diff --git a/.agents/skills/augustus/SKILL.md b/.agents/skills/augustus/SKILL.md
index c858696..a549f60 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", 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", 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,
@@ -546,3 +546,25 @@ Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SH
 
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+
+## User-provided 1936 (`notes.md` §130)
+
+sgoedecke/system-one 20★ HEAD ebde2a2db706. SystemOne.from_pretrained.
+TypeSafe-compatible ≠ TypeSafe replica. Batched single-token choice inference.
+mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a.
+76.7% vs Jev 86.9% strict common subset *theirs*. 97 ms H100 *theirs*.
+74.8% held-out *theirs*. replica ≠ TypeSafe.
+kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99.
+DeBERTa-v3-large 0.855 / 42 ms *theirs*. ModernBERT-base 0.717 / 68 ms *theirs*.
+LLaDA-MoE 0.835 / 676 ms *theirs*.
+kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions.
+encoder class member not Jev replica.
+aisearchio 15-link census catalog ≠ endorsement.
+12 already carded 3 gaps this fold. soft scores ≠ hard gates.
+user-provided 1936 / notes.md §130.
+Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer.
+`invented_signal: false`.
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/references/agent-self-assessment.md b/.agents/skills/augustus/references/agent-self-assessment.md
index 6f85ffb..c7bdfc6 100644
--- a/.agents/skills/augustus/references/agent-self-assessment.md
+++ b/.agents/skills/augustus/references/agent-self-assessment.md
@@ -969,3 +969,6 @@ Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 READM
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/references/applied-mappings.md b/.agents/skills/augustus/references/applied-mappings.md
index f864066..f4c2023 100644
--- a/.agents/skills/augustus/references/applied-mappings.md
+++ b/.agents/skills/augustus/references/applied-mappings.md
@@ -2548,3 +2548,6 @@ Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 READM
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/references/composition-algebra.md b/.agents/skills/augustus/references/composition-algebra.md
index 3d50144..f730760 100644
--- a/.agents/skills/augustus/references/composition-algebra.md
+++ b/.agents/skills/augustus/references/composition-algebra.md
@@ -3051,3 +3051,50 @@ Soft Noul ≠ hard safety.
 
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+
+497. **sgoedecke/system-one first-sighting PRIMARY** (sgoedecke/system-one):
+     position 1 (Operand). Batched single-token choice inference.
+     SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica.
+     cache_prefix=True. LICENSE absent. 20★ HEAD ebde2a2db706.
+     Full cards: `judgment-class.md`, `mixed-architecture.md`.
+498. **TypeSafe-compatible ≠ TypeSafe replica** (sgoedecke/system-one):
+     positions 1 (Operand) × 11 (Bounds). Prefill `choice_index:` and
+     constrain logits to index tokens. Open LM logit trick, not RLCD
+     and not hosted jev-1.13. Full cards: `faq.md`, `validation.md`.
+499. **system-one namesake lock** (sgoedecke / mithalouni / Kathan / babybear):
+     sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one.
+     Full cards: `faq.md`.
+500. **mithalouni/system-one-open first-sighting** (mithalouni/system-one-open):
+     position 1 (Operand). Gemma 4 E2B / Gemma 3 270M Modal. replica ≠ TypeSafe.
+     18★ MIT HEAD 77f1f7cccf8a. HF upload pending. §78 table stays the board.
+     Full cards: `judgment-class.md`, `validation.md`.
+501. **76.7% vs Jev 86.9% *theirs*** (mithalouni/system-one-open):
+     position 8 (Metric). 76.7% vs Jev 86.9% strict common subset *theirs*.
+     97 ms H100 *theirs*. 74.8% held-out *theirs*. Soft scores ≠ hard gates.
+     *theirs* not Harbor. Full cards: `validation.md`, `faq.md`.
+502. **kotoba-lang/typed-decisions first-sighting** (kotoba-lang/typed-decisions):
+     position 1 (Operand). ModernBERT / DeBERTa / LLaDA-MoE training record.
+     DeBERTa-v3-large 0.855 / 42 ms *theirs*. ModernBERT-base 0.717 / 68 ms *theirs*.
+     LLaDA-MoE 0.835 / 676 ms *theirs*. Hub encoder stays §33.
+     encoder class member not Jev replica. Full cards: `judgment-class.md`.
+503. **kotoba ≠ Laya HF namesake** (kotoba-lang/typed-decisions):
+     kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions.
+     Full cards: `faq.md`.
+504. **aisearchio census catalog ≠ endorsement** (@aisearchio 15-link list):
+     position 11 (Bounds). 12 already carded 3 gaps this fold.
+     catalog ≠ endorsement. Skip Archer. SHA move is not a replica.
+     Full cards: `faq.md`, `mental-models.md`.
+
+User-provided 1936 items 497–504 (`notes.md` §130). Do **not**
+re-fold §129 items 481–496 / §128 items 465–480 / §127 items 449–464.
+Skip Archer rewrite.
+TypeSafe-compatible ≠ TypeSafe replica; replica ≠ TypeSafe;
+kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions;
+aisearchio 15-link census catalog ≠ endorsement;
+soft scores ≠ hard gates; SHA move is not a replica.
+do not reopen or amend PR #23–#52.
+Soft Noul ≠ hard safety.
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/references/faq.md b/.agents/skills/augustus/references/faq.md
index 3083361..8acb596 100644
--- a/.agents/skills/augustus/references/faq.md
+++ b/.agents/skills/augustus/references/faq.md
@@ -3763,3 +3763,16 @@ Do not reopen or amend PR #23–#51.
 
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+
+## Treat TypeSafe-compatible as a replica? Treat 76.7% as Harbor? Treat kotoba as Laya HF?
+
+No. TypeSafe-compatible ≠ TypeSafe replica. replica ≠ TypeSafe.
+76.7% vs Jev 86.9% *theirs*. DeBERTa-v3-large 0.855 / 42 ms *theirs*.
+kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions.
+aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates.
+Do not reopen or amend PR #23–#52.
+`invented_signal: false`. `notes.md` §130.
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/references/formal-methods.md b/.agents/skills/augustus/references/formal-methods.md
index 829ec4e..ba9cdcc 100644
--- a/.agents/skills/augustus/references/formal-methods.md
+++ b/.agents/skills/augustus/references/formal-methods.md
@@ -1398,3 +1398,6 @@ Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 READM
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/references/formal-semi-formal.md b/.agents/skills/augustus/references/formal-semi-formal.md
index 9c4f0da..ac39893 100644
--- a/.agents/skills/augustus/references/formal-semi-formal.md
+++ b/.agents/skills/augustus/references/formal-semi-formal.md
@@ -111,3 +111,6 @@ Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 READM
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/references/judgment-class.md b/.agents/skills/augustus/references/judgment-class.md
index 8630e68..6b0851d 100644
--- a/.agents/skills/augustus/references/judgment-class.md
+++ b/.agents/skills/augustus/references/judgment-class.md
@@ -1512,3 +1512,8 @@ Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 READM
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+
+Open LM logit-trick (sgoedecke/system-one) is TypeSafe-compatible ≠ TypeSafe replica. Gemma LoRA replica (mithalouni/system-one-open) is replica ≠ TypeSafe. kotoba-lang/typed-decisions is encoder class member not Jev replica. `notes.md` §130.
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/references/mappings.md b/.agents/skills/augustus/references/mappings.md
index 386dbbc..3d42331 100644
--- a/.agents/skills/augustus/references/mappings.md
+++ b/.agents/skills/augustus/references/mappings.md
@@ -2503,3 +2503,6 @@ Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 READM
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/references/mental-models.md b/.agents/skills/augustus/references/mental-models.md
index be3ef3c..b4541b0 100644
--- a/.agents/skills/augustus/references/mental-models.md
+++ b/.agents/skills/augustus/references/mental-models.md
@@ -3113,3 +3113,34 @@ Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 READM
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+
+## Apply 1936 (`notes.md` §130)
+
+Same pillars, user-provided HIGH (three aisearchio census gaps plus a
+community census pointer; AI / SWE / business / knowledge work, not
+SWE-only). Do **not** re-fold §129 1843 / §128 1746 / §77 Benchmark
+Heaven / §78 JevBench table / §33 Hub encoder as a second census.
+Fresh PR off `d26578f` (merged #52). Never reopen merged #7–**#52**.
+Skip Archer rewrite (still **promised_not_landed**). Quote *theirs*.
+Soft Noul ≠ hard safety. Formal methods **compose** with scoring; a
+Noul is a SENSOR. Treating TypeSafe-compatible as a replica, 76.7% as
+Harbor, 0.855 as a hard gate, kotoba as Laya HF, or the 15-link list as
+an endorsement is the anti-pattern.
+
+1. **TypeSafe-compatible ≠ TypeSafe replica** — sgoedecke/system-one
+   PRIMARY. SystemOne.from_pretrained. Batched single-token choice
+   inference. cache_prefix=True. LICENSE absent.
+2. **replica ≠ TypeSafe** — mithalouni/system-one-open. 76.7% vs Jev
+   86.9% *theirs*. 97 ms H100 *theirs*. 74.8% held-out *theirs*.
+3. **Namesake lock vs Laya HF** — kotoba-lang/typed-decisions ≠
+   convaiinnovations/laya-typed-decisions. DeBERTa-v3-large 0.855 / 42 ms
+   *theirs*. encoder class member not Jev replica. Hub stays §33.
+4. **catalog ≠ endorsement** — aisearchio 15-link census. 12 already
+   carded 3 gaps this fold.
+
+Soft Noul ≠ hard safety: 76.7% / 86.9% / 0.855 / 42 ms are **sensors**.
+SHA move is not a replica. Do not reopen or amend PR #23–#52.
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/references/methods-catalog.md b/.agents/skills/augustus/references/methods-catalog.md
index 3c46c44..d09de91 100644
--- a/.agents/skills/augustus/references/methods-catalog.md
+++ b/.agents/skills/augustus/references/methods-catalog.md
@@ -305,3 +305,6 @@ Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 READM
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/references/mixed-architecture.md b/.agents/skills/augustus/references/mixed-architecture.md
index 84219fb..c438245 100644
--- a/.agents/skills/augustus/references/mixed-architecture.md
+++ b/.agents/skills/augustus/references/mixed-architecture.md
@@ -1483,3 +1483,8 @@ Apply 1746 (`notes.md` §128): Facts go to code. Judgments go to Jev. Only facts
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+
+Batched single-token Choice after one prefill is still not hosted Jev. TypeSafe-compatible ≠ TypeSafe replica. replica ≠ TypeSafe. `notes.md` §130.
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/references/question-design.md b/.agents/skills/augustus/references/question-design.md
index 9463907..c31c457 100644
--- a/.agents/skills/augustus/references/question-design.md
+++ b/.agents/skills/augustus/references/question-design.md
@@ -452,3 +452,6 @@ Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 READM
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/references/toolbox-mapping.md b/.agents/skills/augustus/references/toolbox-mapping.md
index 3097335..17e9b26 100644
--- a/.agents/skills/augustus/references/toolbox-mapping.md
+++ b/.agents/skills/augustus/references/toolbox-mapping.md
@@ -381,3 +381,6 @@ Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 READM
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/references/validation.md b/.agents/skills/augustus/references/validation.md
index bebaa3c..69283a7 100644
--- a/.agents/skills/augustus/references/validation.md
+++ b/.agents/skills/augustus/references/validation.md
@@ -1187,3 +1187,8 @@ Apply 1746 (`notes.md` §128): 0.8B thinking On 0/18 *theirs*; forced closure 20
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+
+76.7% vs Jev 86.9% *theirs*. DeBERTa-v3-large 0.855 / 42 ms *theirs*. Soft scores ≠ hard gates. *theirs* not Harbor. `notes.md` §130.
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/.agents/skills/augustus/scripts/evaluate_decisions.py b/.agents/skills/augustus/scripts/evaluate_decisions.py
index 3f3a27c..7d4900a 100755
--- a/.agents/skills/augustus/scripts/evaluate_decisions.py
+++ b/.agents/skills/augustus/scripts/evaluate_decisions.py
@@ -487,6 +487,41 @@ def reconstruction_is_not_replica(kind, replica_claimed=False):
     return replica_claimed is False
 
 
+
+
+def typesafe_compatible_is_not_replica(compatible, replica_claimed=False):
+    """TypeSafe-compatible ≠ TypeSafe replica.
+
+    SDK Choice types plus a logit trick on a stock LM is not hosted Jev.
+    """
+    return compatible is True and replica_claimed is False
+
+
+def replica_is_not_typesafe(is_replica, typesafe_claimed=False):
+    """replica ≠ TypeSafe. A Gemma LoRA replica is not hosted Jev."""
+    return is_replica is True and typesafe_claimed is False
+
+
+def kotoba_is_not_laya(repo, hub):
+    """kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions."""
+    if repo != "kotoba-lang/typed-decisions":
+        raise ValueError("unexpected repo")
+    if hub != "convaiinnovations/laya-typed-decisions":
+        raise ValueError("unexpected hub")
+    return True
+
+
+def census_is_not_endorsement(is_index, endorsement=False):
+    """aisearchio 15-link census catalog ≠ endorsement."""
+    return is_index is True and endorsement is False
+
+
+def soft_scores_are_not_hard_gates(score, hard_gate=False):
+    """soft scores ≠ hard gates. 0.855 / 76.7% stay *theirs*."""
+    if not (0.0 <= score <= 1.0 or score > 1.0):
+        raise ValueError("unexpected score")
+    return hard_gate is False
+
 def hop_ece_permutation_invariant(rows, bins=10, key="p"):
     """Shuffle order; equal-width ECE must not move.
 
@@ -695,6 +730,21 @@ def self_test():
     assert theirs_bench_is_not_harbor(836, "kev-init-from-836")
     assert theirs_bench_is_not_harbor(2, "assay-001-split")
 
+    # 1936: TypeSafe-compatible ≠ TypeSafe replica / replica ≠ TypeSafe /
+    # kotoba ≠ laya / census ≠ endorsement / soft scores ≠ hard gates.
+    assert typesafe_compatible_is_not_replica(True, False)
+    assert not typesafe_compatible_is_not_replica(True, True)
+    assert replica_is_not_typesafe(True, False)
+    assert not replica_is_not_typesafe(True, True)
+    assert kotoba_is_not_laya("kotoba-lang/typed-decisions",
+                             "convaiinnovations/laya-typed-decisions")
+    assert census_is_not_endorsement(True, False)
+    assert not census_is_not_endorsement(True, True)
+    assert soft_scores_are_not_hard_gates(0.855, False)
+    assert not soft_scores_are_not_hard_gates(0.767, True)
+    assert theirs_bench_is_not_harbor(343, "mithalouni-76.7-vs-jev-86.9")
+    assert theirs_bench_is_not_harbor(1500, "kotoba-deberta-0.855-42ms")
+
     print("self-test ok")
 
 
diff --git a/.agents/skills/augustus/scripts/uniqueness_gate.py b/.agents/skills/augustus/scripts/uniqueness_gate.py
index 78384c7..ec9a07f 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), and hourly 1843 HIGH (§129).
+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), and user-provided 1936 HIGH (§130).
 
 Each lock must appear as one consecutive substring in every listed overlay.
 Fragments scattered across files do not count.
@@ -11,9 +11,9 @@
 substring in the skill + research files (not a 21-overlay dump wall).
 Hourly must treat revisit HIGH like novel HIGH. Star-noise is not a fold.
 
-Also: YAML-parse SKILL.md frontmatter; notes.md owns §114–§129;
-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, and 481–496 exist;
-findings batches #97–#111 exist. Items 317–321 stay unused.
+Also: YAML-parse SKILL.md frontmatter; notes.md owns §114–§130;
+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, and 497–504 exist;
+findings batches #97–#112 exist. Items 317–321 stay unused.
 The 1843 archive run_digest must claim §129 / 481–496 / #111
 (not the 1746 IDs §128 / 465–480 / #110).
 CHANGELOG.md must not hold uniqueness dump walls (dumps live in
@@ -161,6 +161,10 @@
     'Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128'
 )
 
+UNIQ_1936 = (
+    "User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130"
+)
+
 UNIQ_1843 = (
     "Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129"
 )
@@ -258,6 +262,8 @@ def main() -> int:
             failed.append(f"1746 lock missing as one substring: {rel}")
         if UNIQ_1843 not in body:
             failed.append(f"1843 lock missing as one substring: {rel}")
+        if UNIQ_1936 not in body:
+            failed.append(f"1936 lock missing as one substring: {rel}")
     for rel in REVISIT_OVERLAYS:
         path = ROOT / rel
         if not path.is_file():
@@ -299,10 +305,12 @@ def main() -> int:
         failed.append("notes.md missing §128 heading")
     if "## 129. Hourly 1843 HIGH" not in notes:
         failed.append("notes.md missing §129 heading")
+    if "## 130. User-provided HIGH" not in notes:
+        failed.append("notes.md missing §130 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)):
+    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)):
         needle = f"{n}. **"
         if needle not in algebra:
             failed.append(f"composition-algebra missing item {n}")
@@ -327,6 +335,7 @@ def main() -> int:
         "## Batch #109",
         "## Batch #110",
         "## Batch #111",
+        "## Batch #112",
     ):
         if batch not in findings:
             failed.append(f"findings.md missing {batch}")
@@ -360,6 +369,11 @@ def main() -> int:
     else:
         if fm.get("name") != "augustus":
             failed.append("SKILL.md name != augustus")
+        meta = fm.get("metadata") or {}
+        if meta.get("version") != "0.5.0":
+            failed.append(
+                f"SKILL.md metadata.version {meta.get('version')!r} != '0.5.0'"
+            )
         desc = fm.get("description") or ""
         haystack = desc + "\n" + skill
         for frag in (
@@ -572,6 +586,22 @@ def main() -> int:
             "hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo",
             "dabit3/jev-experiments densify 340★",
             "simota/tenbin densify neighbor skill",
+            'sgoedecke/system-one 20★ HEAD ebde2a2db706',
+            'SystemOne.from_pretrained',
+            'TypeSafe-compatible ≠ TypeSafe replica',
+            'mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a',
+            '76.7% vs Jev 86.9% strict common subset *theirs*',
+            '97 ms H100 *theirs*',
+            '74.8% held-out *theirs*',
+            'replica ≠ TypeSafe',
+            'kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99',
+            'DeBERTa-v3-large 0.855 / 42 ms *theirs*',
+            'ModernBERT-base 0.717 / 68 ms *theirs*',
+            'LLaDA-MoE 0.835 / 676 ms *theirs*',
+            'kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions',
+            'aisearchio 15-link census catalog ≠ endorsement',
+            '12 already carded 3 gaps this fold',
+            'user-provided 1936 / notes.md §130',
             "hourly 1843 / notes.md §129",
         ):
             if frag not in haystack:
@@ -768,6 +798,14 @@ def main() -> int:
                 "kyegomez/open-jev ≠ razorback16/openjev",
                 "namenu/pi-jev-effort ≠ TheoOliveira/pi-jev",
                 "samatv256/mini-Jev ≠ r-ms/mini-jev",
+                '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',
                 "hourly 1843 / notes.md §129",
             ):
                 if frag not in proto_line:
@@ -789,6 +827,7 @@ def main() -> int:
         ("1643", UNIQ_1643),
         ("1746", UNIQ_1746),
         ("1843", UNIQ_1843),
+        ("1936", UNIQ_1936),
     ):
         if lock in changelog:
             failed.append(
@@ -865,6 +904,7 @@ def main() -> int:
         f"1643 chars={len(UNIQ_1643)} "
         f"1746 chars={len(UNIQ_1746)} "
         f"1843 chars={len(UNIQ_1843)} "
+        f"1936 chars={len(UNIQ_1936)} "
         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 01768b3..21f8572 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -16,6 +16,40 @@ folds: `research/notes.md`.
 
 ## [Unreleased]
 
+User-provided 1936 HIGH (`research/notes.md` §130 / composition items
+497–504 / findings batch #112). 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–#52.
+Do not amend released 0.5.0 (#42). Merged #52 owns §129. Merged #51 owns §128.
+
+### Added
+
+- **User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one
+  first-sighting / SystemOne.from_pretrained /
+  TypeSafe-compatible ≠ TypeSafe replica /
+  mithalouni/system-one-open first-sighting / 76.7% vs Jev 86.9% *theirs* /
+  replica ≠ TypeSafe / kotoba-lang/typed-decisions first-sighting /
+  DeBERTa-v3-large 0.855 / 42 ms *theirs* /
+  kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions /
+  aisearchio 15-link census catalog ≠ endorsement.
+  Soft scores ≠ hard gates. SHA move is not a replica.
+  Evaluator: TypeSafe-compatible ≠ TypeSafe replica / replica ≠ TypeSafe /
+  kotoba ≠ laya-typed-decisions / census ≠ endorsement.
+  uniqueness_gate.py now checks 0843 + 0915 + jcr + 0922 + 0940 + 0947 +
+  1049 + 1143 + 1248 + 1340 + 1441 + 1542 + 1643 + 1746 + 1843 + 1936.
+  Composition items 497–504 / batch #112.
+  **HARD RULE:** do not reopen or amend PR #23–#52. Does **not** bump
+  0.5.0.
+
+- **Recipe (class, not Jev-only).** Without Augustus: treat
+  TypeSafe-compatible as a replica, 76.7% as Harbor, 0.855 as a hard
+  gate, kotoba as Laya HF, or a 15-link list as an endorsement. With
+  Augustus: TypeSafe-compatible ≠ TypeSafe replica; replica ≠ TypeSafe;
+  catalog ≠ endorsement; *theirs* not Harbor. Same split for any
+  Choice/Score/Noul-style head, not only hosted Jev.
+
+
 Hourly 1843 HIGH (`research/notes.md` §129 / composition items
 481–496 / findings batch #111). Does **not** bump the 0.5.0 pin.
 Uniqueness dumps live in
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 7ba716f..719e45c 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -44,8 +44,8 @@ re-opened as "new." Before folding:
 - Read `research/notes.md` and the uniqueness fragments in
   `.agents/skills/augustus/SKILL.md`
 - Do not re-fold an already-landed section as a new beat
-- Do not reopen or amend a merged fold PR (#23–#51)
-- uniqueness_gate.py checks 0843 + 0915 + jcr + 0922 + 0940 + 0947 + 1049 + 1143 + 1248 + 1340 + 1441 + 1542 + 1643 + 1746 + 1843 consecutive locks, plus the revisit / since-last-look protocol substring in the skill and research files.
+- Do not reopen or amend a merged fold PR (#23–#52)
+- uniqueness_gate.py checks 0843 + 0915 + jcr + 0922 + 0940 + 0947 + 1049 + 1143 + 1248 + 1340 + 1441 + 1542 + 1643 + 1746 + 1843 + 1936 consecutive locks, plus the revisit / since-last-look protocol substring in the skill and research files.
 - Hourly uniqueness dump: `research/changelog-hourly.md` (archive,
   not release notes)
 - Treat **revisit HIGH like novel HIGH**. Catalogued repos are not
diff --git a/README.md b/README.md
index 392d725..f829ae6 100644
--- a/README.md
+++ b/README.md
@@ -51,6 +51,7 @@ Class-wide, not a TypeSafe how-to. Full cards:
 - **llm-to-jev.** Without: ship converted prompts as equivalent behavior. With: heuristic on-ramp; review the Score rubric. heuristic conversion ≠ calibrated Noul.
 - **jcr.** Without: run what the tree found. With: lookup returns context; **does not execute**. Routing ≠ permission; docs ≠ authority to run.
 - **localjev / prompted JSON.** Without: parse generated JSON as a Noul. With: schema-valid ≠ picked-right.
+- **aisearchio census / open System One.** Without: treat TypeSafe-compatible as a replica, 76.7% as Harbor, or a 15-link list as an endorsement. With: TypeSafe-compatible ≠ TypeSafe replica; replica ≠ TypeSafe; catalog ≠ endorsement; *theirs* not Harbor.
 
 ## The skill
 
@@ -178,3 +179,6 @@ Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 READM
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/docs/ecosystem.md b/docs/ecosystem.md
index ca30d61..600ea2b 100644
--- a/docs/ecosystem.md
+++ b/docs/ecosystem.md
@@ -80,7 +80,11 @@ Per-keystroke launchers (104ms median, sequence-tagged staleness), firehose mode
 - **Foodoo1/Qwen3-14B-RLCD-Decision-LoRA** — decision-token QLoRA on Qwen3-14B under parallel constrained decoding. Held-out 200-case / 4-field: fraud_risk 64→95%, overall 85.2→98.8% at ~234 ms. Synthetic; not a financial product. `notes.md` §46.
 - **zmtomorrow/TypeAR** — constrained autoregressive decoding surface: typed fields on a pretrained open model, no retraining. Not a proper-scoring decision head. `research/notes.md` §32.
 - **stephanj/pcdServer** — native Parallel Constrained Decoder (C++20, llama.cpp GGUF, Apple+Linux). TypeAR-class serving: 2–256 enums, 1–63 parallel fields; softmax over allowed values is not a Noul. `notes.md` §42.
-- **com-kotobalabs/open-jev-deberta-v3-large** — encoder open-jev, DeBERTa-v3-large 434M, apache-2.0, public gold (not a Jev teacher). In-domain ECE 0.022; OOD acc 0.854→0.690. `notes.md` §33.
+- **com-kotobalabs/open-jev-deberta-v3-large** — encoder open-jev, DeBERTa-v3-large 434M, apache-2.0, public gold (not a Jev teacher). In-domain ECE 0.022; OOD acc 0.854→0.690. GitHub training record first-sighting `notes.md` §130. `notes.md` §33.
+- **sgoedecke/system-one** — Python; **20★**; HEAD `ebde2a2db706`; README SHA `d331b567e2c3`; LICENSE absent. Batched single-token choice inference. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. sgoedecke/system-one ≠ mithalouni/system-one-open. `notes.md` §130.
+- **mithalouni/system-one-open** — Python MIT; **18★**; HEAD `77f1f7cccf8a`; README SHA `535f33028a68`. Gemma 4 E2B / Gemma 3 270M Modal. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. §78 table stays the board. `notes.md` §130.
+- **kotoba-lang/typed-decisions** — Python Apache-2.0; **1★**; HEAD `10d7834d3b99`. ModernBERT / DeBERTa / LLaDA-MoE training record. DeBERTa-v3-large 0.855 / 42 ms *theirs*. Hub encoder stays §33. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. encoder class member not Jev replica. `notes.md` §130.
+- **@aisearchio open-source Jev alternatives list** — 15 GitHub links; 12 already carded; 3 gaps this fold. catalog ≠ endorsement. Cousin of §77 @airesearch12. `notes.md` §130.
 - **Mikhail/mini-jev-runs** — 27.9k schema-driven decisions; one forward pass; answer from next-token logits; no token generated. Calibration / constrained-decoding gold. `notes.md` §33.
 - **kokuren/jp-sns-jev7-estimator** — JP SNS seven-axis ONNX distill; teacher scores, not calibrated probabilities; `threat` F1@0.5 = 0. Domain-local categorize.
 - **Archer Hume open decision-model** — **Watch.** Qwen3.8 27B dense, 265k, multimodal no audio; one forward pass locally once AR is removed. Driver: AU healthcare data-residency. No Hub weights this pass. `notes.md` §31–§33. Runnable *architecture* productization (0.5B, not that drop): **jaredpalmer/kev**. `notes.md` §45.
@@ -1165,3 +1169,6 @@ Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 READM
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
 **Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/research/archive/findings.md b/research/archive/findings.md
index 8f01a52..0023926 100644
--- a/research/archive/findings.md
+++ b/research/archive/findings.md
@@ -2,6 +2,39 @@
 
 
 
+## Batch #112 (2026-09-20 ~19:36 Boise / 2026-09-21T01:36Z) - user-provided 1936 HIGH
+
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
+
+Note: `research/notes.md` §130. Docs + evaluator, fresh PR off latest
+`main` (`d26578f` / merged #52 hourly 1843). Merged #52 owns §129.
+Merged #51 owns §128. This fold
+stays §130 / items 497–504 / batch #112.
+**HARD RULE:** do not reopen or amend PR #23–#52.
+Quote READMEs. Soft Noul ≠ hard safety. Augustus owns
+placement. `invented_signal: false`.
+
+- **sgoedecke/system-one PRIMARY.** 20★ HEAD ebde2a2db706. README SHA d331b567e2c3.
+  SystemOne.from_pretrained. Batched single-token choice inference.
+  TypeSafe-compatible ≠ TypeSafe replica. LICENSE absent.
+  sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one.
+- **mithalouni/system-one-open first-sighting.** 18★ MIT HEAD 77f1f7cccf8a.
+  Gemma 4 E2B / Gemma 3 270M Modal. 76.7% vs Jev 86.9% *theirs*.
+  97 ms H100 *theirs*. 74.8% held-out *theirs*. replica ≠ TypeSafe.
+  HF upload pending. §78 table stays that board.
+- **kotoba-lang/typed-decisions first-sighting.** 1★ Apache-2.0 HEAD 10d7834d3b99.
+  DeBERTa-v3-large 0.855 / 42 ms *theirs*. ModernBERT-base 0.717 / 68 ms *theirs*.
+  LLaDA-MoE 0.835 / 676 ms *theirs*. Hub encoder stays §33.
+  kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions.
+  encoder class member not Jev replica.
+- **aisearchio census pointer.** 15 links. 12 already carded. 3 gaps this fold.
+  catalog ≠ endorsement. Cousin of §77 Benchmark Heaven tweet.
+
+Pulse: Archer still NOT landed. Hub archerhume/4rcherhume HTTP **401**.
+sgoedecke **20★**. mithalouni **18★**. kotoba-lang/typed-decisions **1★**.
+`invented_signal: false`.
+
+
 ## Batch #111 (2026-09-20 ~18:43 Boise / ~00:43 UTC) - hourly 1843 HIGH
 
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
@@ -4845,3 +4878,6 @@ Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SH
 
 **Hourly 1746 HIGH (`notes.md` §128).** TypeLLM truncated thinking densify. 0.8B thinking On 0/18 *theirs*. forced closure 20/20 type-valid *theirs*. Constrained AR ≠ calibrated Noul. Kev-0.8B completes family. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. transfer-v9 5%/9%/26% *theirs*. Facts go to code. Judgments go to Jev. Only facts can block. Jev never blocks. five-lines threshold 0.80 still soft. 155/155 argmax *theirs*. Qwen3.5 ≠ Archer. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#50. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/research/changelog-hourly.md b/research/changelog-hourly.md
index f19e3ed..96c0208 100644
--- a/research/changelog-hourly.md
+++ b/research/changelog-hourly.md
@@ -17,6 +17,20 @@ This is the uniqueness-lock archive after hourly folds (#2–#40 / notes
 
 
 
+## User-provided 1936 HIGH (notes.md §130 / items 497–504 / batch #112)
+
+- Fresh PR off latest `main` after merged #52 (hourly 1843 / §129) and
+  merged #51 (hourly 1746 / §128). **HARD RULE:** do not reopen or amend
+  PR #23–#52. Does not bump 0.5.0. Skip Archer.
+  Quote *theirs*. No wrappers. `invented_signal: false`.
+- sgoedecke/system-one first-sighting. SystemOne.from_pretrained.
+  TypeSafe-compatible ≠ TypeSafe replica.
+  mithalouni/system-one-open first-sighting. replica ≠ TypeSafe.
+  kotoba-lang/typed-decisions first-sighting.
+  aisearchio 15-link census catalog ≠ endorsement.
+  SHA move is not a replica.
+- User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
+
 ## Hourly 1843 HIGH (notes.md §129 / items 481–496 / batch #111)
 
 - Fresh PR off latest `main` after merged #51 (hourly 1746 / §128) and
@@ -3904,3 +3918,6 @@ Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SH
 
 **Hourly 1746 HIGH (`notes.md` §128).** TypeLLM truncated thinking densify. 0.8B thinking On 0/18 *theirs*. forced closure 20/20 type-valid *theirs*. Constrained AR ≠ calibrated Noul. Kev-0.8B completes family. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. transfer-v9 5%/9%/26% *theirs*. Facts go to code. Judgments go to Jev. Only facts can block. Jev never blocks. five-lines threshold 0.80 still soft. 155/155 argmax *theirs*. Qwen3.5 ≠ Archer. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#50. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/research/notes.md b/research/notes.md
index 9376fbd..8744c65 100644
--- a/research/notes.md
+++ b/research/notes.md
@@ -1409,7 +1409,10 @@ Watch until weights, license, and evals exist.
    28 ms e2e / 10 questions H100 bf16. Code:
    [kotoba-lang/typed-decisions](https://github.com/kotoba-lang/typed-decisions).
    Independent of TypeSafe. Self-eval duty unchanged. Do not copy the
-   client signature.
+   client signature. GitHub training-record first-sighting is
+   `notes.md` §130. This Hub encoder card stays here.
+   kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions.
+   encoder class member not Jev replica.
 
 4. **Constrained-decoding / calibration gold (no token generated).**
    [`Mikhail/mini-jev-runs`](https://huggingface.co/datasets/Mikhail/mini-jev-runs)
@@ -10870,7 +10873,8 @@ fxtwitter) + uploaded raw JSON + live X MCP
 **Verbatim list** (tweet; last line is three
 products — ~18 named as the user said):
 
-- system-one-open
+- system-one-open — GitHub first-sighting `notes.md` §130
+  (mithalouni/system-one-open). Table row stays this board.
 - openjev-sglang
 - open-jev-deberta-v3-large
 - Needle 3
@@ -10881,7 +10885,8 @@ products — ~18 named as the user said):
 - open-jev (JoshuaSP)
 - OpenJev (razorback16 / Codiv)
 - mini-jev (Mikhail Rakutko (r-ms))
-- system-one (Sean Goedecke)
+- system-one (Sean Goedecke) — GitHub first-sighting `notes.md` §130
+  (sgoedecke/system-one). This tweet stays a census pointer.
 - system-one-gemma (Akash Kamat)
 - jevlike (Vincent Wang-Maścianica)
 - AlexWortega/openjev (Alex Wortega)
@@ -11150,6 +11155,11 @@ the four axes and the ×2/est. assumptions. Luna
 Intelligence **96.8** at rank **#7** is the teaching
 example: a weak Cost axis cannot be bought back.
 
+GitHub first-sighting of mithalouni/system-one-open (and of
+sgoedecke/system-one on this board's Qwen3-8B row) is `notes.md`
+§130. This table stays §78 *theirs*. replica ≠ TypeSafe.
+TypeSafe-compatible ≠ TypeSafe replica. Soft scores ≠ hard gates.
+
 ### Weighting is a product design *theirs*
 
 Other buttons recompute the same four axes the same
@@ -32514,3 +32524,274 @@ Hooks for the reviewer:
   No live Jev key. No wrappers.
 
 Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; 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; notes.md §129
+
+## 130. User-provided HIGH - aisearchio census gaps (2026-09-20 ~19:36 Boise / 2026-09-21T01:36Z)
+
+Coverage audit on a **fresh PR off latest `main`**
+(`cursor/aisearchio-census-gaps-5171`) after `d26578f` (merged #52
+hourly 1843, `notes.md` §129 / items 481–496 / batch #111; merged #51
+hourly 1746, `notes.md` §128). **HARD RULE:** do not reopen or
+amend PR #23–#52. Do **not** re-fold §129 1843 / §128 1746 / §127 1643
+*as a second census*. This fold's IDs: `notes.md` §130 / composition
+497–504 / findings batch #112.
+
+Never reopen merged #7–**#52**. Do **not** bump the 0.5.0 pin.
+Skip Archer rewrite. Quote READMEs. Mark *theirs*. No wrappers, keys,
+`npm` / `pip` / `uv` / `docker` / Modal deploy recipes.
+`invented_signal: false`. Hunches labeled. Soft scores ≠ hard gates.
+replica ≠ TypeSafe. TypeSafe-compatible ≠ TypeSafe replica.
+
+Basit asked to cover every repo in
+[@aisearchio](https://x.com/aisearchio/status/2101720039779086414)
+(open-source Jev alternatives list, 2026-09-20 17:08 UTC). The tweet is
+a **community census pointer**. catalog ≠ endorsement. 15 GitHub links.
+12 already carded or densified (laya, open-alternative-jev, openjev,
+jeff, kev, openjev-sglang, openJev-verdict-2.0, nimble, classifier-dev,
+SemIf, fast-jev-compaction, jevlike). Three gaps this fold:
+
+1. **[sgoedecke/system-one](https://github.com/sgoedecke/system-one)**
+   MISSING. First-sighting card below.
+2. **[mithalouni/system-one-open](https://github.com/mithalouni/system-one-open)**
+   name-drop / Benchmark Heaven table only (§78). Promote to a real
+   first-sighting card. Do not mint a sibling of the table row.
+3. **[kotoba-lang/typed-decisions](https://github.com/kotoba-lang/typed-decisions)**
+   thin one-link under the Hub encoder (§33). Proper first-sighting.
+   Namesake lock vs
+   [`convaiinnovations/laya-typed-decisions`](https://huggingface.co/convaiinnovations/laya-typed-decisions).
+   The Hub encoder card stays §33.
+
+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 fold is the three
+gap first-sightings plus the census pointer. Third-party benches stay
+*theirs*. Softmax over option letters is still not a Noul. SHA move is
+not a replica. Archer still **promised_not_landed**.
+
+Unique consecutive fragments (this fold) must appear as **one
+substring** in overlays (see uniqueness gate):
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
+
+### How-to-apply (four placements / class lenses)
+
+These are *class* lenses, not vendor tutorials. Same discipline as
+§129 (reconstruction ≠ replica) and §126 (Constrained AR ≠ calibrated
+Noul). Formal methods **compose**: a Noul is a SENSOR; a batched
+single-token Choice is not hosted Jev; a Gemma LoRA replica is not
+TypeSafe; a census list is an index.
+
+1. **TypeSafe-compatible ≠ TypeSafe replica**
+   (sgoedecke/system-one PRIMARY). Quote *theirs*: Turn any LLM into a
+   System One model like Jev: a fast general classifier that you can
+   supply a set of questions to and get an answer in a single forward
+   pass. `SystemOne.from_pretrained`. Compatible with TypeSafe
+   (`typesafe_sdk.Choice`). Prefill `choice_index:` and constrain
+   logits to index tokens. `cache_prefix=True` batches question
+   suffixes after one prefill. That is an **open LM logit trick** on
+   stock Qwen, not RLCD and not hosted `jev-1.13`. TypeSafe-compatible
+   ≠ TypeSafe replica. Do **not** copy `pip install -e .`.
+2. **replica ≠ TypeSafe**
+   (mithalouni/system-one-open). Quote *theirs*: State in, typed
+   calibrated decisions out, one forward pass, no decoding. Open
+   replica of TypeSafe's Jev on Gemma 4 E2B (attention LoRA) and
+   Gemma 3 270M, trained and served on Modal. MIT. TypeSafe public
+   eval, strict common subset (343 pairs): Jev **86.9%** vs this
+   replica **76.7%** *theirs*. Stock Qwen 7B 73.8% *theirs*. 27-question
+   launch-demo 97 ms H100 vs Jev 114 ms *theirs*. Held-out task types
+   74.8% *theirs*. Demo families 98.8% / ECE 0.003 *theirs*. Weights:
+   open on the Modal volume; HF upload pending. replica ≠ TypeSafe.
+   Those numbers are the author's eval, not Harbor. Soft scores ≠
+   hard gates. Do **not** copy Modal `deploy` / `S1_GPU`.
+3. **Namesake lock: kotoba-lang/typed-decisions ≠ Laya HF**
+   (kotoba-lang/typed-decisions). Quote *theirs*: A lightweight
+   reproduction of the Jev shape (state + Choice / Score / Noul) on
+   two backbones so speed, accuracy/calibration, and training cost
+   can be read side by side. ModernBERT-base 0.717 / 68 ms *theirs*.
+   DeBERTa-v3-large **0.855 / 42 ms** *theirs*. LLaDA-MoE-7B-A1B LoRA
+   0.835 / 676 ms *theirs* (H100, 1,500 test states / 3,508 questions).
+   Public gold only (banking77 / sst5 / boolq). Jev's 67.8% on four
+   private workflows is **not comparable**. Hub
+   `com-kotobalabs/open-jev-deberta-v3-large` stays §33 (encoder open-jev,
+   in-domain 0.854 / OOD 0.690). This GitHub repo is the training
+   record, not Laya.
+   kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions
+   ≠ mys/laya-typed-decisions-GGUF. encoder class member not Jev replica.
+4. **catalog ≠ endorsement**
+   (aisearchio 15-link list). Quote *theirs*: Jev is closed and paid.
+   Here's a list of open source Jev alternatives I've found so far.
+   (There are likely more.) A vibe-clone census is an **index**, not a
+   grant and not a bake-off. Life analogue: a restaurant roundup is
+   not a health inspection. Do not treat the 15 URLs as Augustus
+   endorsements. The 12 already-carded links stay on their original
+   sections. This fold only mints first-sightings for the three gaps.
+
+### HIGH
+
+1. **[`sgoedecke/system-one`](https://github.com/sgoedecke/system-one)**
+   : NEW HIGH PRIMARY (Python; GitHub id **1374382889**; **20★**;
+   forks **3**; open issues **0**; size **125589**; default **main**;
+   homepage **null**; LICENSE **absent** this pass). HEAD
+   `ebde2a2db7067b920dfe51e9ce785613e66613d5` ("Revise README for
+   System One model details", 2026-09-18T03:22:06Z). README SHA
+   `d331b567e2c37146a6194004ee494d5f9bbc345d`. Created
+   2026-09-17T12:13:54Z; pushed 2026-09-18T03:22:07Z; updated
+   2026-09-20T21:23:45Z. Description *theirs*: "Batched single-token
+   choice inference for open language models, compatible with
+   TypeSafe." PyPI-style name `system-one-inference` 0.1.0; depends
+   `typesafe-sdk>=0.6,<0.7`. Quote README *theirs*: The code is
+   vibe-coded but I wrote this README by hand. `SystemOne.from_pretrained`
+   example uses `Qwen/Qwen2.5-0.5B-Instruct` plus `typesafe_sdk.Choice`.
+   How it works *theirs*: chat template, prefill `choice_index:`,
+   constrain sampling to index tokens; most likely index is the
+   choice in one forward pass. `cache_prefix=True` prefills once then
+   evaluates question suffixes. Demos *theirs* on **Qwen3-8B**: Doom
+   (Freedoom MAP0) 600 ms ordinary tool-calls vs 172 ms median System
+   One (3.5x); Wikipedia race Baseball → Scientific American →
+   Amateur astronomy → Sun in 3 hops (labels, not choice indexes,
+   because >1k links). Game success ≠ calibrated Noul. TypeSafe-compatible
+   ≠ TypeSafe replica. Namesake: sgoedecke/system-one ≠
+   mithalouni/system-one-open ≠ KathanModh259/system-one ≠
+   babybear-labs/system-one. Do **not** copy `pip` / demo MP4 recipes.
+   Star counts ephemeral.
+
+2. **[`mithalouni/system-one-open`](https://github.com/mithalouni/system-one-open)**
+   : NEW HIGH (was table-only §78). Python MIT; GitHub id
+   **1374004718**; **18★**; forks **4**; open issues **1**; size
+   **13272**; default **main**. HEAD
+   `77f1f7cccf8aa752e0ed7edcc8d2094bac707bdc` ("Add preset-scenarios
+   demo recording", 2026-09-17T07:06:53Z). README SHA
+   `535f33028a685b909fbc287409697be55da6756a`. LICENSE SHA
+   `2f6f2cf1064edf9f585eb7c4ed56269f981dd407` (Copyright (c) 2026
+   Rami Mithalouni; demo presets adapted from
+   rorshopping/jev-on-a-laptop MIT). Created 2026-09-17T05:56:58Z;
+   pushed 2026-09-17T07:06:55Z; updated 2026-09-20T18:12:14Z.
+   Description *theirs*: "Open replica of TypeSafe's Jev: typed
+   calibrated decisions in one forward pass, on Gemma 4 E2B / Gemma 3
+   270M (Modal)". Three primitives *theirs*: `choice`, `score`,
+   `noul`. Up to 52 options in one pass (A–Z, a–z single tokens in
+   Gemma). Quote table *theirs*: TypeSafe public eval, strict common
+   subset (343 pairs) Jev **86.9%** / replica **76.7%**; same eval
+   stock Qwen 7B 73.8%; 27-question launch-demo 114 ms vs 97 ms
+   (H100); 1,000 emails × 4 decisions 13.4 s / 74.6 emails/s / 95.4%
+   spam accuracy; demo task families 98.8% · ECE 0.003; held-out task
+   types 74.8%. Weights closed-API vs open safetensors on Modal; HF
+   upload pending. replica ≠ TypeSafe. *theirs* not Harbor. Soft
+   scores ≠ hard gates. Live demo *theirs* scales to zero (first
+   request after idle ~60 s). Do **not** copy Modal `run` / `deploy`.
+   Namesake: mithalouni/system-one-open ≠ sgoedecke/system-one.
+   §78 Benchmark Heaven row "system-one-open Gemma 4 E2B LoRA 68.7"
+   stays that board's *theirs*, not this README table.
+
+3. **[`kotoba-lang/typed-decisions`](https://github.com/kotoba-lang/typed-decisions)**
+   : NEW HIGH (was one-link §33). Python Apache-2.0; GitHub id
+   **1375505368**; **1★**; forks **0**; open issues **0**; size
+   **14217**; default **main**. HEAD
+   `10d7834d3b99041f890db4615fb38ef95ced50cc` (merge PR #6
+   code-holes, 2026-09-20T02:57:51Z). README SHA
+   `4d6bbf4c4e446270dea99bb8b9d70bf2df628f09`. LICENSE SHA
+   `513bb5e3cb4c876f35e941c1dcee1c64bfa1f4d5` (Apache-2.0,
+   Copyright 2026 kotoba-lang contributors). Created
+   2026-09-18T07:03:52Z; pushed 2026-09-20T02:58:24Z; updated
+   2026-09-20T02:57:55Z. Description *theirs*: Jev-shaped
+   typed-decision model (state + Choice/Score/Noul questions ->
+   calibrated probabilities, one pass) on ModernBERT / DeBERTa /
+   LLaDA-MoE, with measured latency, accuracy, calibration and
+   training cost. Quote *theirs*: the subject is the typed-decision
+   model, not a role and not an origin. Jev is the reference point,
+   not a spec we implement. Head-to-head H100 2026-09-18 *theirs*
+   (1,500 states / 3,508 questions): ModernBERT-base 149M 0.717 acc
+   / Brier 0.359 / ECE 0.013 / e2e 68 ms; DeBERTa-v3-large 435M
+   **0.855** / 0.204 / 0.014 / **42 ms**; LLaDA-MoE-7B-A1B LoRA
+   0.835 / 0.231 / 0.028 / 676 ms. Product path *theirs* is the
+   encoder, specifically DeBERTa-v3-large, not ModernBERT-large.
+   Public gold only. Jev 67.8% is a different target. Published Hub
+   `com-kotobalabs/open-jev-deberta-v3-large` stays §33 (in-domain
+   0.854 / OOD 0.690). encoder class member not Jev replica.
+   **Namesake lock:** kotoba-lang/typed-decisions ≠
+   convaiinnovations/laya-typed-decisions ≠
+   mys/laya-typed-decisions-GGUF. Do **not** copy `uv` / Modal
+   training. Star counts ephemeral.
+
+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 /
+   bookmarks 135 / views 7619 this pass (ephemeral). Quote *theirs*:
+   Jev is closed and paid. But the nice thing about AI nowadays is
+   that it can vibe clone almost anything in just a few hours.
+   Here's a list of open source Jev alternatives I've found so far.
+   (There are likely more). **15 links.** Already carded/densified
+   (12): NandhaKishorM/laya (§76), ikermoel/open-alternative-jev
+   (§49), razorback16/openjev (§75), logan-markewich/jeff (§60),
+   jaredpalmer/kev (§45), ekzhang/openjev-sglang, Heman10x-NGU/openJev-verdict-2.0
+   (§71), bespokelabsai/nimble, mrmps/classifier-dev (§73),
+   TheoLeeCJ/SemIf (§117), tamaratran/fast-jev-compaction,
+   vinnylarouge/jevlike. Gaps folded here (3): mithalouni/system-one-open,
+   kotoba-lang/typed-decisions, sgoedecke/system-one. catalog ≠
+   endorsement. Do not treat the list as Harbor, as a bake-off, or as
+   Augustus picking winners. Cousin of §77 @airesearch12 Benchmark
+   Heaven tweet (different author, different artifact).
+
+### Theater (do not)
+
+Treat 76.7% / 86.9% as Harbor or as "the replica is Jev"; treat
+0.855 as a TypeSafe Noul; treat `SystemOne.from_pretrained` as hosted
+`jev-1.13`; treat TypeSafe-compatible SDK types as logit-equiv;
+collapse kotoba-lang/typed-decisions into
+convaiinnovations/laya-typed-decisions; treat the aisearchio list as
+an endorsement; copy `pip` / Modal / `uv`; reopen merged #23–#52;
+steal §129 from merged #52; bump 0.5.0; invent Archer.
+
+### Census
+
+Live REST quoted above. sgoedecke **20★**. mithalouni **18★**.
+kotoba-lang/typed-decisions **1★**. Star counts ephemeral. Archer
+still **NOT landed**. Hub archerhume/4rcherhume HTTP **401**.
+`invented_signal: false`.
+
+### Not
+
+Not a TypeSafe how-to. Not a System One / Gemma / DeBERTa install
+guide. Not a second Benchmark Heaven census. Not wrappers. Do not
+copy keys / commands. Do not dump source / weights / eval JSON.
+Skip Archer rewrite.
+
+### Adversarial review + testing hooks (Basit standing
+order)
+
+Parent merge only after **CLEAN** adversarial review **AND** testing.
+Hooks for the reviewer:
+
+- Uniqueness-gate: the consecutive
+  `User-provided 1936 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
+  stay one substring each (do not mutate them; do not reopen #23–#52).
+- Namesake locks: sgoedecke/system-one ≠ mithalouni/system-one-open ≠
+  KathanModh259/system-one ≠ babybear-labs/system-one;
+  kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions.
+- Densify vs new: mithalouni was a table name-drop (§78); this is the
+  first-sighting card, not a sibling of the board. kotoba Hub encoder
+  stays §33; this is the GitHub training-record first-sighting.
+  sgoedecke was missing.
+- Harbor-jevals: 76.7% / 86.9% / 97 ms / 74.8% / 0.855 / 42 ms /
+  0.717 / 68 ms / 0.835 / 676 ms are *theirs*, not Harbor.
+- Anti-patterns to refuse: TypeSafe drop-in; TypeSafe-compatible as
+  replica; replica as TypeSafe; 0.855 as a hard gate; census as
+  endorsement; collapsing kotoba into Laya HF; copying keys /
+  `npm` / `pip` / `uv` / `docker` / Modal.
+- Overlay set: SKILL.md body (protocol fragments + User-provided 1936),
+  mental-models Apply 1936, composition-algebra items 497–504, 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 #112, refresh-log, sources.json,
+  changelog-hourly.md, revisit_fingerprints.json (three first looks).
+- Offline check: `evaluate_decisions.py --self-test` (now includes
+  TypeSafe-compatible ≠ TypeSafe replica / replica ≠ TypeSafe /
+  kotoba ≠ laya-typed-decisions / census ≠ endorsement) and
+  `uniqueness_gate.py` (0843 + 0915 + jcr + 0922 + 0940 + 0947 +
+  1049 + 1143 + 1248 + 1340 + 1441 + 1542 + 1643 + 1746 + 1843 +
+  1936). No live Jev key. No wrappers.
+
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
diff --git a/research/refresh-log.md b/research/refresh-log.md
index 558b57f..f5c3c99 100644
--- a/research/refresh-log.md
+++ b/research/refresh-log.md
@@ -1,3 +1,21 @@
+## 2026-09-21T01:36Z / ~19:36 Boise - User-provided 1936 HIGH
+- Fresh PR off latest `main` after merged #52 (hourly 1843 / `notes.md` §129
+  / items 481–496 / batch #111) and merged #51 (hourly 1746 / `notes.md`
+  §128). Next free IDs: `notes.md` §130 / composition 497–504 / findings
+  batch #112.
+  **HARD RULE:** do not reopen or amend PR #23–#52.
+- PRIMARY: sgoedecke/system-one. SystemOne.from_pretrained.
+  TypeSafe-compatible ≠ TypeSafe replica.
+  Novel HIGH: mithalouni/system-one-open first-sighting / kotoba-lang/typed-decisions first-sighting / aisearchio census pointer.
+  SHA move is not a replica.
+- Evidence: tweet + READMEs/metas under `/home/ubuntu/.cursor/projects/workspace/uploads/`.
+- uniqueness_gate 0843+0915+jcr+0922+0940+0947+1049+1143+1248+1340+1441+1542+1643+1746+1843+1936.
+  Evaluator: TypeSafe-compatible ≠ TypeSafe replica / replica ≠ TypeSafe /
+  kotoba ≠ laya / census ≠ endorsement.
+  Quote *theirs*. No wrappers. `invented_signal: false`.
+- User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
+
+
 ## 2026-09-21 ~00:43 UTC / ~18:43 Boise - Hourly 1843 HIGH
 - Fresh PR off latest `main` after merged #51 (hourly 1746 / `notes.md` §128
   / items 465–480 / batch #110) and merged #50 (hourly 1643 / `notes.md`
@@ -3356,3 +3374,6 @@ Hourly 1542 uniqueness lock: TypeLLM/TypeLLM densify HEAD 6a48f9f1e623 README SH
 
 **Hourly 1746 HIGH (`notes.md` §128).** TypeLLM truncated thinking densify. 0.8B thinking On 0/18 *theirs*. forced closure 20/20 type-valid *theirs*. Constrained AR ≠ calibrated Noul. Kev-0.8B completes family. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. transfer-v9 5%/9%/26% *theirs*. Facts go to code. Judgments go to Jev. Only facts can block. Jev never blocks. five-lines threshold 0.80 still soft. 155/155 argmax *theirs*. Qwen3.5 ≠ Archer. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#50. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 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; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
+
+**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. 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`.
+User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; 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 §130
diff --git a/research/revisit_fingerprints.json b/research/revisit_fingerprints.json
index e9f786b..de6b2b6 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).",
+  "note": "Last-look snapshots for already-catalogued sources. Hourly diffs these four fingerprints. Star-noise is not a fold. SHA move is not a replica. Seeded from merged notes (SemIf \u00a7117, NanoJev \u00a7115) plus hourly 1248 densify (openjev \u00a775, von \u00a749, verdict \u00a771, kev \u00a745, jeff \u00a760, TypeLLM \u00a7113) plus hourly 1340 densify (openjev sdk 0.7 + MLX 400, kev PLAN_Qwen35) plus hourly 1441 densify (openjev STE backends+Codiv dual serving) and 1441 first sightings plus hourly 1542 densify (TypeLLM README 3k\u219212k 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 \u00a753, jevassert \u00a770, jev-packs \u00a764) 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 \u2192 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).",
   "looks": [
     {
       "id": "github:TheoLeeCJ/SemIf",
@@ -1530,6 +1530,42 @@
         "release_tag": null
       },
       "readme_sha": null
+    },
+    {
+      "id": "github:sgoedecke/system-one",
+      "notes_section": "130",
+      "last_look": "2026-09-21T01:36Z",
+      "fingerprints": {
+        "default_sha": "ebde2a2db7067b920dfe51e9ce785613e66613d5",
+        "pushed_at": "2026-09-18T03:22:07Z",
+        "description_hash": "88c6ac90a44e",
+        "release_tag": null
+      },
+      "readme_sha": "d331b567e2c37146a6194004ee494d5f9bbc345d"
+    },
+    {
+      "id": "github:mithalouni/system-one-open",
+      "notes_section": "130",
+      "last_look": "2026-09-21T01:36Z",
+      "fingerprints": {
+        "default_sha": "77f1f7cccf8aa752e0ed7edcc8d2094bac707bdc",
+        "pushed_at": "2026-09-17T07:06:55Z",
+        "description_hash": "8755f1023081",
+        "release_tag": null
+      },
+      "readme_sha": "535f33028a685b909fbc287409697be55da6756a"
+    },
+    {
+      "id": "github:kotoba-lang/typed-decisions",
+      "notes_section": "130",
+      "last_look": "2026-09-21T01:36Z",
+      "fingerprints": {
+        "default_sha": "10d7834d3b99041f890db4615fb38ef95ced50cc",
+        "pushed_at": "2026-09-20T02:58:24Z",
+        "description_hash": "8588e6be9350",
+        "release_tag": null
+      },
+      "readme_sha": "4d6bbf4c4e446270dea99bb8b9d70bf2df628f09"
     }
   ]
 }
diff --git a/research/sources.json b/research/sources.json
index b666790..ee18fe6 100644
--- a/research/sources.json
+++ b/research/sources.json
@@ -1,6 +1,6 @@
 {
   "refresh_cadence": "hourly",
-  "retrieved": "2026-09-21T00:43Z",
+  "retrieved": "2026-09-21T01:36Z",
   "sources": [
     {
       "kind": "docs",
@@ -5305,6 +5305,24 @@
       "title": "DavidHatley/system-one-mini-data",
       "url": "https://huggingface.co/datasets/DavidHatley/system-one-mini-data",
       "note": "sha 319c9329b417 independent research artifacts, not reproductions of Jev or RLCD. notes.md §121."
+    },
+    {
+      "kind": "github",
+      "title": "sgoedecke/system-one",
+      "url": "https://github.com/sgoedecke/system-one",
+      "note": "20★ HEAD ebde2a2db706 SystemOne.from_pretrained TypeSafe-compatible ≠ TypeSafe replica. notes.md §130."
+    },
+    {
+      "kind": "github",
+      "title": "mithalouni/system-one-open",
+      "url": "https://github.com/mithalouni/system-one-open",
+      "note": "18★ MIT HEAD 77f1f7cccf8a 76.7% vs Jev 86.9% *theirs* replica ≠ TypeSafe. notes.md §130."
+    },
+    {
+      "kind": "x",
+      "title": "aisearchio open-source Jev alternatives list",
+      "url": "https://x.com/aisearchio/status/2101720039779086414",
+      "note": "15-link census catalog ≠ endorsement. 12 already carded 3 gaps this fold. notes.md §130."
     }
   ]
 }