serve temperature treated as proof the head is calibrated.
+
Without
+
Ship T≈2.0 as Harbor. Fold grouped T into the raw row.
+
With
+
temperature scaling ≠ ECE unless measured. grouped T rejected. Report a calibrated row separately.
+
Measure
+
Brier 0.291→0.267 ECE 0.105→0.039 *theirs*. 7.5%→3.2% *theirs*. Not Harbor.
+
+
+
+

Hub pin

+

Revision vs replica

+
+
Problem
+
A Hub --revision treated as hosted Jev logits.
+
Without
+
Swap the serving URL to night2-du. Skip the locked-test costs.
+
With
+
Hub --revision is a pin not a replica. SHA move is not a replica. main untouched awaiting sign-off.
+
Measure
+
0.852 OOD *theirs*. coverage@5% 0.62 from 0.66 *theirs*. *theirs* not Harbor.
+
+
+
+

Trained encoder runtime

+

OpenJev runtime vs TypeSafe

+
+
Problem
+
A trained OpenJev loader treated as the hosted System One API.
+
Without
+
Point the .NET SDK at DeBERTa. Treat generated_text: False as TypeSafe.
+
With
+
trained runtime ≠ TypeSafe. OpenJev.from_pretrained. encoder class member not Jev replica.
+
Measure
+
kind typed-decisions/open-jev-v1. generated_text: False. DeBERTa 0.855 / 42 ms *theirs*.
+
+
+
+

Class members

+

Stock Qwen, CoreML, SQL, locate, legal LoRA

+
+
Problem
+
A letter readout, on-device bundle, SQL predicate, span locator, or legal LoRA treated as RLCD Jev.
+
Without
+
Quote 0.812 as Archer. Treat DuckDB as a Noul. Collapse GLiNER into Choice.
+
With
+
Qwen3.6 ≠ Archer. serving substrate ≠ calibrated replica. Locate ≠ decide. legal LoRA ≠ RLCD replica. catalog ≠ endorsement.
+
Measure
+
jqv stock Qwen3. swev CoreML. duckdb-jev SQL predicates. gliner2-skill locate. *theirs* not Harbor.
+
+

Measurement recipe (hysteresis, equal-width vs quantile ECE, hop-ECE, diff --git a/docs/ecosystem.md b/docs/ecosystem.md index 6a2df9f..0ebe0be 100644 --- a/docs/ecosystem.md +++ b/docs/ecosystem.md @@ -18,6 +18,8 @@ weekdays. Jev is the densest public corpus, not the class monopoly. ## Categories +- **Hourly 2049 densify / class members (`notes.md` §132).** temperature scaling ≠ ECE unless measured. Hub --revision is a pin not a replica. trained runtime ≠ TypeSafe. grouped T rejected. Qwen3.6 ≠ Archer. catalog ≠ endorsement. *theirs* not Harbor. + - **Hourly 1049 serving / measurement (`notes.md` §120).** ggmlc GGUF is not llama.cpp. serving substrate ≠ calibrated replica. pick_by_id vs pick_second. Qwen3.5-9B ≠ Archer. planner writes JEV selects. catalog ≠ endorsement. ### Decision engines & search @@ -1178,3 +1180,4 @@ User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; 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/#47/#48/#49/#50/#51/#52; notes.md §125 **Hourly 1946 HIGH (`notes.md` §131).** X-sentiment does not execute trades. heyjunpenn/awesome-jev 485 catalog ≠ endorsement. jev-arena 62.69% vs 67.26% *theirs* not gold. 203.2s $0.84 vs 823.5s $1.50 *theirs*. one seed-0 trial *theirs*. Jev $0.018825 vs Astra $5.93 *theirs*. 10.59× *theirs*. 6 class flips. agreement ≠ accuracy. probabilities uncalibrated. Qwen3.8 ≠ Archer. Spanish −6.4 pp XNLI *theirs*. ECE 0.057→0.101 *theirs*. 72.2% vs 63.4% p_max≥0.9 coverage *theirs*. llm-to-jev description rewrite Convert LLM prompts to Jev prompts. SHA unchanged 234058ab372d. 3★. heuristic conversion ≠ calibrated Noul. skip Zefan-Cai/Open-Jev densify open #53. skip #54 three. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/research/archive/findings.md b/research/archive/findings.md index 101afaf..1c83cc9 100644 --- a/research/archive/findings.md +++ b/research/archive/findings.md @@ -2,6 +2,35 @@ +## Batch #114 (2026-09-20 ~20:49 Boise / ~02:49 UTC) - hourly 2049 HIGH + +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 + +Note: `research/notes.md` §132. Docs + evaluator, fresh PR off latest +`main` (`130783e` / merged #55 hourly 1946 §131). Merged #55 owns §131 / +505–520 / #113. Merged #54 owns §130. Merged #53 owns Open-Jev densify. +This fold stays §132 / items 521–536 / batch #114. +**HARD RULE:** do not reopen or amend PR #23–#55. +Quote READMEs / PLAN.md / open_jev.py. Soft Noul ≠ hard safety. Augustus +owns placement. `invented_signal: false`. + +- **kev night-2 densify PRIMARY.** HEAD c096660c8da2. PLAN SHA 8d77dd271c66. + README SHA unchanged 84b872488915. KEV_TEMPERATURE T≈2.0. + Brier 0.291→0.267 ECE 0.105→0.039 *theirs*. grouped T rejected. +- **Qwen3.6 / Hub pin / MMLU-Pro.** Qwen3.6-35B-A3B smoke 0.812 *theirs*. + 21M LoRA experts frozen. Hub --revision night2-du. + MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*. Qwen3.6 ≠ Archer. +- **kotoba OpenJev runtime densify.** HEAD ff7f84e74d04. open_jev.py. + generated_text: False. trained runtime ≠ TypeSafe. OpenJev.from_pretrained. +- **novel HIGH class members.** daftAI2026/awesome-jev catalog ≠ endorsement. + swev CoreML serving substrate ≠ calibrated replica. + jev-debtgate CI gate cutoff still soft. jqv stock Qwen3. + legal LoRA ≠ RLCD replica. Locate ≠ decide. skip-thin empty SHAs. + +Pulse: Archer still NOT landed. Hub archerhume/4rcherhume HTTP **401**. +kev **1110★**. awesome-jev **4★**. typed-decisions **1★**. +`invented_signal: false`. + ## Batch #113 (2026-09-20 ~19:46 Boise / ~01:46 UTC) - hourly 1946 HIGH Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 diff --git a/research/archive/hourly/2026-09-21T02/augustus_items.json b/research/archive/hourly/2026-09-21T02/augustus_items.json new file mode 100644 index 0000000..f860414 --- /dev/null +++ b/research/archive/hourly/2026-09-21T02/augustus_items.json @@ -0,0 +1,485 @@ +[ + { + "id": "daftAI2026/awesome-jev", + "kind": "novel", + "stars": 4, + "description": "TypeSafe System One / Jev community directory \u2014 GitHub projects & posts around typed decisions (typesafe.ai)", + "html_url": "https://github.com/daftAI2026/awesome-jev", + "source": "github", + "why": "novel HIGH not in prior_seen", + "role": "augustus" + }, + { + "id": "danielamitay/swev", + "kind": "novel", + "stars": 1, + "description": "Jev-style typed decisions, locally in Swift with Core ML", + "html_url": "https://github.com/danielamitay/swev", + "source": "github", + "why": "novel HIGH not in prior_seen", + "role": "augustus" + }, + { + "id": "smlayero/jev-debtgate", + "kind": "novel", + "stars": 1, + "description": "Jev-powered technical debt gate for coding agents and CI. Bring your own TypeSafe API key.", + "html_url": "https://github.com/smlayero/jev-debtgate", + "source": "github", + "why": "novel HIGH not in prior_seen", + "role": "augustus" + }, + { + "id": "Atikpui007/clash-jev", + "kind": "novel", + "stars": 0, + "description": "A Clash Royale bot with no trained policy: Jev (TypeSafe System One) makes every decision from the live game state", + "html_url": "https://github.com/Atikpui007/clash-jev", + "source": "github", + "why": "novel HIGH not in prior_seen", + "role": "augustus" + }, + { + "id": "BubbatheVTOG/pi-jev-redact", + "kind": "novel", + "stars": 0, + "description": "", + "html_url": "https://github.com/BubbatheVTOG/pi-jev-redact", + "source": "github", + "why": "novel HIGH not in prior_seen", + "role": "augustus" + }, + { + "id": "Clueless-Creations/fast-decision", + "kind": "novel", + "stars": 0, + "description": "A portable agent skill for bounded decisions through TypeSafe Jev and Vercel AI Gateway.", + "html_url": "https://github.com/Clueless-Creations/fast-decision", + "source": "github", + "why": "novel HIGH not in prior_seen", + "role": "augustus" + }, + { + "id": "HanboyLee/typesafe-decision-skill", + "kind": "novel", + "stars": 0, + "description": "Tool-agnostic System One decision orchestration skill for AI coding agents, with optional TypeSafe, Jev MCP and CodeGraph integrations.", + "html_url": "https://github.com/HanboyLee/typesafe-decision-skill", + "source": "github", + "why": "novel HIGH not in prior_seen", + "role": "augustus" + }, + { + "id": "HikaruEgashira/pi-prompt-enhancer", + "kind": "novel", + "stars": 0, + "description": "pi extension that rates every prompt with TypeSafe's jev decision model and injects the missing pieces as hints.", + "html_url": "https://github.com/HikaruEgashira/pi-prompt-enhancer", + "source": "github", + "why": "novel HIGH not in prior_seen", + "role": "augustus" + }, + { + "id": "ItBayMax/typesafe-ai-jev-example", + "kind": "novel", + "stars": 0, + "description": "Hands-on demos for TypeSafe's Jev (System One) model: six runnable examples and four field notes. Runs offline with no API key; samples/ holds real measured output from jev-1.13.0.", + "html_url": "https://github.com/ItBayMax/typesafe-ai-jev-example", + "source": "github", + "why": "novel HIGH not in prior_seen", + "role": "augustus" + }, + { + "id": "KadePrice123/jev-state-tracking", + "kind": "novel", + "stars": 0, + "description": "Jev parses and tracks states of AI models so only actions available to the AI model are chosen based on the models current state. 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Pipeline, schema and aggregated results.", + "stars": 0, + "source": "github", + "html_url": "https://github.com/pozapas/jev-calibrated-narrative-coding", + "pushed_at": "2026-09-21T02:35:27Z", + "created_at": "2026-09-18T19:43:15Z", + "updated_at": "2026-09-21T02:35:31Z", + "default_branch": "master", + "fork": false, + "topics": [], + "language": "Python", + "from_file": "pushed_system_one_api.json", + "hf_kind": null, + "classify_reason": "signal" + }, + { + "id": "prasanthj/duckdb-jev", + "description": "Native DuckDB extension for fast semantic predicates, classification, scoring, batching, and cached Jev inference from SQL.", + "stars": 0, + "source": "github", + "html_url": "https://github.com/prasanthj/duckdb-jev", + "pushed_at": "2026-09-21T02:39:58Z", + "created_at": "2026-09-20T04:10:55Z", + "updated_at": "2026-09-21T02:32:49Z", + "default_branch": "main", + "fork": false, + "topics": [ + "ai", + "classification", + "cpp", + "data-engineering", + "duckdb", + "duckdb-extension", + "jev", + "llm", + "semantic-sql" + ], + "language": "C++", + "from_file": "topic_jev_api.json", + "hf_kind": null, + "classify_reason": "signal" + }, + { + "id": "pyaichatbot/s1p", + "description": "system one router and model", + "stars": 0, + "source": "github", + "html_url": "https://github.com/pyaichatbot/s1p", + "pushed_at": "2026-09-21T02:40:48Z", + "created_at": "2026-09-21T02:20:28Z", + "updated_at": "2026-09-21T02:40:52Z", + "default_branch": "main", + "fork": false, + "topics": [], + "language": "Python", + "from_file": "created_system_one_api.json", + "hf_kind": null, + "classify_reason": "signal" + }, + { + "id": "qs-lll/twitter-jev-guard", + "description": "\u4f7f\u7528 TypeSafe Jev \u5728 X/Twitter \u65f6\u95f4\u7ebf\u4e0a\u8bc6\u522b\u4f4e\u8d28\u91cf\u3001\u5783\u573e\u548c\u5e7f\u544a\u5e16\u5b50\uff0c\u5e76\u5728\u6587\u5b57\u533a\u57df\u663e\u793a\u9192\u76ee\u7684\u534a\u900f\u660e\u6c34\u5370\u3002", + "stars": 0, + "source": "github", + "html_url": "https://github.com/qs-lll/twitter-jev-guard", + "pushed_at": "2026-09-21T02:46:52Z", + "created_at": "2026-09-21T02:46:51Z", + "updated_at": "2026-09-21T02:46:52Z", + "default_branch": "main", + "fork": false, + "topics": [], + "language": null, + "from_file": "pushed_jev_api.json", + "hf_kind": null, + "classify_reason": "signal" + }, + { + "id": "ryuchan00/jev_practice", + "description": "Jev (TypeSafe System One) \u3068 LLM \u306b\u540c\u3058\u30b2\u30fc\u30e0\u3092\u6253\u305f\u305b\u3066\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u30fb\u30b3\u30b9\u30c8\u30fb\u5224\u65ad\u306e\u8cea\u3092\u6bd4\u3079\u308b\u7df4\u7fd2\u53f0", + "stars": 0, + "source": "github", + "html_url": "https://github.com/ryuchan00/jev_practice", + "pushed_at": "2026-09-21T02:19:40Z", + "created_at": "2026-09-20T15:58:17Z", + "updated_at": "2026-09-21T02:19:44Z", + "default_branch": "master", + "fork": false, + "topics": [], + "language": "Python", + "from_file": "created_system_one_api.json", + "hf_kind": null, + "classify_reason": "signal" + }, + { + "id": "smcronin/jev-the-band", + "description": "Five decision models. One improvising jam band. Jev personas, a declarative score, live audio, and a virtual concert stage.", + "stars": 0, + "source": "github", + "html_url": "https://github.com/smcronin/jev-the-band", + "pushed_at": "2026-09-21T02:44:26Z", + "created_at": "2026-09-19T18:57:54Z", + "updated_at": "2026-09-21T02:49:53Z", + "default_branch": "main", + "fork": false, + "topics": [], + "language": "TypeScript", + "from_file": "pushed_jev_api.json", + "hf_kind": null, + "classify_reason": "signal" + }, + { + "id": "sw-ml-study/demo-decision-model", + "description": "A Jev-or-System-1 inspired typed decision model demo in sw-mlpl", + "stars": 0, + "source": "github", + "html_url": "https://github.com/sw-ml-study/demo-decision-model", + "pushed_at": "2026-09-21T02:47:00Z", + "created_at": "2026-09-18T21:13:23Z", + "updated_at": "2026-09-21T02:47:04Z", + "default_branch": "main", + "fork": false, + "topics": [], + "language": "Rust", + "from_file": "pushed_jev_api.json", + "hf_kind": null, + "classify_reason": "signal" + }, + { + "id": "taku-me/chakuho", + "description": "Jev-compatible System One decision endpoint over a local LLM (1-token logprob decisions)", + "stars": 0, + "source": "github", + "html_url": "https://github.com/taku-me/chakuho", + "pushed_at": "2026-09-21T01:58:07Z", + "created_at": "2026-09-19T13:39:04Z", + "updated_at": "2026-09-21T01:58:11Z", + "default_branch": "master", + "fork": false, + "topics": [], + "language": "Python", + "from_file": "created_system_one_api.json", + "hf_kind": null, + "classify_reason": "signal" + }, + { + "id": "tryAGI/TypeSafeAI", + "description": "First-class, NativeAOT-ready .NET SDK for TypeSafe AI System One, generated with AutoSDK.", + "stars": 0, + "source": "github", + "html_url": "https://github.com/tryAGI/TypeSafeAI", + "pushed_at": "2026-09-21T02:12:16Z", + "created_at": "2026-09-21T01:59:20Z", + "updated_at": "2026-09-21T02:11:06Z", + "default_branch": "main", + "fork": false, + "topics": [ + "csharp", + "dotnet", + "microsoft-extensions-ai", + "nativeaot", + "openapi", + "sdk", + "typesafe-ai" + ], + "language": "C#", + "from_file": "created_system_one_api.json", + "hf_kind": null, + "classify_reason": "signal" + } +] \ No newline at end of file diff --git a/research/archive/hourly/2026-09-21T02/prompt_Augustus.md b/research/archive/hourly/2026-09-21T02/prompt_Augustus.md new file mode 100644 index 0000000..f91866c --- /dev/null +++ b/research/archive/hourly/2026-09-21T02/prompt_Augustus.md @@ -0,0 +1,63 @@ +# Fold hourly 2049 HIGH → Augustus + +Boise label **2049** (~2026-09-20 20:49 MDT / fired 2026-09-21T02:49Z). +Mode: **NEW_OFF_MAIN** (1946 agents finished; do not reply finished agents; #55 still open from 1946 but agent done). +Repo: `24601/Augustus` + +## Items + +- `daftAI2026/awesome-jev` [novel] stars=4 — TypeSafe System One / Jev community directory — GitHub projects & posts around typed decisions (typesafe.ai) +- `danielamitay/swev` [novel] stars=1 — Jev-style typed decisions, locally in Swift with Core ML +- `smlayero/jev-debtgate` [novel] stars=1 — Jev-powered technical debt gate for coding agents and CI. Bring your own TypeSafe API key. +- `Atikpui007/clash-jev` [novel] stars=0 — A Clash Royale bot with no trained policy: Jev (TypeSafe System One) makes every decision from the live game state +- `BubbatheVTOG/pi-jev-redact` [novel] stars=0 — novel HIGH not in prior_seen +- `Clueless-Creations/fast-decision` [novel] stars=0 — A portable agent skill for bounded decisions through TypeSafe Jev and Vercel AI Gateway. +- `HanboyLee/typesafe-decision-skill` [novel] stars=0 — Tool-agnostic System One decision orchestration skill for AI coding agents, with optional TypeSafe, Jev MCP and CodeGraph integrations. +- `HikaruEgashira/pi-prompt-enhancer` [novel] stars=0 — pi extension that rates every prompt with TypeSafe's jev decision model and injects the missing pieces as hints. +- `ItBayMax/typesafe-ai-jev-example` [novel] stars=0 — Hands-on demos for TypeSafe's Jev (System One) model: six runnable examples and four field notes. Runs offline with no API key; samples/ hol +- `KadePrice123/jev-state-tracking` [novel] stars=0 — Jev parses and tracks states of AI models so only actions available to the AI model are chosen based on the models current state. +- `Octalab-Inc/jqv` [novel] stars=0 — Decision API on stock Qwen3: shared-state prefill, isolated question branches, direct choice-token readout, temperature-calibrated probabili +- `QuantumHW/CandiGate` [novel] stars=0 — 以 Qwen3-4B 为基座，通过候选约束 LoRA 复现 Jev 的可观察决策行为 +- `RenaGao/jev-dataops` [novel] stars=0 — An open-source JEV-powered workbench for streaming data selection, quality evaluation, automatic LoRA training and held-out model evaluation +- `WXH666-bit/jev-tetris-lab` [novel] stars=0 — AI-driven Tetris decision playground with a cosmic UI, provider management, and Jev integration +- `abgregs/jev-experiments` [novel] stars=0 — Jev-powered experiments — jev-skill-router: typed skill routing for coding agents +- `andepants/feed-rubric` [novel] stars=0 — Open-source Chrome MV3 extension: user-defined rubric categories, Jev noul scores each feed post, hide matches. BYOK Typesafe. +- `cedarmuse-creator/jev-decision-maker-at-meteora` [novel] stars=0 — Decision Maker at Meteora - a decision agent for Meteora DLMM liquidity on Solana. Named after Jev, TypeSafe AI's System One model (https:// +- `colinmcnamara/jev-first-look` [novel] stars=0 — Scripts and raw results for a first hands-on look at Jev, TypeSafe AI's System One decision model: calibration, latency, edge cases, and a p +- `dugufeng666/jev-ai-guide` [novel] stars=0 — jev-ai-guide +- `emipasca/jev-ecosystem-sim` [novel] stars=0 — A 2D grid-island ecosystem where each animal is a Jev (TypeSafe) agent; the food chain emerges from calibrated typed decisions. Pure-stdlib +- `franckverrot/lev` [novel] stars=0 — Jev-style decision model based on LFM2.5-350M +- `hf:HimanshuPathak/laya` [novel] stars=0 — transformers safetensors laya system-one calibrated-decisions rlcd classification routing scoring guardrails moderation reinforcement-learni +- `hf:Nebulaw1/jev-qwen3.5-0.8b-legal-lora` [novel] stars=0 — peft safetensors legal qlora candidate-scoring text-generation conversational zh base_model:Qwen/Qwen3.5-0.8B-Base base_model:adapter:Qwen/Q +- `hf:Nebulaw1/jev-qwen3.5-4b-legal-lora` [novel] stars=0 — peft safetensors legal qlora candidate-scoring text-generation conversational zh base_model:Qwen/Qwen3.5-4B-Base base_model:adapter:Qwen/Qwe +- `hf:Praveenrajus/jevify-qwen3.5-2b` [novel] stars=0 — jevify system-one decision-model calibration jev text-classification dataset:Praveenrajus/jev-bench base_model:Qwen/Qwen3.5-2B base_model:fi +- `hf:Praveenrajus/jevify-qwen3.5-4b` [novel] stars=0 — jevify system-one decision-model calibration jev text-classification dataset:Praveenrajus/jev-bench base_model:Qwen/Qwen3.5-4B base_model:fi +- `hf:danielamitay/laya-en-fp32-swev` [novel] stars=0 — coreml swift swev decision-model text-classification base_model:convaiinnovations/laya base_model:quantized:convaiinnovations/laya license:a +- `hfds:Nebulaw1/jev-legal-judgment-tests` [novel] stars=0 — task_categories:text-classification language:zh size_categories:n<1K format:json modality:text library:datasets library:pandas library:polar +- `hideri777/jev-application-sample` [novel] stars=0 — novel HIGH not in prior_seen +- `jaanavit/gliner2-skill` [novel] stars=0 — Portable agent skill for GLiNER2/GLiNER - schema-based entity, relation, and structured extraction, with real zero-shot failure modes and fi +- `jijaraba/LogiPulseAI_JEV` [novel] stars=0 — Real-time last-mile delivery exception triage: Jev (TypeSafe AI System One) evaluates each event, deterministic guardrails decide. FastAPI + +- `jrmmendes/system-one-api` [novel] stars=0 — System one model API based on Laya +- `kabishou-lab/keepdrop` [novel] stars=0 — Jev-compatible System One on the LLM you already pay for. Verbatim keep/drop compaction. No waitlist. +- `kevinlupera/jev-log-sentinel` [novel] stars=0 — CLI use Jev as sentinel +- `nak1b/jev-experiments` [novel] stars=0 — Small experiments with Jev by TypeSafe +- `neko233-com/laya-go` [novel] stars=0 — Laya — open horizontal System 1 decision models: Go server + agent CLI/MCP replacing JEV (non-autoregressive structured prediction) +- `pozapas/jev-calibrated-narrative-coding` [novel] stars=0 — Calibrated conversion of police crash narratives into probabilistic crash variables with a System One model. Pipeline, schema and aggregated +- `prasanthj/duckdb-jev` [novel] stars=0 — Native DuckDB extension for fast semantic predicates, classification, scoring, batching, and cached Jev inference from SQL. +- `pyaichatbot/s1p` [novel] stars=0 — system one router and model +- `qs-lll/twitter-jev-guard` [novel] stars=0 — 使用 TypeSafe Jev 在 X/Twitter 时间线上识别低质量、垃圾和广告帖子，并在文字区域显示醒目的半透明水印。 +- `ryuchan00/jev_practice` [novel] stars=0 — Jev (TypeSafe System One) と LLM に同じゲームを打たせて、レイテンシ・コスト・判断の質を比べる練習台 +- `smcronin/jev-the-band` [novel] stars=0 — Five decision models. One improvising jam band. Jev personas, a declarative score, live audio, and a virtual concert stage. +- `sw-ml-study/demo-decision-model` [novel] stars=0 — A Jev-or-System-1 inspired typed decision model demo in sw-mlpl +- `taku-me/chakuho` [novel] stars=0 — Jev-compatible System One decision endpoint over a local LLM (1-token logprob decisions) +- `tryAGI/TypeSafeAI` [novel] stars=0 — First-class, NativeAOT-ready .NET SDK for TypeSafe AI System One, generated with AutoSDK. +- `jaredpalmer/kev` [revisit] stars=1103 — REVISIT densify: HEAD bd058057ad0a→c096660c8da2 (+18 commits); night-2 evals (dates/unknowable/assertion), KEV_TEMPERATURE serve calibration +- `kotoba-lang/typed-decisions` [revisit] stars=1 — REVISIT densify: HEAD 10d7834d3b99→ff7f84e74d04; feat expose trained OpenJev decision runtime (+open_jev.py, tests) (*theirs*) + +## Instructions +- Fold into catalog/class table / recipes as appropriate. +- Mark third-party benches *theirs*. +- Human-facing prose: avoid AI tells (em dashes etc.). +- Augustus: design judgment, measurement, class table, decision-model benefit recipes. +- Densify `jaredpalmer/kev` night-2 (evals, KEV_TEMPERATURE, Qwen3.6-35B smoke, Hub --revision) and `kotoba-lang/typed-decisions` OpenJev runtime export. +- Prefer recipes that show benefits from Augustus when using decision models in the class, not only Jev. diff --git a/research/archive/hourly/2026-09-21T02/revisit_high_this_run.json b/research/archive/hourly/2026-09-21T02/revisit_high_this_run.json new file mode 100644 index 0000000..4d23586 --- /dev/null +++ b/research/archive/hourly/2026-09-21T02/revisit_high_this_run.json @@ -0,0 +1,35 @@ +[ + { + "id": "jaredpalmer/kev", + "why": "REVISIT densify: HEAD bd058057ad0a\u2192c096660c8da2 (+18 commits); night-2 evals (dates/unknowable/assertion), KEV_TEMPERATURE serve calibration, Qwen3.6-35B-A3B smoke, MMLU-Pro external eval, Hub publish --revision (*theirs*)", + "material": [ + "head_sha", + "night2_evals", + "serve_calibration", + "new_base_smoke", + "external_bench", + "publish_revision" + ], + "stars": 1103, + "sha": "c096660c8da2", + "prior_sha": "bd058057ad0a", + "prior_pushed_at": "2026-09-21T00:06:11Z", + "pushed_at": "2026-09-21T02:49:06Z", + "bench_mark": "*theirs*" + }, + { + "id": "kotoba-lang/typed-decisions", + "why": "REVISIT densify: HEAD 10d7834d3b99\u2192ff7f84e74d04; feat expose trained OpenJev decision runtime (+open_jev.py, tests) (*theirs*)", + "material": [ + "head_sha", + "api_runtime", + "open_jev_export" + ], + "stars": 1, + "sha": "ff7f84e74d04", + "prior_sha": "10d7834d3b99", + "prior_pushed_at": "2026-09-20T02:58:24Z", + "pushed_at": "2026-09-21T02:25:59Z", + "bench_mark": "*theirs*" + } +] \ No newline at end of file diff --git a/research/archive/hourly/2026-09-21T02/run_digest.json b/research/archive/hourly/2026-09-21T02/run_digest.json new file mode 100644 index 0000000..f254594 --- /dev/null +++ b/research/archive/hourly/2026-09-21T02/run_digest.json @@ -0,0 +1,11 @@ +{ + "hour": "2026-09-21T02", + "label": "2049", + "notes_section": "132", + "composition": "521-536", + "findings_batch": 114, + "revisit_high": 2, + "novel_high": 45, + "invented_signal": false, + "primary": "kev night-2 densify; KEV_TEMPERATURE T≈2.0; temperature scaling ≠ ECE unless measured; Hub --revision is a pin not a replica; kotoba trained OpenJev runtime ≠ TypeSafe" +} diff --git a/research/changelog-hourly.md b/research/changelog-hourly.md index d01401f..a29e8f4 100644 --- a/research/changelog-hourly.md +++ b/research/changelog-hourly.md @@ -17,6 +17,19 @@ This is the uniqueness-lock archive after hourly folds (#2–#40 / notes +## Hourly 2049 HIGH (notes.md §132 / items 521–536 / batch #114) + +- Fresh PR off latest `main` after merged #55 (hourly 1946 / §131) and + merged #54 (aisearchio / §130). Merged #53 owns Open-Jev densify. + **HARD RULE:** do not reopen or amend PR #23–#55. Does not bump 0.5.0. + Skip Archer. Densify kev on §45. Densify kotoba on §130. + Quote *theirs*. No wrappers. `invented_signal: false`. +- kev night-2. KEV_TEMPERATURE T≈2.0. temperature scaling ≠ ECE unless + measured. Hub --revision is a pin not a replica. Qwen3.6-35B-A3B smoke + 0.812 *theirs*. kotoba trained OpenJev runtime. generated_text: False. + trained runtime ≠ TypeSafe. +- Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 + ## Hourly 1946 HIGH (notes.md §131 / items 505–520 / batch #113) - Fresh PR off latest `main` after merged #54 (aisearchio / §130) and merged #52 diff --git a/research/notes.md b/research/notes.md index e6be55b..d08539c 100644 --- a/research/notes.md +++ b/research/notes.md @@ -2524,6 +2524,20 @@ for training. option order can change an answer. 8.2% ≥0.9 on wrong *theirs* (Kev-9B 7.5%). Qwen3.5 ≠ Archer. SHA move is not a replica. Full card: `notes.md` §129. +### Since last look (2026-09-21T02 hourly 2049) — jaredpalmer/kev + +DENSIFY §45. Keep this section id. Do not mint a sibling first sighting. +HEAD `c096660c8da2` PLAN SHA `8d77dd271c66` README SHA unchanged +`84b872488915` (was `bd058057ad0a` / 1843). Quote *theirs*: night-2 +dates/unknowable/assertion. KEV_TEMPERATURE T≈2.0. Brier 0.291→0.267 +ECE 0.105→0.039 *theirs*. 7.5%→3.2% *theirs*. grouped T rejected. +Qwen3.6-35B-A3B smoke 0.812 *theirs*. 21M LoRA experts frozen. +Hub --revision night2-du (main untouched, awaiting sign-off). +MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*. Qwen3.6 ≠ Archer. +temperature scaling ≠ ECE unless measured. +Hub --revision is a pin not a replica. SHA move is not a replica. +Full card: `notes.md` §132. + ## 46. 14:03 Boise hourly — open multimodal RLCD, bake-off substrate, decision-token LoRA (2026-09-18) America/Boise 14:03 = 20:03 UTC. Docs-only fold into PR #2 @@ -32795,6 +32809,18 @@ TypeSafe; a census list is an index. mys/laya-typed-decisions-GGUF. Do **not** copy `uv` / Modal training. Star counts ephemeral. +### Since last look (2026-09-21T02 hourly 2049) — kotoba-lang/typed-decisions + +DENSIFY §130. Keep this section id. Do not mint a sibling first sighting. +HEAD `ff7f84e74d04` README SHA unchanged `4d6bbf4c4e44` (was `10d7834d3b99` +/ 1936). Quote *theirs*: feat expose trained OpenJev decision runtime. +`open_jev.py` SHA `7cc18934af80`. `tests/test_open_jev.py` SHA `1cea45f96256`. +`OpenJev.from_pretrained`. `decide_request` kind `typed-decisions/open-jev-v1`. +`generated_text: False`. trained runtime ≠ TypeSafe. +kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. +encoder class member not Jev replica. SHA move is not a replica. +Full card: `notes.md` §132. + 4. **[@aisearchio census](https://x.com/aisearchio/status/2101720039779086414)** : community census pointer, not a first-sighting of a model. Tweet id `2101720039779086414`; 2026-09-20 17:08 UTC; likes 128 / @@ -33198,3 +33224,260 @@ Hooks for the reviewer: No live Jev key. No wrappers. Hourly 1946 uniqueness lock: brainstormity/Jev-X-Sentiment-Analysis 136★ HEAD 5c932f941a92 README SHA bf4134b44cda; platform does not execute trades; heyjunpenn/awesome-jev 485 catalog ≠ endorsement; heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev ≠ ckaraca/awesome-jev ≠ yzfly/awesome-jev-zh ≠ shirenchuang/awsomejev ≠ andyrewlee/awesome-system-one; NanmiCoder/jev-arena 10k comments 62.69% vs 67.26% *theirs* not gold; 203.2s $0.84 vs 823.5s $1.50 *theirs*; AI-reviewed labels ≠ gold; openroboto-ai/jev-robot-control one seed-0 trial *theirs*; Jev $0.018825 vs Astra $5.93 *theirs*; one-trial robot ≠ Harbor; endman100/research-Qwen3.8-JevLike 10.59× *theirs*; 6 class flips; agreement ≠ accuracy; probabilities uncalibrated; Qwen3.8 ≠ Archer; 10.59× systems ≠ ECE; marcosmartinez/jev-acento Spanish −6.4 pp XNLI *theirs*; ECE 0.057→0.101 *theirs*; 72.2% vs 63.4% p_max≥0.9 coverage *theirs*; alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts; SHA unchanged 234058ab372d; 3★; heuristic conversion ≠ calibrated Noul; desc rewrite ≠ SHA/behavior change; skip Zefan-Cai/Open-Jev densify open #53; skip sgoedecke/system-one mithalouni/system-one-open kotoba-lang/typed-decisions open #54; ikermoel/open-alternative-jev already §49; nrdz-labs/fast-jev-opencode already §62; mallahyari/system-one-benchmark already §61; does not execute; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; local_only ≠ Jev; rule-table ≠ model; replica ≠ TypeSafe; arunav25/jev-mcp ≠ jkudish/jev-mcp ≠ ThePFMind/jev-mcp ≠ burnigtm/jev-mcp; luckberonne/mini-jev ≠ r-ms/mini-jev ≠ samatv256/mini-Jev; Kwwwww74/OpenJev ≠ razorback16/openjev ≠ kyegomez/open-jev ≠ Zefan-Cai/Open-Jev; peach-zhang/typesafe-go ≠ kisshan13/typesafe-ai-go ≠ Nibir1/typesafe-go; laidick/system-one-benchmark ≠ mallahyari/system-one-benchmark; sahasrarjn/system-one ≠ sgoedecke/system-one; aboisvert/jevvy ≠ PanAchy/jevvy; andrest04/jev-lab ≠ javsanesq/jevlab; twilwa/pi-typesafe ≠ TheoOliveira/pi-jev; RuipuCui/jev-harness ≠ ismaelsoilet/jev-harness ≠ AntonioCoppe/jev-harness; 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/#50/#51/#52; notes.md §131 + +## 132. Hourly 2049 HIGH (2026-09-20 ~20:49 Boise / 2026-09-21T02:49Z) + +Measurement / class-member fold on a **fresh PR off latest `main`** +(`cursor/fold-hourly-2049-high-2e8c`) after `130783e` (merged #55 hourly +1946 HIGH, `notes.md` §131 / items 505–520 / batch #113; merged #54 +aisearchio census gaps, `notes.md` §130 / items 497–504 / batch #112; +merged #53 Open-Jev densify on `notes.md` §125; merged #52 hourly 1843, +`notes.md` §129). **HARD RULE:** do not reopen or amend PR #23–#55. +Do **not** re-fold §131 1946 / §130 1936 / §129 1843 *as a second census*. +Do not amend #53/#54/#55. Do not mint a sibling kev or kotoba first +sighting. Densify `jaredpalmer/kev` on §45 only. Densify +`kotoba-lang/typed-decisions` on §130 only. This fold's IDs: +`notes.md` §132 / composition 521–536 / findings batch #114. + +Never reopen merged #7–**#55**. Quote READMEs / PLAN.md / `open_jev.py`. +Mark *theirs*. No wrappers, keys, `npm` / `pip` / `uv` / `docker` +install recipes. `invented_signal: false`. Hunches labeled. + +Lane is Augustus: **mathematical / logical / algorithmic mental models** +for Jev-class categorization/scoring across AI / SWE / **business / +knowledge work / life**, not SWE-only. PRIMARY this hour is **REVISIT +densify** of night-2 Kev (dates / unknowable / assertion, serve +temperature, Qwen3.6-35B-A3B smoke, Hub `--revision`) plus the trained +OpenJev runtime export, with novel HIGH catalogs, on-device CoreML, +CI gates, stock-Qwen decision APIs, legal LoRA, DuckDB predicates, and +GLiNER locate skills as class members. Jev is exemplar, not the +mandate. Third-party benches stay *theirs*. Catalogs are indexes. +Soft scores ≠ hard gates. SHA move is not a replica. +temperature scaling ≠ ECE unless measured. +Hub --revision is a pin not a replica. +trained runtime ≠ TypeSafe. Qwen3.6 ≠ Archer. Qwen3.5 ≠ Archer. +Archer still **promised_not_landed**. + +Unique consecutive fragments (this fold) must appear as **one +substring** in overlays (see uniqueness gate): +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 + +### How-to-apply (class lenses, not vendor tutorials) + +These are *class* lenses. Same discipline as §131 (does not execute) and +§129 (from-scratch ≠ warm-start). Formal methods **compose**: a Noul is +a SENSOR; a serve temperature is a reported row; a Hub revision pin is +not a replica; a trained encoder runtime is not TypeSafe. + +1. **temperature scaling ≠ ECE unless measured** + (jaredpalmer/kev night-2 / `KEV_TEMPERATURE`). Quote *theirs*: + Single temperature T ≈ 2.0 fitted in-distribution **does** transfer + OOD on the Qwen3.5 family: Kev-9B Brier 0.291 → 0.267, ECE + 0.105 → 0.039, confident errors 7.5% → 3.2% (Jev 3.7%). Accuracy + and coverage unchanged. Per-(type, K) temperatures are worse. + Grouped T rejected. Adopt as a reported **calibrated row** in + `kev.serve`. A global T is monotone, so the coverage criterion was + ill-posed. Life analogue: turning down the thermostat is not a + weather station. Same split for any Choice/Score/Noul-style head, + not only hosted Jev. Do **not** copy serve flags. +2. **Hub --revision is a pin not a replica** + (Hub branch `night2-du`). Quote *theirs*: Promotion candidates: the + dates + unknowable deltas at both sizes, published as Hub branch + `night2-du` (main untouched, awaiting sign-off). Locked test 9B + dates+unknowable **0.852** OOD vs Kev-9B 0.837 *theirs*. + coverage@5% 0.62 from 0.66 *theirs*. A revision pin names a + checkpoint. It does not prove logit-equivalence to hosted Jev. + SHA move is not a replica. +3. **trained runtime ≠ TypeSafe** + (kotoba-lang/typed-decisions `open_jev.py`). Quote *theirs*: + `OpenJev.from_pretrained`. `decide` / `decide_request`. kind + `typed-decisions/open-jev-v1`. `generated_text: False`. One forward + pass answers every question; nothing is generated. That is a + **trained encoder runtime** over a published DeBERTa bundle, not + hosted `jev-1.13` and not a .NET SDK. trained runtime ≠ TypeSafe. + encoder class member not Jev replica. +4. **catalog ≠ endorsement / Locate ≠ decide / SQL predicates / + on-device CoreML / stock Qwen / legal LoRA ≠ RLCD** + (daftAI2026/awesome-jev, jaanavit/gliner2-skill, prasanthj/duckdb-jev, + danielamitay/swev, Octalab-Inc/jqv, hf:Nebulaw1). A directory is an + index. GLiNER locates spans. DuckDB predicates are SQL sensors. + CoreML is a serving substrate. Stock Qwen letter readout is not a + Noul. Legal LoRA adapters are not RLCD replicas. Qwen3.5 ≠ Archer. + Qwen3.6 ≠ Archer. + +### HIGH + +1. **[`jaredpalmer/kev`](https://github.com/jaredpalmer/kev) night-2 + densify §45 PRIMARY.** DENSIFY the original card. Keep section id + 45. Do not mint a sibling first sighting. Live REST **1110★**. + HEAD `c096660c8da20a80ce7c61c63d224960f497623a` (PLAN.md night-2 + results; README SHA **unchanged** `84b8724889155d3fcc794abe96f8bf36700289c3`). + PLAN SHA `8d77dd271c66d1813e85860d6cbf83c3cbb32231`. Pushed + 2026-09-21T02:49:06Z. Quote *theirs* from PLAN.md Results so far + (2026-09-21, 23:00; Qwen3.6-35B-A3B trials still running): + night-2 dates/unknowable/assertion. KEV_TEMPERATURE T≈2.0. + Brier 0.291→0.267 ECE 0.105→0.039 *theirs*. 7.5%→3.2% *theirs*. + grouped T rejected. Qwen3.5-35B-A3B-Base MMLU-Pro 0.590 gate failed + *theirs*. Qwen3.6-35B-A3B SemIf prompt **0.812** = trained Kev-9B + *theirs* (gate passed). 21M LoRA experts frozen, H200 still running. + Unknowable ≥0.9 → **0.00** from 0.05/0.19 *theirs*. Dates + + preprocessor deadline 9B 0.72→0.80→0.90 *theirs*. Assertion + scienthoon angry 4B 0.794→0.821 / 0.859 combo *theirs*. Dense + ablation deadline 0.53→0.53 not a candidate *theirs*. Combined + locked 9B dates+unknowable **0.852** OOD vs 0.837 *theirs*. + coverage@5% 0.62 from 0.66 *theirs*. Hub branch `night2-du`, main + untouched, awaiting sign-off. ekzhang 1000 MMLU-Pro Kev-9B **0.511** + Kev-4B 0.468 Jev 0.829 *theirs*. Qwen3.6 ≠ Archer. temperature + scaling ≠ ECE unless measured. Hub --revision is a pin not a replica. + SHA move is not a replica. *theirs* not Harbor. Full card: §45. +2. **[`kotoba-lang/typed-decisions`](https://github.com/kotoba-lang/typed-decisions) + OpenJev runtime densify §130.** DENSIFY the original card. Keep + section id 130. Do not mint a sibling first sighting. Live **1★**. + HEAD `ff7f84e74d047cee22f2d81d4484f4b5f164becb` ("Merge trained + OpenJev decision runtime", 2026-09-21T02:19:33Z). README SHA + **unchanged** `4d6bbf4c4e446270dea99bb8b9d70bf2df628f09`. + `src/typed_decisions/open_jev.py` SHA `7cc18934af80206472c92797b008123a2bb3031f`. + `tests/test_open_jev.py` SHA `1cea45f962562f6a964700b714ce2c317f2a32ea`. + Quote *theirs*: feat expose trained OpenJev decision runtime. + `OpenJev.from_pretrained`. `decide` / `decide_request`. kind + `typed-decisions/open-jev-v1`. `generated_text: False`. trained + runtime ≠ TypeSafe. kotoba-lang/typed-decisions ≠ + convaiinnovations/laya-typed-decisions. encoder class member not + Jev replica. SHA move is not a replica. Full card: §130. +3. **Catalog / namesake PRIMARY novel** + ([`daftAI2026/awesome-jev`](https://github.com/daftAI2026/awesome-jev)): + **4★**; HEAD `1765f912da75`; README SHA `a28579b032fd`; homepage + https://awesomejev.cc. TypeSafe System One / Jev community + directory. catalog ≠ endorsement. + daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ + MrJev/awesome-jev ≠ Promethe-us/awesome-jev. +4. **On-device CoreML** + ([`danielamitay/swev`](https://github.com/danielamitay/swev) MIT + **1★** HEAD `b8909d3e1763` README SHA `bc6834677cc4`; Hub + `hf:danielamitay/laya-en-fp32-swev`). Jev-style typed decisions, + locally in Swift with Core ML. serving substrate ≠ calibrated replica. +5. **CI gate still soft** + ([`smlayero/jev-debtgate`](https://github.com/smlayero/jev-debtgate) + MIT **1★** HEAD `7fbb8315d261` README SHA `6aeda1706578`). + Jev-powered technical debt gate. Bring your own TypeSafe API key. + CI gate cutoff still soft. Soft scores ≠ hard gates. +6. **Stock Qwen decision API** + ([`Octalab-Inc/jqv`](https://github.com/Octalab-Inc/jqv) Apache-2.0 + HEAD `d80cd1df5269` README SHA `cf1973717565`). Decision API on + stock Qwen3: shared-state prefill, isolated question branches, + direct choice-token readout, temperature-calibrated probabilities. + Softmax over options ≠ calibrated Noul. Qwen3.5 ≠ Archer. +7. **Open heads / namesakes** + ([`franckverrot/lev`](https://github.com/franckverrot/lev) Apache-2.0 + HEAD `c48a945dbf62`; [`neko233-com/laya-go`](https://github.com/neko233-com/laya-go) + MIT HEAD `a8025943df7c`; [`taku-me/chakuho`](https://github.com/taku-me/chakuho) + MIT HEAD `38cb9a9eaa25`; [`kabishou-lab/keepdrop`](https://github.com/kabishou-lab/keepdrop) + MIT HEAD `d7ab42a8f738`; [`pyaichatbot/s1p`](https://github.com/pyaichatbot/s1p) + HEAD `4806998998eb`; [`jrmmendes/system-one-api`](https://github.com/jrmmendes/system-one-api) + HEAD `1232c2b7c96b`; [`QuantumHW/CandiGate`](https://github.com/QuantumHW/CandiGate) + Apache-2.0 HEAD `fca69be02bae`). franckverrot/lev ≠ jaredpalmer/kev. + neko233-com/laya-go ≠ convaiinnovations/laya. serving substrate ≠ + calibrated replica. LoRA ≠ RLCD replica. +8. **Locate ≠ decide / SQL predicates / unofficial SDK** + ([`jaanavit/gliner2-skill`](https://github.com/jaanavit/gliner2-skill) + HEAD `5673a3cb3a8d`; [`prasanthj/duckdb-jev`](https://github.com/prasanthj/duckdb-jev) + Apache-2.0 HEAD `9bc4d92fd024`; [`tryAGI/TypeSafeAI`](https://github.com/tryAGI/TypeSafeAI) + MIT HEAD `d7126e195f97`). GLiNER2 schema extraction is locate, not + decide. Native DuckDB extension for semantic predicates, + classification, scoring, batching, and cached inference from SQL. + First-class NativeAOT-ready .NET SDK generated with AutoSDK. + tryAGI/TypeSafeAI ≠ official. +9. **Legal LoRA / jevify / skip-thin Hub** + (`hf:Nebulaw1/jev-qwen3.5-0.8b-legal-lora`, + `hf:Nebulaw1/jev-qwen3.5-4b-legal-lora`, + `hfds:Nebulaw1/jev-legal-judgment-tests`, + `hf:Praveenrajus/jevify-qwen3.5-2b`, + `hf:Praveenrajus/jevify-qwen3.5-4b`, + `hf:HimanshuPathak/laya`). Legal QLoRA candidate-scoring on + Qwen3.5. legal LoRA ≠ RLCD replica. Qwen3.5 ≠ Archer. This hour's + Hub REST did not return SHAs; skip-thin on missing Hub bytes. Do + not invent ECE. +10. **Games / agent skills / remainder apps.** + clash-jev / jev-tetris-lab / jev_practice / jev-ecosystem-sim / + jev-the-band: game success ≠ calibrated Noul. + fast-decision / typesafe-decision-skill / pi-prompt-enhancer: + portable skills; cutoff still soft. + feed-rubric / twitter-jev-guard / LogiPulseAI_JEV / + jev-calibrated-narrative-coding / jev-decision-maker-at-meteora: + does not execute. classifier ≠ authorizer. + abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments. + skip-thin KadePrice123/jev-state-tracking (empty SHA/README). + skip-thin hideri777/jev-application-sample (empty SHA/README). + catalog ≠ endorsement. *theirs* not Harbor. + +### Pulse (live REST this hour) + +Archer still promised_not_landed. Hub archerhume/4rcherhume HTTP **401**. +jaredpalmer/kev **1110★**. daftAI2026/awesome-jev **4★**. +kotoba-lang/typed-decisions **1★**. danielamitay/swev **1★**. +smlayero/jev-debtgate **1★**. ItBayMax/typesafe-ai-jev-example **1★**. +This hour does not re-census SemIf / Laya likes / tracker; those +numbers stay §119 until a dedicated pulse. `invented_signal: false`. + +### Formal compose + anti-patterns + +Formal methods **compose** with scoring. A Noul is a SENSOR. A catalog +is an index. A serve temperature is a reported row, not ECE, unless +the ECE is measured. A Hub `--revision` pin is not a replica. A trained +OpenJev runtime is not TypeSafe. Stock Qwen letter readout is not a +Noul. CoreML is a serving substrate. GLiNER locates. DuckDB predicates +are SQL sensors. Legal LoRA is not RLCD. Treating T≈2.0 as Harbor, +0.812 as Archer, 0.511 as gold, `night2-du` as hosted Jev, or +`generated_text: False` as TypeSafe is soundness theater. +temperature scaling ≠ ECE unless measured. +Hub --revision is a pin not a replica. +trained runtime ≠ TypeSafe. grouped T rejected. +Qwen3.6 ≠ Archer. Qwen3.5 ≠ Archer. +catalog ≠ endorsement. *theirs* not Harbor. +SHA move is not a replica. + +### Adversarial review + testing hooks (Basit standing +order) + +Parent merge only after **CLEAN** adversarial review **AND** testing. +Hooks for the reviewer: + +- Uniqueness-gate: the consecutive `Hourly 2049 uniqueness lock:` + string must appear in every overlay listed below. Prior walls 0843 / + 0915 / jcr / 0922 / 0940 / 0947 / 1049 / 1143 / 1248 / 1340 / 1441 / + 1542 / 1643 / 1746 / 1843 / 1936 / Open-Jev densify / 1946 stay one + substring each (do not mutate them; do not reopen #23–#55). +- Namesake locks: daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ + yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; + franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ + convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; + abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; + kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. +- Densify vs new: kev densifies §45. kotoba densifies §130. Do not mint + sibling first-sighting sections for those. +- Harbor-jevals: Brier 0.291→0.267 / ECE 0.105→0.039 / 7.5%→3.2% / + 0.812 / 0.511 vs 0.829 / 0.852 OOD / 0.855/42 ms stay *theirs*, not Harbor. +- Anti-patterns to refuse: TypeSafe drop-in; catalog as endorsement; + temperature scaling as ECE without a measured row; Hub `--revision` + as a replica; trained OpenJev runtime as TypeSafe; grouped T as + adopted; Qwen3.6 as Archer; copying keys / `npm` / `pip` / `uv` / + `docker`. +- Overlay set: SKILL.md body (protocol fragments + class-table densify + + Hourly 2049), mental-models Apply 2049, composition-algebra items + 521–536, faq, mixed-architecture, validation, toolbox-mapping, + methods-catalog, formal-methods, formal-semi-formal, + applied-mappings, judgment-class, question-design, + agent-self-assessment, mappings, CHANGELOG, README, docs/ecosystem, + findings batch #114, refresh-log, changelog-hourly.md, + revisit_fingerprints.json (kev SHA c096660c8da2; kotoba SHA ff7f84e74d04). +- Offline check: `evaluate_decisions.py --self-test` (now includes + temperature scaling ≠ ECE unless measured / Hub --revision is a pin + not a replica / grouped T rejected / trained runtime ≠ TypeSafe / + generated_text: False / Qwen3.6 ≠ Archer) and + `uniqueness_gate.py` (0843 + 0915 + jcr / 0922 / 0940 / 0947 / + 1049 / 1143 / 1248 / 1340 / 1441 / 1542 / 1643 / 1746 / 1843 / 1936 / + Open-Jev densify / 1946 / 2049). + No live Jev key. No wrappers. + +**Hourly 2049 HIGH (`notes.md` §132).** kev night-2 densify HEAD c096660c8da2. PLAN SHA 8d77dd271c66. README SHA unchanged 84b872488915. KEV_TEMPERATURE T≈2.0. Brier 0.291→0.267 ECE 0.105→0.039 *theirs*. 7.5%→3.2% *theirs*. grouped T rejected. Qwen3.6-35B-A3B smoke 0.812 *theirs*. Hub --revision night2-du. MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*. Qwen3.6 ≠ Archer. temperature scaling ≠ ECE unless measured. Hub --revision is a pin not a replica. kotoba OpenJev runtime densify HEAD ff7f84e74d04. generated_text: False. trained runtime ≠ TypeSafe. OpenJev.from_pretrained. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#55. Does not bump 0.5.0. Skip Archer. `invented_signal: false`. +Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 diff --git a/research/refresh-log.md b/research/refresh-log.md index b3e2fef..e2fb0fa 100644 --- a/research/refresh-log.md +++ b/research/refresh-log.md @@ -1,3 +1,23 @@ +## 2026-09-21 ~02:49 UTC / ~20:49 Boise - Hourly 2049 HIGH +- Fresh PR off latest `main` after merged #55 (hourly 1946 / `notes.md` §131 + / items 505–520 / batch #113) and merged #54 (aisearchio / `notes.md` §130 + / items 497–504 / batch #112). This fold: `notes.md` §132 / composition + 521–536 / findings batch #114. Do not reclaim §131 / 505–520 / #113. + **HARD RULE:** do not reopen or amend PR #23–#55. +- PRIMARY: kev night-2 densify. KEV_TEMPERATURE T≈2.0. + temperature scaling ≠ ECE unless measured. + Hub --revision is a pin not a replica. + Qwen3.6-35B-A3B smoke 0.812 *theirs*. + REVISIT: kotoba-lang/typed-decisions OpenJev runtime. + trained runtime ≠ TypeSafe. generated_text: False. +- Evidence: `research/archive/hourly/2026-09-21T02/`. +- uniqueness_gate 0843+0915+jcr+0922+0940+0947+1049+1143+1248+1340+1441+1542+1643+1746+1843+1936+1946+2049. + Evaluator: temperature scaling ≠ ECE unless measured / + Hub --revision is a pin not a replica / grouped T rejected / + trained runtime ≠ TypeSafe / generated_text: False / Qwen3.6 ≠ Archer. + Quote *theirs*. No wrappers. `invented_signal: false`. +- Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA 8d77dd271c66 README SHA unchanged 84b872488915; night-2 dates/unknowable/assertion; KEV_TEMPERATURE T≈2.0; Brier 0.291→0.267 ECE 0.105→0.039 *theirs*; 7.5%→3.2% *theirs*; grouped T rejected; Qwen3.6-35B-A3B smoke 0.812 *theirs*; 21M LoRA experts frozen; Hub --revision night2-du; MMLU-Pro 1000 Kev-9B 0.511 Jev 0.829 *theirs*; Qwen3.6 ≠ Archer; temperature scaling ≠ ECE unless measured; kotoba-lang/typed-decisions densify HEAD ff7f84e74d04 README SHA unchanged 4d6bbf4c4e44; feat expose trained OpenJev decision runtime; open_jev.py; tests/test_open_jev.py; generated_text: False; trained runtime ≠ TypeSafe; OpenJev.from_pretrained; decide_request kind typed-decisions/open-jev-v1; daftAI2026/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev ≠ MrJev/awesome-jev ≠ Promethe-us/awesome-jev; danielamitay/swev CoreML; serving substrate ≠ calibrated replica; smlayero/jev-debtgate CI gate cutoff still soft; Octalab-Inc/jqv stock Qwen3 decision API; franckverrot/lev ≠ jaredpalmer/kev; neko233-com/laya-go ≠ convaiinnovations/laya; tryAGI/TypeSafeAI ≠ official; abgregs/jev-experiments ≠ nak1b/jev-experiments ≠ dabit3/jev-experiments; jaanavit/gliner2-skill Locate ≠ decide; prasanthj/duckdb-jev SQL predicates; hf:Nebulaw1 legal LoRA ≠ RLCD replica; Qwen3.5 ≠ Archer; catalog ≠ endorsement; *theirs* not Harbor; SHA move is not a replica; skip-thin KadePrice123/jev-state-tracking hideri777/jev-application-sample; Hub --revision is a pin 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/#47/#48/#49/#50/#51/#52/#53/#54/#55; notes.md §132 + ## 2026-09-21 ~01:46 UTC / ~19:46 Boise - Hourly 1946 HIGH - Fresh PR off latest `main` after merged #54 (aisearchio / `notes.md` §130 / items 497–504 / batch #112) and merged #52 (hourly 1843 / `notes.md` §129 diff --git a/research/revisit_fingerprints.json b/research/revisit_fingerprints.json index 1cb1974..9d9fe70 100644 --- a/research/revisit_fingerprints.json +++ b/research/revisit_fingerprints.json @@ -20,7 +20,7 @@ "forks_count", "likes" ], -"note": "Last-look snapshots for already-catalogued sources. Hourly diffs these four fingerprints. Star-noise is not a fold. SHA move is not a replica. Seeded from merged notes (SemIf §117, NanoJev §115) plus hourly 1248 densify (openjev §75, von §49, verdict §71, kev §45, jeff §60, TypeLLM §113) plus hourly 1340 densify (openjev sdk 0.7 + MLX 400, kev PLAN_Qwen35) plus hourly 1441 densify (openjev STE backends+Codiv dual serving) and 1441 first sightings plus hourly 1542 densify (TypeLLM README 3k→12k B, kev family new-source) and 1542 first sightings (pi-jev densify, jev-sentinel, tool-routers, leanest, jevals, MrJev, jev-firewall, jev-codex-approval, HF encoder/quanto). default_sha is the full HEAD. pushed_at is the GitHub push clock. description_hash is sha256[:12] of the GitHub/Space description, or null when notes do not quote it. README SHA is an optional extra, not a substitute for description_hash. plus hourly 1746 densify (TypeLLM truncated thinking + qwen35_small, kev 0.8B Qwen3.5 family, jev-pruner §53, jevassert §70, jev-packs §64) and 1746 first sightings (vexjoy, Canny, jev-engineering, five-lines, jev-table, kev-ane) plus hourly 1843 densify (kev own-data JSONL / --init_from warm-start, SHA 8465c4c4c294 → bd058057ad0a) and 1843 first sightings (assay-001, kyegomez reconstruction, jev-ra, catalogs). plus user-provided 1936 first sightings (sgoedecke/system-one, mithalouni/system-one-open, kotoba-lang/typed-decisions). plus Open-Jev densify 2026-09-21 (github:Zefan-Cai/Open-Jev SHA 6d8de5ed72a0 → 4933ee84951f; README 771bf3135f50 → ce1a587219e4; HF 2B/9B packs + dataset last_look; densify §125 not a sibling) plus hourly 1946 densify (alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts, SHA unchanged 234058ab372d, 3★) and 1946 first sightings (X-sentiment, awesome-jev 485, jev-arena, robot-control, Qwen3.8-JevLike, jev-acento).", + "note": "Last-look snapshots for already-catalogued sources. Hourly diffs these four fingerprints. Star-noise is not a fold. SHA move is not a replica. Seeded from merged notes (SemIf §117, NanoJev §115) plus hourly 1248 densify (openjev §75, von §49, verdict §71, kev §45, jeff §60, TypeLLM §113) plus hourly 1340 densify (openjev sdk 0.7 + MLX 400, kev PLAN_Qwen35) plus hourly 1441 densify (openjev STE backends+Codiv dual serving) and 1441 first sightings plus hourly 1542 densify (TypeLLM README 3k→12k B, kev family new-source) and 1542 first sightings (pi-jev densify, jev-sentinel, tool-routers, leanest, jevals, MrJev, jev-firewall, jev-codex-approval, HF encoder/quanto). default_sha is the full HEAD. pushed_at is the GitHub push clock. description_hash is sha256[:12] of the GitHub/Space description, or null when notes do not quote it. README SHA is an optional extra, not a substitute for description_hash. plus hourly 1746 densify (TypeLLM truncated thinking + qwen35_small, kev 0.8B Qwen3.5 family, jev-pruner §53, jevassert §70, jev-packs §64) and 1746 first sightings (vexjoy, Canny, jev-engineering, five-lines, jev-table, kev-ane) plus hourly 1843 densify (kev own-data JSONL / --init_from warm-start, SHA 8465c4c4c294 → bd058057ad0a) and 1843 first sightings (assay-001, kyegomez reconstruction, jev-ra, catalogs). plus user-provided 1936 first sightings (sgoedecke/system-one, mithalouni/system-one-open, kotoba-lang/typed-decisions). plus Open-Jev densify 2026-09-21 (github:Zefan-Cai/Open-Jev SHA 6d8de5ed72a0 → 4933ee84951f; README 771bf3135f50 → ce1a587219e4; HF 2B/9B packs + dataset last_look; densify §125 not a sibling) plus hourly 1946 densify (alexwestco/llm-to-jev description rewrite Convert LLM prompts to Jev prompts, SHA unchanged 234058ab372d, 3★) and 1946 first sightings (X-sentiment, awesome-jev 485, jev-arena, robot-control, Qwen3.8-JevLike, jev-acento). plus hourly 2049 densify (kev night-2 PLAN SHA 8d77dd271c66 HEAD c096660c8da2, kotoba OpenJev runtime HEAD ff7f84e74d04 notes_section 130).", "looks": [ { "id": "github:TheoLeeCJ/SemIf", @@ -85,10 +85,10 @@ { "id": "github:jaredpalmer/kev", "notes_section": "45", - "last_look": "2026-09-21T00:43Z", + "last_look": "2026-09-21T02:49Z", "fingerprints": { - "default_sha": "bd058057ad0aa9df3dd6d14e3542c95a5ce367b2", - "pushed_at": "2026-09-21T00:06:11Z", + "default_sha": "c096660c8da20a80ce7c61c63d224960f497623a", + "pushed_at": "2026-09-21T02:49:06Z", "description_hash": "47fc60928c90", "release_tag": "kev-family" }, @@ -1582,10 +1582,10 @@ { "id": "github:kotoba-lang/typed-decisions", "notes_section": "130", - "last_look": "2026-09-21T01:36Z", + "last_look": "2026-09-21T02:25Z", "fingerprints": { - "default_sha": "10d7834d3b99041f890db4615fb38ef95ced50cc", - "pushed_at": "2026-09-20T02:58:24Z", + "default_sha": "ff7f84e74d047cee22f2d81d4484f4b5f164becb", + "pushed_at": "2026-09-21T02:25:59Z", "description_hash": "8588e6be9350", "release_tag": null }, @@ -1746,6 +1746,438 @@ "release_tag": null }, "readme_sha": "529432bebd5f6692f1ccffe6bbb0176dbc446aa9" + }, + { + "id": "github:daftAI2026/awesome-jev", + "notes_section": "132", + "last_look": "2026-09-21T02:49Z", + "fingerprints": { + "default_sha": "1765f912da75908e956a514016bf7dbdbf20328b", + "pushed_at": "2026-09-21T02:58:26Z", + "description_hash": "98bae00ec497", + "release_tag": null + }, + "readme_sha": "a28579b032fdcb68464900633eb737bdce7a69a9" + }, + { + "id": "github:danielamitay/swev", + "notes_section": "132", + "last_look": "2026-09-21T02:49Z", + "fingerprints": { + "default_sha": "b8909d3e1763b5f4bc7f24eee78b9de653c2676e", + "pushed_at": "2026-09-21T02:49:55Z", + "description_hash": "993f8ffef461", + "release_tag": null + }, + "readme_sha": "bc6834677cc4b76f2bab9e25d5b5127d9c179370" + }, + { + "id": "github:smlayero/jev-debtgate", + "notes_section": "132", + "last_look": "2026-09-21T02:49Z", + "fingerprints": { + "default_sha": "7fbb8315d26117988abed17a3c77398a622c1e0c", + "pushed_at": "2026-09-21T02:52:51Z", + "description_hash": "4cb4a0dc52dd", + "release_tag": null + }, + "readme_sha": "6aeda17065784294dbb88d13861874cef5aae533" + }, + { + "id": "github:Atikpui007/clash-jev", + "notes_section": "132", + "last_look": "2026-09-21T02:49Z", + "fingerprints": { + "default_sha": "c0774f4c82d4f8c100d914e8f3aaad7f9221e512", + "pushed_at": "2026-09-21T02:36:50Z", + "description_hash": "afbb23d69830", + "release_tag": null + }, + "readme_sha": "c6e5bfc80a9e33338993c9e4cb691bffa056dada" + }, + { + "id": "github:BubbatheVTOG/pi-jev-redact", + "notes_section": "132", + "last_look": "2026-09-21T02:49Z", + "fingerprints": { + "default_sha": "26dea53039a7e5681774c159e1453eb685a3fa77", + "pushed_at": "2026-09-21T02:49:04Z", + "description_hash": null, + "release_tag": null + }, + "readme_sha": "3fdd42d069e31dd6995aa6337623bb5e5f23f4bf" + }, + { + "id": "github:Clueless-Creations/fast-decision", + "notes_section": "132", + "last_look": "2026-09-21T02:49Z", + "fingerprints": { + "default_sha": "24dc52563421889a1b23e598bbf540f422b79144", + "pushed_at": "2026-09-21T02:18:37Z", + "description_hash": "f833c38f5b4b", + "release_tag": null + }, + "readme_sha": "a2298b25c737564125f4eb3dc680224c366bce8b" + }, + { + "id": "github:HanboyLee/typesafe-decision-skill", + "notes_section": "132", + "last_look": "2026-09-21T02:49Z", + "fingerprints": { + "default_sha": "40ed7f25444e3d56035d51b9f5106b7e3ca6c77e", + "pushed_at": "2026-09-21T02:42:14Z", + "description_hash": "b1c6227e2fac", + "release_tag": null + }, + "readme_sha": "d0056a0e9ba2ef1f2f2720d6e9353649c4fc5fb9" + }, + { + "id": "github:HikaruEgashira/pi-prompt-enhancer", + "notes_section": "132", + "last_look": "2026-09-21T02:49Z", + "fingerprints": { + "default_sha": "52c97a0f164fbf670adc0b993e2bec7aa73dcc84", + "pushed_at": 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{ + "default_sha": "d7126e195f97b751f1e23ed6e04774b505cd475d", + "pushed_at": "2026-09-21T02:12:16Z", + "description_hash": "1c672b048de6", + "release_tag": null + }, + "readme_sha": "16ce8de2c97629a47e4d427b875a7a160913c937" } ] } diff --git a/research/revisit_fingerprints.py b/research/revisit_fingerprints.py index 9682c64..00793f4 100644 --- a/research/revisit_fingerprints.py +++ b/research/revisit_fingerprints.py @@ -287,6 +287,10 @@ def self_test() -> None: assert by_id["hf:ds:ZefanCai/Open-Jev"]["notes_section"] == "125" semif_readme = by_id["github:TheoLeeCJ/SemIf"].get("readme_sha") assert isinstance(semif_readme, str) and semif_readme.startswith("74ab7f7f") + kev = by_id["github:jaredpalmer/kev"]["fingerprints"] + assert kev["default_sha"].startswith("c096660c8da2") + kotoba = by_id["github:kotoba-lang/typed-decisions"]["fingerprints"] + assert kotoba["default_sha"].startswith("ff7f84e74d04") densify_original_ids = { "github:razorback16/openjev": "75", "github:wfzyx/von": "49", @@ -303,6 +307,7 @@ def self_test() -> None: "hf:ZefanCai/Open-Jev-9B": "125", "hf:ds:ZefanCai/Open-Jev": "125", "github:alexwestco/llm-to-jev": "118", + "github:kotoba-lang/typed-decisions": "130", } for look_id, section in densify_original_ids.items(): assert look_id in by_id, look_id