The judgment-model class, analyzed (Jev is exemplar)

Snapshot of 187 repositories built on TypeSafe Jev (jev-1.13) during launch week (Sep 15–18, 2026), all cloned and indexed with per-repo evidence, plus class-level neighbors (open heads, GLiNER/GLiClass encoder family, listwise rankers, vision scorers). Maintained by the Augustus skill; refreshed hourly on weekdays. Jev is the densest public corpus, not the class monopoly.

• archive/evidence.csv — 169-row per-repo table: README size, languages, primitive usage (Noul/Choice/Score/API), tests, threshold histograms.
• archive/findings.md — deep-read distillation with status labels (Contract / Empirical / Hypothesis).
• archive/repos.txt — every clone.

Categories

Decision engines & search

• paulobueno164/jev-mcts — MCTS with typed fidelity (grounded depth 24, speculative capped at 2), “only probes concede,” calibrated thresholds, seeded debias. 24/24 vs greedy 1/24.
• lhemerly/mcts-agent — batched Noul prune + Choice PUCT priors + Score/10 leaf value (no random rollouts).
• carlaiau/jev-reranking — independent TREC DL2019 benchmark: zero-shot Jev best MAP 0.4748, nDCG@10 0.683 vs monoBERT 0.718; $0.76 per 41k pairs.
• superagents-lab/jev-search — federated web search: Jev understands intent (query/sources/time-range), lanes fan out concurrently, Jev ranks results; merge by URL + engine agreement + rank.
• kazuhideoki/jev-search — recursive file search + fzf. Not the federated web product. notes.md §55.
• kbhuw/jev-sift — classify-first MCP: batch path/url/text → Jev before the main agent reads. Topology A, not a host adapter. notes.md §56.
• Bentlybro/jevgrep — meaning-search CLI+MCP without embeddings (jgrep). Packed parallel relevance; 79% top-5 vs BM25 40% / grep 20% on docstring-stripped repos. Keyword still wins exact strings. notes.md §58.
• Max-sm-yc/Jev-RAG — one-run RAG+Jev rerank vs Muse Spark rerank (≥70% cost / 72% latency); full-context Spark still faster. notes.md §58.

Languages & runtimes

• probably-lang (southpolesteve) — a programming language whose loop conditions are Jev feelings: while draft feels "like a LinkedIn influencer post" { … }. Judgment-state recordings give deterministic replay. HIGH 1943: southpolesteve/probably TypeScript MIT; 3★; HEAD 6bf671a4; README SHA c28570a9. 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. notes.md §100.
• carldaws/hunch — Ruby library, not a new language: almost_certain? / pick / rate as chance/Choice/Score. English-as-config. Validations rescue nil fail-open at save. notes.md §55.
• dannote/jev — Elixir/OTP: Jev as a peer process; answers are messages; “clause order is the routing, thresholds are guards”; network-free tests.
• jamesward/zio-typesafe-ai — Effect-oriented (ZIO) client: Jev is the outer Choice; the handler runs the effect. Not Effect.ts and not the Jev HTTP contract. Hypothesis: mappings.md §19 (notes.md §28).

Agent harnesses & self-supervision

• Kevthetech143/super-jev — domain-independent loop: observe → questions → decide → permit (independent of confidence) → execute (idempotency key) → verify → JSONL replay.
• AntonioCoppe/jev-harness — policy + confidence gate + shadow mode + offline eval CLI asserting on the action; 24-row filter 48.9s (Claude CLI) vs 1.3s Jev. Harbor/jevals-adjacent practice. notes.md §33, §44.
• khordoo/jev-reflex-autonomy-lab — S1 Jev reflex keeps control; optional S2 planner is one-use advice on low confidence. Delta: escalate without stalling; purple telemetry = consumed not arrived; Local controller (rule-based) ≠ githubnext/localjev; 20% starting gate still soft; seed = geometry not replay; no pixels; experimental viz, not a flight controller. notes.md §46, §80.
• perixtar/jev-e2e — NL cases; Jev selects observed controls; Playwright independently checks. PASS/FAIL/BLOCKED. Alpha. notes.md §46.
• Wany-i/jev-decision-layer — business decision tool; caller names the judgment; gate is part of the result. Unofficial. notes.md §46.
• yalindogusahin/jevpandas — pandas semantic index; noul/choice/score; LICENSE absent this pass. notes.md §46. Accessor sibling: ktaletsk/jevframe (PyPI; pandas and Polars .jev; full p__). notes.md §48.
• Friedjof/jev-mobile — durable Android worker + Mobile MCP; Jev sees prevalidated candidates only. notes.md §33.
• jcpsimmons/jev-macos-loop — Apple-silicon computer-use; local OmniParser/OCR/AX; text-only Jev. Finder demo independently verified.
• awlevin/typesafe-computer-use — productized macOS OCR+AX → hosted TypeSafe Choices → deterministic click/type. Never ships a screenshot for the decision; writer only for free text; overlapping options = doubt; split kind/item/site; 155× theirs one screenshot, not a Harbor taskset. ≠ jev-ultrafast ≠ cua-s1 ≠ jev-macos-loop ≠ camoufox. notes.md §81.
• moritzkremb/jev-voice-browser — productized ASR → Playwright observe→score→act. Partial transcripts → one 9–11-question Jev request; pointer spans; is_command / complete / destructive gates; numbered overlay, no second model. Spoken confirm ≠ auth. 27/27 fixtures theirs, not a Harbor taskset. ≠ jev-voice-control ≠ nikolas-j ≠ typesafe-computer-use. notes.md §82.
• reddpy/AgentGhost — wrap-as-execution ALLOW/ASK/DENY. The wrap is the tool function; rules first; ASK throws; fail-closed. Judge swappable. MIT 2★. ≠ jwen5419807/agentghost ≠ vventirozos ≠ actiongate ≠ jev-use. rh-guard owns the gate cousin. notes.md §83.
• rajdhakad9826/routeKit — Jev estimates task requirements; policy engine selects the LLM. Jev does not pick the model.
• jxu-dev-c/jev-adaptive-thinking — session-sticky first-prompt Jev classification; fail-closed lock to gpt-5.6-sol. License null. notes.md §58.
• Dicklesworthstone/skillranker — hook ranks the skill catalog from live context with a calibration loop.
• GodsBoy/jev-agent-skill-router — 94.4% vs 70.8% lexical routing on 72 requests.
• matthewdonsemail-lab/open-typesafe-camoufox — browser agent at ~$0.0002/step: 11-way action Choice, free text only when needed.
• gamesonrblx/Jevbridge — ACP adapter putting Jev’s typed decisions alongside Codex/Claude/Grok.

Latency-first applications (dabit3/jev-experiments, 21 demos)

Per-keystroke launchers (104ms median, sequence-tagged staleness), firehose moderation at 300 msg/s with judge-once/re-policy-in-code, pre-execution guards (shell/commit/send), 32-agent swarm at 65 decisions/s ≈ $10/h, voice turn-taking, meeting minutes 150ms after each utterance, JUDGE/SCORE/CHOOSE spreadsheet formulas, accessibility-tree computer use, BM25→Jev re-rank (50%→100% top-1).

Measurement & calibration

• FirasSX914/calibre — thresholds don’t transfer across datasets: Banking77 routing win (80.2%@$0.103) became a 46%-more-cost tie on Web of Science.
• arnabgho/rlcd-lite — GRPO + Brier proper-scoring-rule reward → calibrated decisions; binary reward doesn’t calibrate.
• stephanj/parallelConstraintDecoding — whole JSON schema of booleans/enums in two forward passes (prefill → parallel masked fields).
• Foadsf/jev-for-engineers, AbdelStark/jev-benchmarks, BrendanH18/jev-lab — measurement discipline and cost/latency visibility.
• dayhaysoos/jevals — local MIT workbench: labeled cases (Noul / Choice / Score), compare runs, WebMCP + agent skill. Empirical acceptance-test surface for Hypothesis mapping cards; complements evaluate_decisions.py. Not affiliated with TypeSafe. Pointer: research/notes.md §24. Hygiene and the Harbor substrate: validation.md Eval & hill-climb (notes.md §40). Shared bake-off exemplar: pngwn/open-jev-laya-bench (ECE/NLL/Brier; LLM-as-judge is not the score; notes.md §46). Harbor-style frozen protocol vs constrained LLMs: nibzard/decision-model-benchmark (DMB v2; jev banking 76.3% / spam 93.0% / 256+ cap; p50 264–276 ms; $0.07/1k; notes.md §49). Feedstock: Jevals/jevals-data (CC-BY-4.0 boards + JSONL; recompute-from-logs; 2026-09-18 board). Boundary map (not a leaderboard): Zaious/jev-capability-atlas. Combinatorial negative: simonmesmith/jev-arc-agi-v1-experiment (Direct Jev 4/400). Pre-registered independent eval (honest negative): ickma2311/jev-baselines-eval (both AMBIGUOUS; cascade sign-flip; notes.md §55). Healthcare Harbor-shaped: si618/explore-typesafe-ai (synthetic FHIR; not clinically validated).
• jeiel85/jevscope — local-first visual debugger + JSONL regression for Choice/Score/Noul; compare two definitions; policy buckets are JevScope-derived. Sits next to jevals. Pointer: research/notes.md §25.

Local / open heads & GLi* species

• GLiNER / GLiNER2.5 / GLiClass — species map: locate spans vs categorize the sequence vs local multi-head (fastino-ai GLiNER2.5 CPU-first). Peer of Jev, not a footnote. references/judgment-class.md. Author primary source: GLiNER2 “like jev” is schema-conditioned categorize (GLiGuard), not a Noul (notes.md §28). 36× Browser Use claim is a tweet (notes.md §25). Named jobs: gliner25-compaction — extractive retention Choice + char-offset copies; not a summarizer; not Jev (notes.md §50). gliner2-ultrafast — GLiNER2 fastino/gliner2-multi-v1 scores observed a11y/DOM controls; not GLiNER2.5; not multimodal (notes.md §52). Native Apple locate: gliner-native-runtime — unofficial Swift/Core ML fastino/gliner2.5-small-v1 on ANE; entity spans + confidence; not Choice/Score/Noul; not TypeSafe (notes.md §97).
• GLiGuard (fastino-ai) — 0.3B GLiNER2 encoder, checkpoint fastino/gliguard-LLMGuardrails-300M. One bidirectional pass over a safety schema. Same interface shape as batched questions; different objective. Not a Jev weight clone. judgment-class.md; notes.md §30.
• DECRUX9812/openjev-lm — Qwen2.5-0.5B+LoRA distilled from hosted Jev answers; 65/70 = 92.9% on 70 hand-labelled rows (one annotator, one domain, one seed) overnight on 6 vCPU, $0/call. Its 98.1% on fresh rows is teacher agreement, not gold. Receipts pattern: notes.md §25, §44.
• convaiinnovations/laya — open Choice/Score/Noul head, text-only, 512 tok. Companion packaging: laya-typed-decisions (421.3M, acc 0.766 / Brier 0.066 unverified). Shared bake-off: pngwn/open-jev-laya-bench (26+9 tasks, 11959 items; ECE/NLL/Brier; not TypeSafe Jev vs Laya). ONNX replica: Mattepiu/laya-onnx (~15 ms CPU; do not copy vs-Jev table). GitHub/PyPI face this hour: NandhaKishorM/laya (Apache-2.0; 710★; Router; vs-Jev unpublished-here; notes.md §76). notes.md §18, §42, §46, §48, §72, §76.
• jaredpalmer/kev — Qwen2.5-0.5B LoRA + pointer readout; Apache-2.0; Hub jaredpalmer/kev-0.5b plus GitHub release tarball. Runnable Archer reconstruction (POST /v1/systemone). Public gold, not a Jev teacher. Isolation exact; ID ECE 0.065 (0.031 after T); acc 0.799 / 1,350. NOTA training must confront "other" as a wrong alternative (notes.md §45 delta). 100★ this pass (light activity delta; notes.md §49). Not a knowledge/frontier substitute.
• ikermoel/open-alternative-jev — packed one-forward logprob System One on open LLMs (HF + vLLM). Apache-2.0. Not a Jev reproduction. RACE-H 92.9% @ 4.55 q/s on Qwen3.6-27B 8-bit; interference 6–9%. Space demo. notes.md §49.
• wfzyx/von — §49 snapshot: 14 MB Needle SAN; local POST /v1/systemone; sub-15 ms CPU claim / ~38 ms embed. authored144 needle 52.6% — not a calibrated Jev replica. Distinguish from jev-local stub and kev pointer. Do not copy vs-Jev table. Late-catch rewrite is notes.md §99 (395M / n=78 93.0% theirs); do not merge the two tables. notes.md §49.
• Mintzs/jevify — CUDA/PyTorch packed-logprob cousin on Qwen2.5-1.5B (ora_decision_engine). Uncalibrated likelihoods ≠ Noul. Independent of Distillation. No LICENSE this pass. notes.md §55.
• BlackwoodAI/blackwood-rlcd — open multimodal RLCD (image-text-to-text), Jev-compatible shim, CC BY-NC 4.0. Screenshot + marked candidates → Choice. Card: web acc 0.907 vs Jev 1.13 text-only 0.480; letter-shuffle 0.133 vs 0.587; ECE 0.037; ~200 ms H100. Jev still leads general text 0.850 vs 0.786. Not Archer Watch. notes.md §46.
• 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.
• 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.
• bespokelabsai/nimble — open recipe: contrastive hard labels, not a Jev distill. Model card Apache-2.0 LoRA bespokelabs/Bespoke-Nimble-9B on Qwen3.5-9B (repo license absent). Their 324-row holdout is a named receipt, not a ranking. research/notes.md §35.
• mmastrac/djev-spark — DiffusionGemma 26B-A4B NVFP4, Jev-shaped decisions, images as an extension. Third compute graph. Interface claim, not a win over a decision head. research/notes.md §36.
• Perception then judgment — SAM 3.1 (masks and tracks) or ASR (a transcript) are upstream producers, not the perceive species. System One on that state is decide. Composition, not native omni. Information dies at the interface. Open multimodal decide that ships now: blackwood-rlcd (not Archer). research/notes.md §39, §46.

Structural prove ∩ remainder

• thevibeworks/jevgate — Proven / Refused / Unknown; cannot block; 0/59 unsafe unasked held-out. Allowlist proves read-only verbs; Jev judges only unlisted. Allowlist ∩ System One.
• coldteadotai/abide — same family, different remainder: linter proves lintable rules; Jev Scores residual soft AGENTS.md rules; fail-open, banded. notes.md §47.
• suraj-phanindra/wellposed — lint the Jev request before it comes back confidently wrong. Missing other → confidence 1.00 on a wrong Choice; gating cannot catch it. tenbin owns the lint skill. notes.md §46.
• misbahsy/doc-router — page OCR router: 155→87 billed, 1.74× $ on 19 docs / 155 pages. Same sandwich.

Agent harnesses extras (this hour)

• kevinpita/pi-jev-context — reversible Pi context sieve: hide, do not delete; /jev off restores. Cousin of winnow/jevprune.
• vava-nessa/pi-jev-compaction (and tamaratran/fast-jev-compaction) — verbatim drop, never summarize. Pair with jev-gate-student-b for local memory-gating. Same job as gliner25-compaction (GLiNER2.5 encoder backend; notes.md §50). Stdout cousin jev-pruner — same family, prune Bash before the LLM, not session memory (notes.md §53).
• reachjalil/jev-tree — authored taxonomy so each Choice stays under 255; truncate silently drops the tail (jev-tree-choice-cap).
• HacksonClark / SREGym-Lite — Jev ranks next tests/evidence; does not diagnose; 20/50→24/50 with 2 regressions. notes.md §33.
• ddfeyes/jev-mode — bulk triage/tag/route off frontier context; synthetic 1,000: −77.8% tokens; accuracy is parity. notes.md §42.
• runta-dev/jot — closed-catalog System One shell (topology B). “First general-purpose” is a claim.
• wotai-dev/typesafe-jev-tools — meta-VOI: does this decision need a model? 149-row Jev vs Haiku 4.5.
• memovai/openevals — online every-step eval into Langfuse; code graders first. Beside Harbor, not instead of it.
• poponline63/hermes-jev-north-star — deterministic checks then Jev finish gate; empty evidence refuses.
• TheoOliveira/pi-jev — Pi semantic tool/skill routing. Not kevinpita/pi-jev-context.
• vtrivedy/jev-plays-games — Choice over legal moves; probabilities ≠ win odds.
• ant4g0nist/joxide — zoxide index, Jev shortlist, local paths only.
• mgaitan/sqlite-jev — batched NL judgments as a SQLite loadable extension (jev_rows). In-engine sibling of jevql’s CLI rewrite; inspired by pg-jev. Semantic full scan, not an index. notes.md §44.
• affirmitv/bitrate-advisor — live ABR: Jev proposes, deterministic policy clamps (never bolder). Missing the model returns policy. notes.md §44.
• nekowasabi/jev-routing — Go host adapter for Claude Code / Codex / Grok Build. Not MCP, not npx. notes.md §44.
• trietphan/jev-claw — OpenClaw typed routing: Jev classifies, decide() in code. notes.md §44.
• chris-wozniczek/jev-voice-control — Speech → Jev → macOS actions. README-only this pass. Hypothesis. notes.md §44. Productized cousin: moritzkremb/jev-voice-browser (§82). Do not collapse.
• gamesonrblx/JevML — claimed PCA/MCMC/diffusion/NCA primitives + a picker. README-only. Hypothesis. notes.md §44.

Skills & tooling

• typesafe-ai/skills — official skill (contracts/patterns).
• dbreunig/building-with-jev-skill — doc-grounded question design + symptom→cause→fix diagnosis table (distilled into our question-design.md).
• ax-llm/ax — native typesafe provider; typesafeainate/dspy-typesafeify — DSPy decorator PoC.
• riff (scale-venture-partners) — hybrid static+semantic linter with ruff-style JEV codes and per-finding calibrated p; 14 calls ≈ $0.0004.
• huntedman/JevLint — file-level convention Nouls (magic-strings, descriptive-names); write→check→fix; no line-level/auto-fix. Sibling of jev-pref. Independent. Pointer: notes.md §26.
• coldteadotai/abide — productized Jev preference lint (Claude Code / Codex / OpenCode). Soft instruction-file rules as one Score per rule on the diff; linter owns hard rules; bands + fail-open; compile/calibrate/tune/replay. Replay 93 sessions: edit precision ~26% / turn ~73% (independent review, before tune). Fuller path of jev-pref; complementary to rh-guard. Text/diff only. notes.md §47.
• super-jev / probably / jev-search above — see their cards in archive/findings.md.

Mixed architecture (2026-09-18T14 discourse + topic:jev)

Default placement, not a new product class: Jev judges, an LLM writes, code owns control. Movers that sharpened the card: git-jev-stage (exact hunk Choice), jevprune (per-line relevance with an always-keep set), llama-index-jev (rerank fails open / select fails closed), jev-pref (AGENTS.md as criteria; Abide is the productized path, notes.md §47), lizard-agent (no LLM when nothing needs writing), jevql (judgment as SQL WHERE; CLI so Postgres never sees jev()), sqlite-jev (in-engine SQLite extension; same hole), OpenSmoke (Jev over every step, LLM only on flags). Neighbor skills tenbin and decision-first are not Augustus clones — they own lint/eval and try-Jev-first habit. Entropy allocator (Hypothesis): cheap typed scorers for low- and medium-entropy decisions; a frontier write only for high-entropy synthesis (judgment-class.md; research/notes.md §38).

Hourly ~14:52 Boise (extractive / local surface / speed layer)

Patterns, not a catalog. notes.md §48. TypeSafe Jev is the exemplar in the READMEs, not a monopoly.

• AppitStudio/testimonial-miner — extractive selection + multi-question broadcast + offline redecide. Model never writes the quote.
• choxos/jev-reviewer — pointer-not-generator: line ids; verbatim copy with place; not found is an answer. Delta §74: 12★; two-pass Choice+Noul; human tick never overwritten; https://jevreviewer.xera.ac. ≠ egma-ai.
• egma-ai/jev-reviewer — Jev assigns PR attention P0/P1/P2; OpenAI writes behavior deltas. Attention ≠ correctness. Not the choxos pointer product. notes.md §58.
• us/jev-local — contract-compatible POST /v1/systemone. Default scorer is a stub until JEVLOCAL_SCORER=hf.
• hitakshiA/solari-reflex — observe → decide → verified act; no screenshots. Author table vs Codex on Solari ~3–7× wall. Encoder-backend cousin: gliner2-ultrafast (notes.md §52). Specialist-form cousin: cua-s1 (notes.md §54). Harness cousin: Stagehand experimental Jev stack (notes.md §57).
• ktaletsk/jevframe — pandas/Polars .jev accessor; full p__; sibling of jevpandas.
• de-niji/jev-hermes — route ≠ memory: cheap intent gate skips memory tours.
• ngallodev-software/agent-workflow-typesafe-ai — advisory sidecar receipts; never changes host routing (Apache-2.0).
• Joymfl/dag-jev — structure induction over a bag (experiment; empty README; no metrics).
• knowlet/jev-agentworld-web-simulator — decision for control, generator for content; SQLite world.
• ufx7/jev-testbench — collab arms (llm_autonomous / scripted_plus_jev / llm_plus_jev); Wilson / McNemar.
• alexykn/jevscan — Tree-sitter ∩ typed questions. tenbin owns the lint skill.
• cephalization/jev-oxlint — skills→oxlint remainder after AST/precheck; Phoenix fixtures; experiment; not a hard gate. notes.md §58.
• phin-tech/pi-jev-approver — Pi shell gate; fail-closed without a key. Light rh-guard-adjacent note.
• Mattepiu/laya-onnx — Laya ONNX port (~15 ms CPU). Do not copy the vs-Jev table. Distinct later replica: gqgs/laya-onnx (complete Laya→browser int8; conversion smoke; notes.md §64).
• kunchenguid/local-jev — ModernBERT /v1/systemone approximation; not behavioral equivalence. Distinct from jev-local stub and jeff. notes.md §64.

Spotcheck this pass (not a fold): SemIf 1551★ (+60 vs awesome claim 1491); jevlike 866★. Awesomejev 488/21644 not re-derived (public snapshot still 410 / 10,093). Tracker lastModified 2026-09-18T20:12:57Z; Laya listed; Blackwood not. Archer still Watch.

Hourly ~15:52 Boise (boundary map / Harbor bake-off / dual-process)

Patterns, not a catalog. notes.md §49. TypeSafe Jev is the exemplar, not a monopoly. Archer still Watch. X discourse blocked this hour.

• Zaious/jev-capability-atlas — when-it-holds map with API receipts. Axis: extractable from fed state vs needs outside knowledge. History suite table (A wrong@0.90 / B near-flat 0.07 / C right@0.97). Component node ≠ internals-as-FSM. Dangerous-high ECE (DAIR Emotion). Browser-use = DOM-as-text + fan-out, not vision.
• nibzard/decision-model-benchmark (DMB) — frozen protocol: jev vs 8 constrained LLMs vs baselines. v2 report of record. jev banking 76.3% / spam 93.0% / 256+ cap; p50 264–276 ms; $0.07/1k. No class wins on quality.
• Jevals/jevals-data — CC-BY-4.0 boards + JSONL. Recompute-from-logs. 2026-09-18 board (do not merge Banking77 with DMB/atlas).
• taro1985/dual-process-ai — Kahneman S1 decide / S2 generate. Routing accuracy unmeasured. Keyword fallback ≠ S1.
• simonmesmith/jev-arc-agi-v1-experiment — Direct Jev 4/400 (1%). Combinatorial ≠ extractive.
• ikermoel/open-alternative-jev — packed one-forward; RACE-H 92.9% @ 4.55 q/s. Not a Jev reproduction.
• wfzyx/von — §49 snapshot: 14 MB SAN local drop-in. Distinguishes from jev-local stub / kev pointer. Do not copy vs-Jev table. Late-catch §99 is 395M / n=78; do not merge.
• jaredpalmer/kev — light delta: 100★ this pass. No species rewrite.

Hourly ~16:22 Boise (GLiNER2.5 extractive compaction)

Architecture notes, not a plugin catalog. notes.md §50. TypeSafe Jev is the exemplar, not a monopoly. Not Jev. Not multimodal. Archer still Watch.

• m-newhauser/gliner25-compaction — local GLiNER2.5 (fastino/gliner2.5-base-v1) retention Choice (keep_full / keep_evidence / keep_call_only / drop) + exact character-offset copies. Pointer family with testimonial-miner / jev-reviewer. Mutating tools / shell operators → keep_full in code. Fail-closed to keep_full (contrast many fail-open Jev gates). Same compaction job as fast-jev-compaction / pi-jev-compaction; encoder backend; Fastino/GLiGuard sibling class. shadowMode default true. Experimental; characters not tokens; no published retention-quality rates. Apache-2.0.

Hourly ~16:48 Boise (CI merge-gate / fail-open wake / S1 indexer / claim-evidence)

Architecture notes, not a plugin catalog. notes.md §51. TypeSafe Jev is the exemplar, not a monopoly. Archer still Watch.

• CaseReed/latch — merge-gate: cluster in code, Jev labels cause, policy owns Gate PASS (infra) vs BLOCK (real). Judge never says ignore alone. Playwright reporter fail-open; --gate is a separate step. Pair Harbor + rh-guard. MIT.
• shitianfang/wakegate — fail-open VOI wake/resume (Horvitz). Skip only if Jev answers and p(wake)<0.2. 21/21 smoke (same author wrote scenarios+question). Contrast pi-jev-approver fail-closed / jevgate cannot-block. MIT.
• GreyssonEnterprises/s1-graphify-indexer (+ s1-indexer) — GLiNER default code-graph; escalate LLM only if backend loaded and low conf. 10–50× unfilled. Query does not invent edges. License not on GitHub this pass.
• VladyslavHontar/clear-head — Stop hook: claims vs session evidence. Keyword retriever; JEV_FIRM 0.6 never blocks below. MIT. 1★.
• reification-labs/foreman — description-only Phoenix scaffold (S1 specialists + S2 coordinator). Not the super-jev “foreman” loop. No Jev dep. Do not invent an Elixir API.
• vinilana/jev-gateway-bench — Harbor on/off routing; hidden chess perft; one-run signal (36/36 both; 4 vs 6 LLM req). Product sibling jev-gateway fail-open if Jev down. MIT.
• LightningK0ala/jev-marshal — Watch / empty repo. Policy-as-judgment PR cousin of Abide / if-ai.
• LilDojd/jevons — bounded Pi supervisor; shadow recovery; never generates commands. MIT.
• MED: if-ai (plain-English PR checks, fail-closed on error); omp-auto-mode (safe/unsafe/ask); jev-downloads-sorter (device-loop Choice); jev-label-desk (description-only); herdr-jev (~260 ms triage + triad; no-key heuristic).

Hourly ~16:56 Boise (GLiNER2 Ultrafast observe→score→act)

Architecture notes, not a browser-agent catalog. notes.md §52. TypeSafe Jev is the exemplar, not a monopoly. Not Jev. Not GLiNER2.5. Not multimodal. Archer still Watch.

• sahibzada-allahyar/gliner2-ultrafast — local GLiNER2 (fastino/gliner2-multi-v1) scores observed a11y/DOM controls. Adaptation of jev-ultrafast. No screenshots; no generated selectors; code owns actuators. Hybrid local decide + remote Mercury 2.5 fill. DONE ≠ verified success. Same job as jev-ultrafast / solari-reflex; encoder backend. Contrast blackwood-rlcd (screenshot + marked letters). Cousin: ShaunSpark/laya-mind2web-browser-agent (Laya over DOM indices). Fastino sibling class with gliner25-compaction (different hole) and GLiGuard (safety schema). Demo (theirs, not re-run): Flights 12.20 s visible / 13.785 s loop / ~$0.0001 API — demonstration, not a bake-off. MIT.

Hourly ~17:15 Boise (jev-pruner evidence-preserving Bash stdout prune)

Architecture notes, not a plugin catalog. notes.md §53. TypeSafe Jev is the exemplar, not the monopoly. Not a summarizer. Not session compaction. Not GLiNER. Archer still Watch.

• tamaratran/jev-pruner — after Bash, Jev Noul-prunes stdout chunks before the main LLM sees them. No summary. Hard envelope (≤10k estimated tokens; JSON/XML/YAML/diff/binary; whole-document commands) then soft Noul. Fail-safe keep original; full archive. Marketplace id still fast-jev-output. Codex is opt-in wrapper, not automatic interception. Same evidence-preserving family as fast-jev-compaction / gliner25-compaction; different job (command output vs session memory). Manual sweep (theirs): needles 24/24; mean reduction 83% on trim scenarios. Harbor plugin-eval cannot reach Jev. Terminal-Bench paired pilot is integration, not a full bench. MIT.

Hourly ~17:21 Boise (Cua-S1 specialist form System One, source-only)

Architecture notes, not a Driver / MCP catalog. notes.md §54. TypeSafe Jev is the exemplar, not the monopoly. Not TypeSafe Jev. Not GLiNER. Not a general CUA. Not multimodal pixels-in. Archer still Watch. Weights Watch.

• trycua/cua libs/cua-s1 — specialist System One computer-use research. Profile cua-s1-form-v0 (form-oriented UI). Parent MIT; ~23.3k★ this pass. Byte-level tinyx encoder + option-attention head: per observed element fill (from extracted Label: value) / check / click / skip. Does not generate values or selectors. Code owns execution order. Plan ≠ execute; dry-run default; execute and submit independent opt-ins; submit at most one high-confidence Button labeled exactly Submit / Submit Form; fail-closed on missing checkbox state; fill execution fails closed unless the runtime advertises token-based set_value. Source-only: no weights, no checkpoint scores. Offline metric names only (accuracy, abstention, coverage, wrong actions/targets, unsafe when should abstain). Tests exercise implementation, not checkpoint quality. Same observe→score-among-candidates→code-acts job as jev-ultrafast / gliner2-ultrafast / solari-reflex / laya-mind2web; parallel “System One” name in CUA, not a TypeSafe contract. Watch for a cua-s1-form-v0 artifact drop.

Hourly ~17:48 Boise (CUDA replica, decision-native RAG, verbatim recall, Ruby primitive, FHIR Harbor, AMBIGUOUS baselines)

Architecture notes, not a CUDA/venv / gem / mcp / uv catalog. notes.md §55. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. X MCP flap; since_id not advanced.

• Mintzs/jevify — CUDA/PyTorch parallel Choice/Score/Noul shape on Qwen2.5-1.5B (ora_decision_engine). CUDA graphs, branch kernels, literal-label scoring. Uncalibrated likelihoods ≠ Noul. Independent of Distillation. Default refund workflow is not a validated policy. No LICENSE this pass.
• emergency-lee/decision-native-rag-skills — MIT. Retrieve wide → decide → evidence set → conflict resolve → reason only over kept evidence. Provider-agnostic. No bundled harness. No universal benchmark. Core Augustus RAG mental model. Classify-first MCP cousin: kbhuw/jev-sift (notes.md §56).
• Dharundp6/jev-carryforward — MIT, 1★, npm carryforward. Verbatim session ledger; Jev scores recall; rules never judged; fail-open dump. 9×3 hint, not proof.
• carldaws/hunch — MIT. Ruby chance/pick/rate; English-as-config; rescue nil fail-open at save. Cousin of probably-lang (library, not a new language).
• si618/explore-typesafe-ai — FHIR S1 (Jev) + Claude S2 on 100 synthetic Synthea patients. Labels first. 60 requests / 403 judgments. Not clinically validated. License not in API this pass.
• ickma2311/jev-baselines-eval — MIT. Pre-registered vs nano/frontier/encoder. Both AMBIGUOUS. Cascade sign-flip at exact parity; confidence=1.0 theater; encoder 0.933/9ms with labels; serving-path ≠ model-speed; same-day errata ×3. jevals/Harbor practice exemplar.
• SargeDev/jev-gate-student-b — light delta only; HF card unchanged (MAE 0.187 / Pearson 0.791 / 90% n=60; fail-open; teacher-copy).
• MED: fdemir/toolgate (pre-exec allow/block/review; Jev not authorization; 72-case synthetic); masa-med-ai/typesafe-screening-mcp (PubMed include/maybe/exclude; 326 hits ~17s ~$0.014; screening aid); laurentfabre/databricks-jev-pdf-lab (honest negative; no OSS license); yannip1234/codex-jev (extractive Codex compression; 185→44 estimated tokens is an integration demo; equal accuracy/lower cost not established); kazuhideoki/jev-search (recursive file search + fzf; not superagents-lab federated web search).

Hourly ~18:38 Boise 2026-09-18 / 00:38 UTC 2026-09-19 (classify-first MCP + living applied-mappings atlas)

Architecture notes, not a plugin / showcase catalog. notes.md §56. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. No 342-title dump.

• kbhuw/jev-sift — classify first, read selectively. Batch path / public URL / inline text → Jev relevance or 1–8 typed questions. Content to Jev without entering main agent context first. Envelope (theirs): 50 items, 60k char, 2 MB / 20 s, public-IP only, no JS/cookies/login, PDFs unsupported. Uncertain/errors/truncation ≠ irrelevant. Transport tests (mocks) ≠ accuracy. No LICENSE this pass. Same retrieve-wide → decide → evidence-set family as decision-native-rag-skills. Topology A MCP; not nekowasabi/jev-routing (host adapter).
• jevable.com — living applied-mappings atlas. Claimed 342 curated projects; JSON-LD first page 36. Categories: Agents, Browser extensions, Creative tools, Data & research, Developer tools, Experiments, Finance, Games, Marketing, Productivity, Robotics. No public API this pass. Class patterns: intent columns, score-among-observed, VOI gates, generative UI decide, robotics text-state, draft-gate silence ≠ safer. Maker clocks stay claims unless already a named receipt.

Hourly ~18:48 Boise 2026-09-18 / 00:48 UTC 2026-09-19 (Stagehand experimental Jev pick-and-copy)

Architecture notes, not an SDK catalog. notes.md §57. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. Draft stack. No invented metrics.

• browserbase/stagehand #2951–#2955 (MIT parent; all OPEN draft; author miguelg719). 5/5 user link: #2955 extract completion judge + pick-and-copy. Jev picks a11y elements; code copies text. extract "off"

  "judge"

  "pick". Both modes send page/extracted content to TypeSafe. Schema/gate/screenshot-always-LLM in code; LLM fallback. Their card (gemini-3.8-flash, Browserbase, local, 25×3): 69/75 vs 23/25 (92% both); 37/75 no-LLM ~0.5 s vs baseline 4.37 s / two LLM calls; LLM-off 36/75 — pick is a fast path, not a replacement. Stack: #2951 editable ids (outline byte-for-byte unchanged); #2952 client + pick library (best+strict); #2953 act tree; #2954 observe + cache-check (errors never block replay). Same observe→score-among-candidates→code-acts job as jev-ultrafast / gliner2-ultrafast / cua-s1 / solari, inside a major harness. Do not merge clocks. Do not copy experimentalJevAct.

Hourly ~18:46 Boise 2026-09-18 / 00:46 UTC 2026-09-19 (public wall, meaning-search, attention≠correctness, skills→oxlint, session-sticky route, measured RAG rerank)

Architecture notes, not a Convex / uv / pnpm / dylib catalog. notes.md §58. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Do not re-fold §50–§57.

• waynesutton/ask-jev-ai — public realtime judgment wall; 6 parallel questions/ask; policy-in-code (convex/questions.ts); safety p≥0.6 blocked; no-key allowlist (UI says Jev offline). Cost $0.000032–$0.000041/ask from TypeSafe token counts → $32–$41/1M. Live askjev.ai. License null this pass. Productized System One primitive surface.
• Bentlybro/jevgrep — MIT. Meaning-search CLI+MCP (jgrep) without embeddings. Packed parallel Jev relevance; two-stage outline→zoom. 228 questions on docstring-stripped repos: 79% top-5 vs BM25 40% / grep 20%. Keyword still wins exact strings (BM25 top-10 96% vs 85%). Packed+parallel 0.9 s vs serial ~23 min AutoGPT 4,329 files. Distinct from kazuhideoki / superagents-lab / jev-sift.
• egma-ai/jev-reviewer — MIT. Jev assigns PR attention P0/P1/P2; OpenAI writes behavior deltas. Attention ≠ correctness (anti-soundness-theater). Not choxos/jev-reviewer. Local CLI; does not publish PR comments. Incomplete never P2. Demo: real Jev + labeled prepared explanation copy; live OpenAI pending funded API.
• cephalization/jev-oxlint — experiment; nothing published; license null. Skills→oxlint: AST/precheck in code; guidance whole-file in state; survey/calibrate/propose. Phoenix: answer-key agree on every fixture; found flush-only-on-success (noul 0.07); routing sharp; coarse hint not. Not a hard gate. tenbin owns the lint skill.
• jxu-dev-c/jev-adaptive-thinking — Go CLIProxyAPI plugin; license null. Session-sticky first-prompt classification; later turns never reclassify; fail-closed lock to gpt-5.6-sol. Same family as routeKit. Live testing left to the deployer.
• Max-sm-yc/Jev-RAG — license null. One-run: ≥70% cost / 72% latency vs Muse Spark rerank; full-context Spark still faster (10.60 s). Costs include embeddings.
• MED: EpicEric/safe-sh (AGPL-3.0; static shell analysis, not pre-exec auth); ravikadam/jev-loan-triage (17 typed questions; policy in loan.js); TurboGuo/jev-fedspeech + jev-dating (Jev vs chat arenas; prior empty search was a query miss); g-h-miles/jevbox (MIT; drum grooves). hermes/mcp packs: no new pack this pass (hermes-jev-north-star / jev-hermes already folded).

Hourly ~19:48 Boise 2026-09-18 / 01:48 UTC 2026-09-19 (capability kernel, typed DSPy control plane, calibration arena, engine-owns-truth, human-confirmed kill)

Architecture notes, not a pip / venv / Cloudflare catalog. notes.md §59. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Skip parody (SPFreedom/jef-mcp) and account farming (rayelzz/jevregist). Star spike this day: SemIf 1491→1606 (this pass 1607★); vinnylarouge/jevlike 851→896 (this pass 897★).

• somoore/interlock — MIT, Python. Capability kernel: LLM ring 3 / Interlock ring 0. Secrets never enter the agent (canaries/placeholders). Closed action space. Jev is SENSOR; policy.py decides BLOCK/ASK/ALLOW. Anti-pattern: launch-week firewalls that ask “dangerous?” after the LLM already decided with real secrets in scope. Type-safe ≠ correct; irreversible behind threshold AND human. Distinct from toolgate. 38-case local-judge set, not a blind paper.
• manikanda-kumar/jev-dspy-control-plane — MIT, Python. Benchmark-first: constrained classifier as typed control plane around DSPy. Classifier → ontology → security override → confidence → state machine → tool allow-list; DSPy drafts AFTER route+action. OpenJEV / DSPy / JSON Schema share ontology. Offline heuristic ≠ quality. Accuracy alone is not enough.
• meetr1912/jev-arena (+ jev-sonar / jev-vickrey / jev-bracket) — MIT, Python. Native-probability calibration on analytic worlds (not verbalized confidence). Live theirs: 145 noul, Brier 0.0059, ECE 0.0620, 2 requests / 710 ms; overconfident in low bins. Sonar: heatmap-as-policy. Vickrey: Jev never bids; code monotonizes CDF. Bracket: Brier vs Elo; live trailed Elo (honest).
• JoelLewis/game-coach — GPL-3.0, TypeScript. Wave 0 PRD: Stockfish owns truth; Jev owns judgment; templates + capped writing model own words. Anti-soundness-theater with egma attention≠correctness. ~$0.012/chess game (theirs).
• epiphany-dynamics/port-cleanup — MIT, Swift. Jev recommends; human is the only kill trigger; identity re-check; shields override; mapped explanations not raw model prose. conf ≥ 0.8 for kill recs. Gate UX + rh-guard cousin.
• MED toolbelt: 1jehuang/jev-pr-labeler (conceptual scope, not line counts); RubyBrewsday/jevcumber (.feature only; pointer among observed controls); shkumbinhasani/typedecide (class SDK; not on npm); douglance/jevon (CLI+MCP; key not in agent config); buberlo/dsh-jev (DSH plugin; can only gate, never widen); zaycruz/fast-jev-compaction-pi (pi port of fast-jev-compaction); planstack-ai/jev-tetris-benchmark (legal set in code; not a rigorous eval); fabricioctelles/modelsystem (modelsystem.one catalog; 1★; not affiliated); emirbartu/opencode-system-one (fail-open plugin; license null; 1★); phanngoc/browser-ai (Go CDP; design done, implementation tracked); acorn181/semantic-bookmark (user-authored semantic rules).

Hourly ~20:43 Boise 2026-09-18 / 02:43 UTC 2026-09-19 (domain specialist vs few-shot hosted, decide→policy leftover cascade, ORDER BY calibration≠sortable, GLiFormer wire-compat backend)

Architecture notes, not a uv / bun / Modal catalog. notes.md §60. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Do not re-fold §50–§59.

• help-er/Domain-jev-maker — MIT, Python. Domain LoRA on independent CLINC-150 gold (not a Jev teacher-copy). Matched-precision KL: local 0.168 vs hosted zero-shot 0.580 banking; r +0.933 vs +0.343. Few-shot hosted determinate McNemar n.s. Train specialist when downstream reads p; hosted+examples when only argmax.
• skiingfalcon/jav-email-cascade — Python; license null. Decide→policy→LLM leftover. jev vs gen-json vs gen-logprob on one Answer schema. Noul 0.5 never rounded. Mock gen-json confidence flat is their mock. Distinct from dual-process-ai (routing unmeasured).
• yodablocks/jev-orderby-bench — MIT, Python. Independent ORDER BY measurement. Six gates pass. Score ordinal 0.143 weak link; 53-way 0.99 tie; calibration ≠ sortable. recodelabs batch-40 fails ranking. Not a fourth DuckDB extension.
• logan-markewich/jeff — Python; license null. GLiFormer-400M /v1/systemone typesafe-sdk drop-in. ~$2.6 vs $15.6 L4 HTTP (~6×); A10G direct ~$0.65 (~24×); AG News 75.5% vs 90.5%. CPU more expensive. Encoder ≠ Jev replica.
• MED: hraness/sysone — MIT, TypeScript. Loopback gateway; routes hosted Jev + local OpenJev/NanoJev/Mini-Jev; does not run weights; credential from env never config.

Hourly ~21:39 Boise 2026-09-18 / 03:39 UTC 2026-09-19 (active-learning triage / don’t distill Jev as teacher, evidence-packet explorer, meaning-grep, closed-vote CU, Jev vs MLX PCD Harbor, host-owned waymode, OMP/pi fail-open gates)

Architecture notes, not a pip / npm / bun catalog. notes.md §61. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Do not re-fold §50–§60. Skip empty edwardyen724-g/jev-compactor and jlt-commons/laya-jolt.

• ThyFriendlyFox/jev-triage — MIT, Python. Active-learning: high conf accept / middling expensive teacher / low-or-boundary human. Logs full distributions. Do not distill Jev as teacher of record (~68% ceiling). Real outcomes stay the targets. Distinguish Domain-jev-maker (independent gold) vs openjev-lm (teacher-copy).
• jimmyhealer/jev-semantic-explorer — MIT, Python (jevex). Index-once ask-many; citable evidence packets. Claude Code 6.8→2.2 files. SWE-bench Verified n=8: 1/8 → 6/8 finish (empty = miss, author-run). Packet n=50 HitFile 0.233 vs BM25 0.159 is diagnostic, not the product KPI.
• uehaj/jev-semgrep — JavaScript; LICENSE MIT (GitHub NOASSERTION). Zero-dep Node; AND/OR/NOT over thresholded line Nouls; proposition ≠ embedding; contrast-set refund; Semgrep.dev collision; not a gate. Distinct from jevgrep. Precision 0.94 / recall 0.98 theirs. Dedicated fold notes.md §86 (51★ ephemeral).
• buluoray/JevOnly — Apache-2.0, Python. Closed-vote-only: code builds options, Jev only picks; no planner LLM. Fact register + verify/undo. 11 steps / 43 calls / ~$0.014 / 17 s theirs. Distinct from Stagehand LLM fallback.
• mallahyari/system-one-benchmark — Python; license null. Harbor-shaped Jev vs local MLX PCD (Qwen2.5-1.5B) vs AR JSON on LMSYS toxic-chat n=50. Jev 84.0% / Brier 0.1096; PCD 52% / 0.3884 / O(1). PCD speed ≠ calibrated Noul. Small n.
• mossburgh/waymode — MIT, TypeScript. App retains handlers/permissions/validation/state; Jev over live typed actions. 24/26 + 34/36 theirs — bounded development evidence, not a self-driving proof. Not on npm.
• luw2007/omp-jev-extensions — MIT, TypeScript. OMP/pi jev_acceptance_gate + jev_route. Fail-open if Jev missing (confidence: 0). Contrast pi-jev-approver fail-closed.

Hourly ~22:38 Boise 2026-09-18 / 04:38 UTC 2026-09-19 (permission vs probability, judgment ≠ permission outline, eval instrument-not-score)

Architecture notes, not an omp plugin / pip catalog. notes.md §62. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Do not re-fold §50–§61. Watch archive path missing this VM; receipts from live GitHub.

• SemetricLabs/omp-greenlight — MIT, Python. OMP plugin grades gated tool calls and suppresses the approval prompt when Jev says allow. 1,013 calls / 10 sessions / 8.95 h. Default 40.9% prompts removed; 0 of 94 unsafe auto-approvals on a 140-row labelled corpus (live traffic unlabelled). Operator owns thresholds; plugin never self-tunes the safety bar. Not a sandbox; host bash.patterns: deny fires first. Agent prose withheld (0→3 corpus misses). Never shadows a built-in tool. Composes with waymode / omp-jev-extensions. Distinct from specpi-jev-guard / toolgate / interlock.
• adamjralph/skill-broker — language/license null. Project-outline only (PROJECT-OUTLINE.md). Hermes pre-agent: code owns catalog/policy/grants; Jev scores relevance/confidence and never grants access. Jev down → foundation-only; never broaden access. Replayable route evidence. Not a production recipe. Distinct from jev-hermes and shipped §5 routers.
• collapseindex/dinostomp — Python; README Apache-2.0 (GitHub NOASSERTION); 5★. Eval verification layer: checks the instrument, not just the score. FINDINGS.md 189 (F 52 / D 99 / N 38); 99 against itself. dinostomp jev tests a Jev question like an if-statement (accuracy / p(yes) cut / ECE / blank lean / rewording). Demo theirs 24 examples: 100% / ECE 0.062. Beside jevals, not a Harbor taskset. Anti-soundness-theater cousin of rh-guard / egma / game-coach.
• MED: nrdz-labs/fast-jev-opencode (MIT, TypeScript; OpenCode V2 context-hook port of fast-jev-compaction; fail-open; 1★); yikangy873-gif/jev-desktop (MIT, JS; Codex Computer Use action selection); MrDiamondBallz/jev-agent-integration (MIT, Python; provider-neutral Hermes skill/plugin); bohutang/sift (MIT, JS; X feed semantic labels/hide); CorieW/JevExplore (TypeScript; license null; bounded web action-space discovery).

Hourly ~23:40 Boise 2026-09-18 / 05:40 UTC 2026-09-19 (constrained optimizer + S1 features, privilege ≠ verdict, attention/VOI never-block)

Architecture notes, not a uvicorn / bun / marketplace catalog. notes.md §63. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Do not re-fold §50–§62. Watch archive path missing this VM; receipts from live GitHub + HF. Hunches labeled.

• zeeshan8281/slo-router — Python; license null. Jev supplies bounded task / exactness / external-evidence features; a constrained controller picks the cheapest backend meeting quality + latency SLO floors. Fail-open to local deterministic features. Exactness raises the quality floor; never overrides capability. Measured theirs: same routes/accuracy as the local path; p95 E2E 77.93 → 490.38 ms (~6.3×). 3/8 task-label disagreements did not change routes. Eight-row demo is not a benchmark. Hunch: System One on the feature side of a constrained optimizer, never the sole hot-path gate. Harbor-style latency measurement is mandatory before claiming “Jev routing.”
• godspede/construct-auto-classifier — Apache-2.0, TypeScript. Effect-based shell safety gate (OpenCode / Antigravity). Fast-allow/deny <1 ms, then Jev Choice + nine independent risk Nouls. Operator-owned minConfidence / riskThreshold. Fail-closed. Privilege ≠ verdict (sudo status can be safe). Certification theirs: 975 decisions/model; Jev 0 dangerous allowed; every chat model leaked 16–104. Pair with dinostomp (instrument) and omp-greenlight (operator-owned dial). Hunch: contracts on effects, not surface tokens.
• rashedInt32/jev-lens (+ jev-lens.nvim) — MIT, JavaScript / Lua. Claude Code stop-hook: calibrated “do I need to look / which files / strip debris?” Never blocks the agent, never edits files, never says green unless sure. nvim popup is display-only (no API key). Distinct from jev-gates (stops writes). Hunch: attention filter / VOI for human review, not a permission gate. Complements skill-broker and omp-greenlight.
• MED: sysone-help/sysone (MIT TS; evaluation-model-first SDK; cancellable; never auto-retry; first adapter Jev via Vercel AI Gateway; not hraness/sysone loopback gateway); ctaxnagomi/INSTRUCT_JEV (HF; MIT; 119 rows, 47/51/21 choice/noul/score; jevals seed); ckaik/swift-jev (MIT; LICENSE-only this pass; not a CLI product).

Hourly ~00:39 Boise 2026-09-19 / 06:39 UTC (measurement owns endorsement, Jev supplies evidence / code owns authority, ranking ≠ calibration)

Architecture notes, not a uvx / pnpm / marketplace catalog. notes.md §64. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Do not re-fold §50–§63. Watch archive path missing this VM; receipts from live GitHub. Hunches labeled. Do not re-fold sysone-help/sysone.

• dtduc-git/jev-packs — Python; CC0-1.0. Evidence-gated registry: pack.yaml + cases.jsonl + evidence.md. A pack is only verified after accuracy / ECE / cost / latency on pinned jev-1.13.0. unknown mandatory on every Choice/Score. Backend-neutral. Named suite jevassert → jev-packs → jev-table; jevassert and jev-table 404 this pass (runner not released; packs structurally validated by CI). Nine packs verified theirs (single-run): citation-support 800 / 0.919 / 0.022; rag-answerability 840 / 0.908 / 0.021; moderation 1350 / 0.906 / 0.027; rag-passage-relevance 800 / 0.899 / 0.035; entity-merge 840 / 0.857 / 0.017; support-triage 1350 / 0.887 / 0.059; sms-spam 150 / 0.967 / 0.053; boolq-yes-no 150 / 0.887 / 0.063; banking-intent 150 / 0.840 / 0.090. Dataset-derived keep upstream licenses. Distinct from INSTRUCT_JEV (no evidence gate) and dinostomp (instrument). Hunch: Harbor/jevals pattern — measurement owns endorsement; packs without evidence stay provisional.

• omkarghugarkar007/actiongate-jev — TypeScript Apache-2.0. Runtime authorization: deterministic policy / RBAC / schemas own ALLOW

  REVIEW

  BLOCK; TypeSafe Jev via OpenRouter is semantic evidence only. Slogan: “Jev supplies evidence. Code owns authority.” A positive model score never overrides a deterministic security failure. Six narrow questions, never one “is this safe?” Financial / destructive / credential fail-closed if Jev is down. 500-case eval is label-baseline integrity, not accuracy. Early MVP. Distinct from toolgate / interlock / construct / greenlight. Hunch: canonical anti-soundness-theater counterexample — decision models as sensors, not sole hard gates. Wrap cousin (do not collapse): reddpy/AgentGhost — wrap is execution; ASK throws; fail-closed (notes.md §83).

• Adilmp/does-jev-confidence-mean-anything (+ Adilmp/jevcal) — Python; license null / MIT. Calibration audit: 8,000 judgments vs civil_comments humans on jev-1.13.0; $0.05. Ranking strong (AUC ~0.91; rank corr 0.96) but probabilities systematically shifted toward “yes”: when Jev said ~75%, humans flagged ~10%. Two-parameter recalibration removes ~96% of ECE without changing rank (natural/tightened ECE 0.156 → 0.006). Accuracy is a trap (insult@0.5 61.0% vs always-no 67.8% while AUC 0.83). Vendor “calibrated” is rank-correlation, not frequency units. Companion jevcal: ~100 labelled rows (94% of error at 100). ECE gameable (constant base-rate ECE 0) — they decide on Brier. One domain; do not cite threat (n=1). Hunch: never hard-threshold raw decision-model p as a frequency without domain recalibration.
• MED: gqgs/laya-onnx (complete Laya→browser ONNX int8 496.8 MiB; conversion smoke; distinct from Mattepiu/laya-onnx); kunchenguid/local-jev (ModernBERT local /v1/systemone approximation — not behavioral equivalence; distinct from jev-local stub and jeff).

Hourly ~00:39 Boise 2026-09-19 remainder (hot-click CU, verbatim compact+gate, local-rules-then-remainder)

Architecture notes, not an install.sh / pnpm / wrangler catalog. notes.md §65. Same hour as §64. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Do not re-fold actiongate / jev-packs / sysone-help.

• jiangkoumo/ego-jev — JavaScript MIT. Drive ego-lite with Jev: indexed viewport table → operation+target in one request. Code owns observe/execute/stale-ref/loop/--until. Text model only when typing is needed; never guess a fill. Jev done ≠ business success. Measured theirs: HN 4.9 s vs 9.7 s, wiki 5.4 s vs 10.1 s (~2× vs per-step kimi-k3; n=3; high variance; not a benchmark). Cousin of jev-ultrafast. Distinct from JevOnly / waymode / Stagehand.
• edwardyen724-g/jev-compactor — TypeScript MIT; 1★. Was empty skip §61. “Jev judges relevance. Code decides structure.” Never rewrite. Regex floor in code. Compaction fail-open if Jev down; safety fail-closed on pending destructive/exfil. One synthetic 12.7k-token session theirs: 64.5% / 366 ms / $0.0004 / 0 hallucinated paths / 4 of 4 facts vs truncate 53%/1 of 4 vs Sonnet summary 96.2%/6.1 s/1 invented path. Claude Code shorter path: fast-jev-compaction. OpenCode fail-open port already §62: fast-jev-opencode.
• zhuyansen/x-reply-filter — JavaScript MIT. Chrome MV3. Local rules.js first, then batched four Nouls. Collapse not delete. Auto-hides sit in a confirm queue — never auto-train on the model’s own hides. E2E theirs: 3 samples → 0.90/0.93 vs 0.08/0.10. Cousin of bohutang/sift. Cheap hold-before-show cookbook.

Hourly ~01:47 Boise 2026-09-19 / 07:47 UTC (control-plane combinators, receipts-not-leaderboard, skill VOI, OOD/AUC≠ECE, frontier-100, turnstile, jevmlx)

Architecture notes, not an npm / cargo / pip / bun catalog. notes.md §66. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Do not re-fold §50–§65 HIGH except one-line. Atlas axis already §49; skillranker existence already §7; jevmlx reconstruction already §1. Hunches labeled.

• voidning/decision-combinators — TypeScript; README MIT / GitHub license null. Then / Gate / Vote / Cascade / Weighted over Choice/Score/Noul. Analogized as logic gates; not literal AND/OR (those stay in code). No measurements. Hunch: System One as a control plane, not chat turns.
• Zaious/jev-capability-atlas — 10★ this pass. Receipts-not-leaderboard hold/break map. Type-safe ≠ correct (schema-valid ≠ picked-right). Extractable-from-state axis already §49 — do not rehash the history suite. Unofficial.
• Dicklesworthstone/skillranker — Rust; 52★. Two-pass + none-of-these. Claude hook fail-open (quiet exit 0) — corrects §7 fail-closed. VOI over a skill library. Distinct from skill-broker (grants).
• scienthoon/jev-ood-calibration — MIT. 900 synthetic tickets + 3 public benches; ~$0.06. Public OpenBookQA ECE 0.024 / T 0.96. Synthetic ECE 0.107 = 4.4× floor; priority (unknowable org rule) 44.7% / mean p 0.74 / T 3.40; boolean T 0.66. Sign flips by type. Do not threshold confidence. Complements does-jev-confidence.
• softpudding/jev-frontier-100 — MIT. 100×3. Jev 77.0%; Qwen3.5 4B off 56.0% / 512 78.3% / 2048 96.7%. Exploratory, not preregistered. Attach the thinking budget. Not a ceiling.
• zyphr-labs/turnstile — Apache-2.0; experimental alpha; no npm. Deterministic policy first; Jev remainder; receipts + replay. Missing Jev → Review. Jev never grants what policy denied. Actiongate-class clone.
• bnsd55/jevmlx — MIT; 28★. MLX one-pass schema→JSON+probs. Softmax ≠ Noul. No local leaderboard yet. Distinct from system-one-benchmark Harbor table.
• MED→HIGH 1943: chopratejas/invalidate (Apache-2.0; 11★; HEAD d6ade601; README SHA 8cccad5f; 157 cases 89.2%/97.5%/0 of 157 false invalidations; memory leases ended by new evidence; six Nouls then fixed rules in code; questions/plans/directives are not evidence; unsure → review queue; host keeps the store; notes.md §100); yottayoshida/jev-intent-review (under construction; empty search ≠ proof); shubhangi013/prune-review (source preview; 22-run cost 1.18% with 305% outlier).

Hourly ~02:38 Boise 2026-09-19 / 08:38 UTC (TLA+ compose, SEAL coverage ledger, skill-broker sibling, sureness, JevBench v1.1, CI typed gate, Codex MCP)

Architecture notes, not a cargo / pip / npm / action.yml catalog. notes.md §67. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Do not re-fold the 01:47 list except sibling contrast. Hunches labeled.

• copyleftdev/jev-labs — Python MIT. TLA+ consensus kernel around live Jev. Never confidently wrong. 1,080 golden: 0 wrong under none/realistic/severe theirs (severe 314 correct / 46 escalate). Rule of three <0.28% — not a proof of zero. TLC 1,049,750 states / 0 errors. Synthetic pharmacy, not clinical. Inverse of soundness theater: escalate instead of hard-gate.

• Reasonofmoon/seal — Python MIT. No seal, no advance. Jev answers questions; SEAL answers whether the world may change. coverage.path ∈ {auto

  code

  human

  escalate} visible. Mint ≠ product brain. Zero runtime deps.

• adamjralph/skill-broker — outline already §62. Sibling this hour: grants in code vs turnstile runtime authorize vs skillranker advisory VOI. Still not a production recipe. Language/license null.

• adarc8/how-sure-is-jev — Python MIT; zero-dep. max_prob/margin/entropy/gini/perplexity → CERTAIN

  …

  CLUELESS. Choice confidence = max_prob (most generous). Pair with ood-calibration.

• fstandhartinger/jevbench — Python MIT; unofficial. v1.1 Capability/Speed/Cost → Main Score. Jev 1.13.0 87.6 theirs. Calibration reported, not scored. Native vs verbalized. Partial runs not ranked. Harbor/jevals practice, not a vendor eval.

• NemanjaManic/ci-gatekeeper-bot-jev — package.json MIT / GitHub SPDX null. Four typed questions → auto-approve

  human-review

  block before expensive review. Own-repo Jev 504–629 ms. Conservative default escalated trivial diffs. Cousin of latch, not flaky-vs-real.

• teempai/jev-in-codex — TypeScript MIT. Codex MCP: jev_select_capability / jev_search / jev_triage. Ranking unbenchmarked. Lexical fallback. Distinct from jev-routing (not MCP).

Hourly ~03:38 Boise 2026-09-19 / 09:38 UTC (attention redirect, pre-send views, tools≠use, observational memory, open-Jev class, physical-world S1)

Architecture notes, not a cargo / pip / npm / plugin catalog. notes.md §68. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Do not re-fold the 02:38 list except sibling contrast. Hunches labeled.

• muse0509/jev-preflight — Go MIT; 1★; v0.1.0 Public Beta. Claude Code Stop-hook: eight risk axes in one request; assist = one reinspect then finish; fail-open; uncalibrated 0.85. Not a merge blocker (contrast latch / ci-gatekeeper / construct). Owner-run Claude Code 2.1.267: no-key fail-open PASS; key-enabled exactly one continuation theirs. Distinct from rashedInt32/jev-lens (human Stop filter).
• godspede/construct-auto-classifier — delta. Cert unchanged: Jev 0 dangerous / 975; $0.047/1k; chat leaked. Landed-script trust (byte-identical to remote default branch; trusts whoever controls that remote). Headless ≠ auto-approve (deny-and-report, not pending/auto-approve). Two gates cannot share one OpenCode prompt.
• edwardyen724-g/jev-compactor — product-arm bench theirs: 73% (53–76%) / 350 ms / $0.0004 / 4 of 4 vs Anthropic 86%/16.8s/3 of 4, Codex 85%, OpenCode 85%, Gemini 61%/4 of 4. 30–250× cheaper. Foreman safety in the same ~300 ms pass. §65 64.5%/366ms is vs-Sonnet on the same session. “Jev judges relevance. Code decides structure.”
• dizk/jev-lens — TypeScript MIT. Pre-send view selection (outline/focus/testlog/…). 500 SWE-rebench trajectories: 79% fewer tokens (11.6M → 2.4M). Compress before first send — post-send prune +17% cost (cache). Not rashedInt32/jev-lens. Claude plugin unmeasured.
• Dharundp6/jev-carryforward — delta. Plugin eval: recall 0/4 with tools+skill. tools≠use. SessionStart hook > hoping the model reaches for memory. 9×3 remains a hint.
• willfish/pi-observational-memory-jev — TypeScript MIT. Pi /om: Jev keep/kind only; verbatim ledger; model-free compact; kind-keyed durable topics. Failed Jev does not drain the buffer. Same anti-summary thesis as fast-jev-compaction / jev-compactor. Do not install beside amosblomqvist /om.
• genai-craft/openvons — Python; Apache-2.0 LICENSE / GitHub SPDX NOASSERTION; 7★. Independent open-Jev class (LM/vision/voice finite-choice+prob; NOTA; execute/confirm/reject). Unrelated to TypeSafe. /v1/systemone wire-compat, not a replica. JevPick 3.2–4.8× byte-identical theirs. Flutter on-device.
• AboveColin/HA-Jev — Python MIT; 17★. First real card (was a gallery stub). Sensors from typed answers; confidence gating; Jev-gates-LLM examples. Not for locks/heaters/smoke. background: triples laundry separation theirs. Confidence uncalibrated. Physical-world System One.
• kylemclaren/jevql — architecture note. CLI judges; vanilla Postgres never sees jev(). Judgment outside the store vs pg-jev / sqlite-jev in-engine.
• bohutang/sift — short use-case only. ~$0.00003/post theirs. Substance/Humor/Chit-chat/Promo/Junk + AI-written. Minimal consumer categorization surface.

Hourly ~04:39 Boise 2026-09-19 / 10:39 UTC (digital-design combinators, VOI cache, skill-routing Harbor harness, zeroshot displacement, typed handoff)

Architecture notes, not an npm / npx / bun / plugin catalog. notes.md §69. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Do not re-fold the 03:38 list except sibling contrast / combinators rename. Hunches labeled.

• voidning/jev-combinators — TypeScript; package MIT / GitHub SPDX null. Rename of decision-combinators (same created_at). Core five + extended Router / Loop / Retry / Fallback / Memory. Digital-design slogan (transistors / logic gates / chip) is a metaphor for soft classifiers; not literal AND/OR. npm jev-combinators 0.1.0. No measurements. Works with TypeSafe + any /v1/systemone.
• kushals256/jevcache — TypeScript MIT. OpenAI-compatible proxy: Jev admits same-intent cache hits; skip the expensive LLM. Fail-open. Live eval n=100 theirs: Jev 0 FP / precision 1 / recall 0.38 / fpr 0 vs Jaccard@0.35 fpr 0.48; $0.00174. Not in v0: streaming HITs.
• iamdin/pi-jev-skill-bench + pi-jev-skill-suggestion — TypeScript MIT. Harbor/jevals comparative harness: BM25 vs Jev at roster 50–500; 43 gold. No live Jev numbers this pass. Suggestion: strip roster; two-stage 0.30 / 0.40; no-key no-op; tool mode is tools≠use cousin.
• zhuyansen/jev-zeroshot-vs-bert — Python MIT. Jev beats clean DeBERTa-c on 7 sets (+0.05–+0.13; PAWS AUC +0.03; arXiv 2026 +0.30) theirs. Contaminated 0.901 vs -c 0.763. Label-equivalence ~230 / >2048. Banking77 512+ feature hurts. DiD 0.035 vs 0.112.
• shitianfang/jev-handoff — TypeScript MIT; alpha v0.1. MCP baton: typed escalate/continue/abort. Gate allow never grants. Fail-open. Inverted loop. Vercel drops confidence. Same author as wakegate.
• ThinkyMiner/Winnow — TypeScript MIT. Chrome worth-your-attention VOI. Distinct from kevinpita/winnow. read/skim/save/skip from typed answers; 80%/90% theirs. Not on Chrome Web Store.
• rsdkrasen/hermes-jev-router — Python; license null. Jev WHETHER / Python HOW / LLM WHAT. Compact original chunks; skip next main-model (needs core patch). Fail-open. Community plugin, not vendor.
• mleyvaz/jev-typed-evaluation-collapse — Python; license null. NCML field note v0.3 theirs: Noul collapses conflict vs ignorance; named Choice separates p=1.0; binary Choice lexically biased.
• DowLucas/browser-jev — TypeScript; license null. Playwright executes, Jev chooses. Sample from the distribution not argmax. Fail only high conf and high severity.
• IamBusy/OpenJev — Python Apache-2.0. Local 0.6B LoRA+scalar head. /v1/decide not TypeSafe drop-in. 45/60 theirs. Distinct from hraness/sysone OpenJev runners. dddanielliu/semif-serve — SemIf behind /v1/systemone; 1164 vs 178 ms theirs; wire-compat ≠ replica.
• Toolbelt notes: win4r/jev-security-scan (MIT; not a cert), bojansandhaus/jev-decisions (MIT; 1★; reviews never stop commands), TeoMastro/jev-vs-llm-guardrails-intent-router (license null; summary.md 404 this pass). rh-guard owns reward-hack.
• ctaxnagomi/DGUI_HYPERMEM-JEV — HF MIT; 6-row flywheel (analyze 4 / rerank 2 / supersede 0). Sibling INSTRUCT_JEV.

Census this hour (user-provided): Awesomejev flat 561/27007; tracker likes 43→45, lastModified unchanged; SemIf 1714 (+10); jevlike 926 (+3). Archer still NOT landed.

Hourly ~05:46 Boise 2026-09-19 / 11:55 UTC (record/replay CI, BBQ, decider≠executor, sentence-as-rule lint, open replica substrates)

Architecture notes, not an npm / uvx / cargo / plugin catalog. notes.md §70. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Do not re-fold §50–§69 HIGH except sibling contrast / jevassert landing / prune-review, intent-review, laya-jolt, local-jev deltas. Hunches labeled. Calibration+cost as first-class gates. Open replicas diversify substrates under one contract — not TypeSafe clones.

• dtduc-git/jevassert — Python Apache-2.0. LANDED (was 404 §64). Record/replay CI: accuracy + ECE/Brier + cost/latency offline from recordings. PyPI jevassert; GH Action @v0. Pack SPEC v0 with jev-packs. unknown mandatory. Backend-neutral. Exit 0/1/2. McNemar. Do not copy uvx.
• dtduc-git/jev-packs — delta. CC0-1.0; size 0→458. Now pairs with the landed runner. First full matrix theirs (2,990 cases): Jev and Sonnet 5 statistical tie on accuracy (Δ≤0.018); Jev better calibrated 7/9; ~250× cheaper ($0.000014–0.000031 vs ~$0.0036). sms-spam this-pass 0.953 / ECE 0.040.
• chenmingtang830/jevarena — TypeScript Apache-2.0. Open BYOK arena; preview jevarena-lab.vercel.app. Failure-finding, not crowning winners. Python harness remains JevJudge-Bench. Runnable harness, not measured findings. ≠ meetr1912/jev-arena. Always qualify the owner.
• simonmesmith/jev-bbq-experiment — R; license null. Full BBQ 58,492; Jev 1.13.0 56,900 / 97.28%; amb 99.96% / inf 94.60%; bias 0.04 / 0.34; $0.3429 / 7.75 min theirs. 12 of 13 amb errors stereotype-aligned; inf errors mostly unknown (1,487/1,579). Order diagnostic 1/484. Not a general bias cert. Dataset CC BY 4.0 BBQ.
• thomasbrueggemann/jeffrey — TypeScript MIT. Decider ≠ executor: Jev next-tool/progress/risk/done; LLM only fills args. Loop Jev→tool→Jev. Risk≥0.5 pause. Stuck ladder (2 Jev / 0 steps). Pick ≠ fill. Mapping §9 still rejects the fused planner-writer.
• mizchi/jev-lint — TypeScript MIT. GitHub rename of mizchi/jevlint (same SHA; mizchi/jevlint redirects — not a second product). ast-grep subjects × sentence ask: scored by Jev. Matcher silent-fail vs Jev loud. 13/15 naming/comment rules 1.00/1.00 theirs. Review mode 4-fn diff 2 req / $0.00013. Fail-open no-verdict. ≠ huntedman/JevLint. Always qualify the owner. HIGH 1943 rename lock: mizchi/jev-lint (13★; HEAD 62d73f8e / README SHA 4c0e37cd byte-identical). 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. notes.md §70, §100.
• shubhangi013/prune-review — delta. 22-run numbers unchanged: winning 27.9% post hoc; all 22 incl. 305% outlier 1.18%; excl. outlier 15.9%. Target ~20%. Cost not quality. Safety escarpment always keeps concurrency/auth/a11y/startup.
• yottayoshida/jev-intent-review — delta. Dual MIT/Apache-2.0. Whole-repo intent VERIFIED/VIOLATION/UNKNOWN/NOT_APPLICABLE. CLI works; GH Action not written. Empty search ≠ proof.
• Eran-BA/Jev_from_GLiNER2 — spec-only; license null; size 0. GLiNER2-base-v1 → Choice/Score/Noul /v1/systemone. No service, no training, no measurements. Interface ≠ replica. Distinct from jeff GLiFormer.
• bokuweb/grande — Rust; license null. Rust/WebGPU System One; Archer/kev-shaped shared-state branches. JGLUE theirs: E2B zshot JNLI 0.614 ECE 0.252→0.088 T=2.81; JCQA 0.853. 270M 0.710/0.710. Packed Δmax 7e-5. Isolation sibling 0.098 / state 0.996. Softmax ≠ Noul until calibrated.
• jlt-commons/laya-jolt — delta (empty skip §61). Clojure Apache-2.0. Byte-for-byte vs Python system_one on README quickstart. ~1e-7 last-digit drift. ~1.7 GB f32.
• leesk212/JEV-CPU — Python MIT. SemIf CPU semantic-if + web UI. Meanblock/JEV-CPU 404 — only leesk212 exists. Cross-ref semif-serve §69. Demo GIF is PoC not a bench.
• kunchenguid/local-jev — delta. ONNX ModernBERT-large-zeroshot-v2.0. Measured vs jev-1.13.0 theirs (136 checkpoints): done 30% / shape 57% / r −0.06; gold done 26% vs Jev 87%; 112 min vs 21 s. Confidence omitted. Not equivalence.
• Toolbelt notes: omkarghugarkar007/actiongate-jev slogan already §64 (single-use ALLOW/REVIEW/BLOCK). Nyarlathoteppppp/pi-heed — TypeScript MIT; 3★. Persist user constraints across compaction; check side-effecting calls. Jev never writes policy. Fail-open. Shadow default. Bench theirs v0.8.0+Jev: recall 98.5% / false block 0.0% / $0.000058. Live: rule changed mid-session 8/13 off vs 0/13 on.
• MED: david-j-lustig/system-one-responsible-ai — MIT; size 0; README+LICENSE only. Framing stub. Pair with BBQ, not a substitute.

Census not re-derived this hour (last §69). Archer still NOT landed.

Hourly ~06:43 Boise 2026-09-19 / 12:50 UTC (SGR-judge Harbor contract, control-plane productization, never-generates, recipes+life feed, NAR claim-audit)

Architecture notes, not an npm / uvx / plugin catalog. notes.md §71. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Do not re-fold §50–§70 HIGH except sibling contrast. Hunches labeled. Harbor-shaped contract before a quality headline. Control plane productization. Generation as a tree of Choices. Competing NAR claims are an audit object, not an endorsement.

• slavadubrov/jev-judge-bench — Python; README MIT / GitHub SPDX NOASSERTION. Frozen SLA-150: Jev vs cheap schema-guided LLM judges (Luna / DeepSeek-flash / glm-5.3-flash). Human labels; invalid = FN; cost/latency first-class. No quality headline yet. 21 offline tests. Canaries theirs not quality: Jev OpenRouter 5/5; Luna 10/10; DeepSeek GA 10/10; DeepSeek beta 8/10; GLM 5.3 10/10; GLM 4.7 4/10 overload. $10 Berlin live in progress. Direct TypeSafe untested. Five-field/H5 untested. ≠ chenmingtang830/jevarena ≠ fstandhartinger/jevbench. Always qualify the owner.
• IPECTER/jev-context-pruner — EMPTY SKIP. Description-only Codex compression-proxy slogan; contents 409 empty. Sibling of fast-jev-compaction / jev-compactor / dizk/jev-lens. Do not invent files.
• shitianfang/jev-use — TypeScript MIT v0.4.1. Claude/Codex/pi plugin: hand no-text steps to Jev; writing stays with the LLM. Same author as jev-handoff. Vercel typesafe-ai/jev 95 calls theirs: p50 220 ms / p95 423; 12q 186 vs 2,672 ms; 20-step 4.3 s / 0 escalated; gate 12/12 / p50 199 ms. Vercel drops confidence → margin default 0.4; first loop 17/20 then 0/20. Fail-open gate. ≠ jev-ultrafast. Do not copy npx.
• goodruizhan/pi-jev-control — TypeScript; license null; v0.3.0 private. Pi System-One control plane (router/gate/retry/sieve/review/GUI). Compaction never modifies on-disk session. GUI < threshold → unknown, never force-click. No live quality numbers. Distinct from omp-jev-extensions / jevons / pi-heed / pi-om. Do not copy pi install.
• florian-hoenicke/jev-gpt — Python; license null. Extreme decider≠executor: never free-generates; one typed question per WordNet/jina tree choice, then rank texts. ~400 calls / 75 s / 2 cents theirs. Architecture demo, not a product. Distinct from jeffrey.
• nexibeo/jev-cookbook — JavaScript MIT; 1★. 15 OpenRouter recipes. Samples 16–36, not benchmarks. Recipes 01–13: 425 calls / $0.015; median 0.34–0.45 s; browser 5/6. Pattern: code prepares, Jev answers. Do not copy OpenRouter tilde-id.
• fengyiqicoder/jevfeed — JavaScript MIT. Personal browser-history feed. No likes/follows/accounts. Last 200 pages local; one Jev request per batch of ten (distribution is ranking). 17 tests, no network. Distinct from ThinkyMiner/Winnow and kevinpita/winnow.
• Heman10x-NGU/openJev-verdict-2.0 — claim-verification, not endorsement. Python; README Apache-2.0 / GitHub SPDX NOASSERTION. Hub heman10x/openJev-verdict-2.0 HTTP 200. README theirs N=2000: acc 77.10% / Brier 0.0636 / ECE corr 0.0144. Jev table row is a Laya-catalogued vendor baseline, not independent. Open PR #1 audits: throughput 24.7/s misread as 25 ms (actual 40.5 ms; 3.5× not 28×); Laya 76.60% inside 95% CI (parity); like-for-like dist ECE 15.13% vs 21.40%, Jev 14.40% slightly lower. ≠ IamBusy/OpenJev /v1/decide.

Census not re-derived this hour (last §69). Archer still NOT landed.

Hourly ~07:49 Boise 2026-09-19 / 13:52 UTC (1-token logprob ≠ Noul, replica engine, Elixir SDK, commit/jevex VOI, inbox, laya-multilingual)

Architecture notes, not an npm / uvx / plugin catalog. notes.md §72. TypeSafe Jev is the exemplar, not the monopoly. Archer still Watch. No invented metrics. Do not re-fold §50–§71 HIGH except sibling contrast. Hunches labeled. Mental models: decision theory, calibration, VOI, signal detection, anti-soundness-theater.

• taku-me/chakuho — Python MIT. 1-token logprob local /v1/systemone. Softmax ≠ Noul. Coverage ≠ correctness. GUI 336 theirs: 27B 95%/92% vs Jev 89%/82%; __none__ 97% vs 8B 10%. Cousin jevify / TypeAR / pcdServer / jevmlx.
• zerodegress/jevinf — Python MIT; ≥3.14. Open replica engine (NanoJev / decider-2b / Laya). 2.57×/2.27× 100% argmax theirs. MPS only. Wire-compat ≠ replica.
• phiat/typesafe-elixir-sdk — Elixir MIT; 1★. Unofficial HTTP client. ≠ dannote/jev OTP peer.
• jimmyhealer/jevex — rename of jev-semantic-explorer. n=16 SWE theirs: 160s→69s, $8.74→$3.13, 16/16. Keep n=8 1/8→6/8.
• yodablocks/commitjev — Python MIT. Pre-review; middle band never rounded; regex first; Nouls decide. 0 false on 5 clean theirs (small control). Same owner as jev-orderby-bench.
• Mrmimee/hermes-plugin-jev — README MIT / GitHub SPDX null. Agnes 3.0 Flash chat-completions branded as Jev. ≠ hermes-jev-router.
• dev-willbird1936/pi-jev-compact — TypeScript MIT. Verbatim Pi summarizer replacement. ≠ vava-nessa/pi-jev-compaction. Fail-open if <25% saved.
• IPECTER/jev-runway — EMPTY SKIP. LICENSE only; created≈pushed 1s. Second IPECTER slogan.
• Milo318/mailordinal — TypeScript MIT. Decision-native inbox: nine signals → 100-point policy. Humans own ambiguity. Cousin jav-email-cascade.
• aarora79/jev-samples — license null. One runnable sample. Toolbelt, not a bench.
• shaharia-lab/jev-cli — Rust Apache-2.0 OR MIT; 0.0.0; 17 issues. Not ready. ≠ jevql.
• convaiinnovations/laya-multilingual — HF 200; Apache-2.0; 322M; 9 likes. MASSIVE 0.366/0.387 vs English laya 0.227/0.733. Khmer 0.000@0.952. Ships uncalibrated. Route by script.
• mobarmg/jev-schema-scorer-deberta-v3-large — Hub MIT; GitHub 404. v2 Choice 0.841. Peaked ranking ≠ calibration.
• Skip: jev-routing (host-surface delta: Cursor/Devin CLI); laya-typed-decisions; open-jev-laya-bench / jev-tree-choice-cap / INSTRUCT_JEV HF 401; jevlogs GitHub 404 + HF 401.

Census not re-derived this hour (last §69). Archer still NOT landed.

User-provided ~08:37 Boise 2026-09-19 / 14:37 UTC (classifier.dev — productized System One HTTP)

Architecture notes, not an npm / wrangler catalog. notes.md §73. Skip Archer. No invented metrics. Hunches labeled. Mental models: selective classification, calibration, VOI, signal detection, anti-soundness-theater. Not SWE-only.

• mrmps/classifier-dev — MIT; 185★; https://classifier.dev. Public zero-shot HTTP; no key. Jev primary; LLM fallback only. Distinct from ask-jev-ai wall. 400 headlines 650 ms theirs. Smart re-asks single-label <0.7; multi-label ignores (re-judge worse, 23 s). Emotion ≥0.9 → 82% / <0.5 → 29%; gemini-3.8-flash 87.5→90.0 / 61.8→63.7. Multi-label F1 0.887 / 230 ms vs cascade 0.799 / 1.5 s (eval 232 ms; AG News 87.7% vs 82.0%). /benchmark = tracked JSON; read eval/README (n=7 train-on-test). Silent FALLBACK: granite F1 0.546 vs advertised ~0.800. rh-guard owns the gate. Life/business (spam/inbox/feedback). Do not copy wrangler.

User-provided ~08:48 Boise 2026-09-19 / 14:48 UTC (choxos/jev-reviewer — systematic-review pointer)

Architecture notes, not an npm / relay catalog. notes.md §74. Delta of §48. Skip Archer. Always write choxos/jev-reviewer or “systematic-review Jev Reviewer.” ≠ egma-ai/jev-reviewer.

• choxos/jev-reviewer — MIT; 12★; https://jevreviewer.xera.ac. Local-first Cochrane/PRISMA extraction. Jev picks line ids; code copies verbatim. Two-pass Choice + Noul (quotes ≥ 0.5 theirs). Not found is an answer. Human tick never overwritten. 18-q 4.6 s / $0.0101 theirs (spot check, not a validation study). Do not copy npm start / .env.

User-provided ~08:56 Boise 2026-09-19 / 14:56 UTC (githubnext/localjev — wire-compat ≠ logit-equiv)

Architecture notes, not a bun / .env catalog. notes.md §75. Skip Archer. Always write githubnext/localjev. ≠ kunchenguid/local-jev.

• githubnext/localjev — MIT; 261★; GitHub Next. Local Bun POST /v1/systemone on DiffusionGemma via Chat Completions; TypeSafe SDK drop-in. Prompted JSON probs + entropy confidence — not razorback16 structured-read logits. 1,200-req bake-off theirs (M5 Max): Qwen3.6 76.7% / Gemma 4 26B-A4B 75.0% / DiffusionGemma 74.2% short macro; no definitive winner; do not treat as calibrated. LM Studio cannot load DiffusionGemma. Do not copy bun / .env.

User-provided ~09:07 Boise 2026-09-19 / 15:07 UTC (NandhaKishorM/laya — packaging, not a new species)

Architecture notes, not a pip / Colab catalog. notes.md §76. Skip Archer. Always write NandhaKishorM/laya. Weights stay under convaiinnovations. ≠ TypeSafe /v1/systemone. ≠ githubnext/localjev.

• NandhaKishorM/laya — Apache-2.0; 710★; PyPI laya. Router over laya / laya-multilingual / laya-typed-decisions. T4 theirs: 1q 32.8 ms / 10q 72.3 ms. Post-T ECE 0.081 vs Jev 0.246 (raw 0.213 vs 0.144). Banking77 0.425 vs Jev 0.870. typed-decisions 0.766 fine-tune (base below majority). Khmer 0.000@0.952. 0.85 still soft. Jev rows third-party unpublished-here. Do not copy pip / preload.

User-provided ~09:14 Boise 2026-09-19 / 15:14 UTC (@airesearch12 Benchmark Heaven census — tweet, not scores)

Architecture notes, not a leaderboard dump. notes.md §77. Skip Archer. Quote the tweet; mark likes ephemeral. ≠ fstandhartinger/jevbench v1.1. Watch benchmarkheaven.com/jev-models; do not paste live ranks here.

• @airesearch12 — status/2101259522933186879 (Florian S). Named ~18 openjevs (system-one-open, openjev-sglang, DeBERTa open-jev, Needle 3, open-alternative-jev, Nimble 9B, SemIf, open-jev Dasein / JoshuaSP, OpenJev razorback16, mini-jev, system-one, system-one-gemma, jevlike, AlexWortega/openjev, GLiNER2, Succinct Router 14M, jev-model-router/Director/Loki). GLiNER2 + routers = class-boundary. Incomplete vs Laya / githubnext/localjev / kev / TypeAR / openvons. Engagement ephemeral (SIGNAL ~417/9/3; this pass 564/15/5). Do not copy Stripe. Scored sibling §78.

User-provided ~09:24 Boise 2026-09-19 / 15:24 UTC (JevBench v1.2 scored board)

Architecture notes, not a hit list. notes.md §78. Skip Archer. Quote the board; mark numbers theirs. ≠ tweet census §77 ≠ jevbench v1.1 87.6 ≠ jev-judge-bench ≠ jevarena.

• JevBench v1.2 — benchmarkheaven.com/jev-models; harness fstandhartinger/jevbench (MIT; 0★; HEAD 27ed3d6c; README SHA bf1e79ba; RESULTS SHA fdfab1a2). Protocol jevbench::v1.2; scored 19 Sept 2026; 15 × 534 (hard 220). Official Score = geometric mean I/C/S/K 25% each. Jev 1.13.0 75.3; SemIf 74.6 (−0.7); OpenJev razorback16 67.6. Luna I 96.8 rank #7. Cal ON rank. Option-order 72%→21%. Self-host latency ×2 assumption; many costs est. Laya absent (gap, not named-excluded). GLiNER2 mapping-excluded; apps out. Qwen3.8 27B Chutes TEE ≠ Archer. Do not copy Stripe / CLI.

Hourly ~08:42 Boise 2026-09-19 / 15:37 UTC (already folded — apply, don’t dump)

Architecture notes, not a hit list. notes.md §79. Skip Archer. Named HIGHs already §73–§78. Skip thin noise. Do not copy action.yml / bun / pip.

• Apply-the-five — wire-compat ≠ logit-equiv; productize label+p and mark FALLBACK; packaging ≠ new species / script-before-p; pointer-not-generator (two-pass; Not found; human tick); census ≠ scored bake-off / geo-mean weights are a design.
• Skip — uehaj/jev-semgrep (already §61; dedicated now §86); Akeel-Majeed/JEValuate (≠ ElshinQ/jevaluate); MM-sheng/jevspeak (jev-gpt cousin); fable-jev; jev-model-router already §77.
• Soundness-theater skip — totally-tim/jev-gate (0★; MIT) / connectedGraph/claude-jev-warden (1★; MIT). A Noul attends or escalates; do not hard-gate as merge/quality. ≠ jev-gateway / MongLong0214/jev-gate / jev-gate-student-b.

User-provided ~10:20 Boise 2026-09-19 / 16:20 UTC (AgentGhost wrap-as-execution + JP genre atlas)

Architecture notes, not an npm / .env / OpenRouter catalog. notes.md §83–§84. Skip Archer. Quote README/tweet. Do not re-fold named HIGH apps except sibling contrast. rh-guard owns the gate cousin.

• reddpy/AgentGhost — MIT; 2★; TypeScript; HEAD ac04e4fb; README SHA 44145fa9. Wrap-as-execution ALLOW/ASK/DENY. The wrap is the tool function; rules first; ASK throws; failMode: closed. Judge is a slot. Hosted provider tools out of reach. ≠ jwen5419807/agentghost ≠ vventirozos ≠ actiongate ≠ toolgate ≠ jev-use. Do not copy AUTO_APPROVE.
• @studio_yebisu — status/2101065176069886152. JP genre atlas of high-star Jev apps + open replicas. Stars research-time (typesafe-computer-use 203→427; jev-voice-browser 40→103). Not verified evals. Engagement ephemeral (this pass 131,234 / 1,934 / 192). SAM 3.1 already §39. OpenRouter Jev no-waitlist is WATCH. ≠ @airesearch12 class census ≠ v1.2 board. Do not dump the 30 repos.

User-provided ~10:25 Boise 2026-09-19 / 16:25 UTC (Akshay Pachaar “Jev Clearly Explained”)

Architecture notes, not an SDK / Python-sample catalog. notes.md §85. Skip Archer. Quote the article. Independent pedagogy, not a TypeSafe how-to.

• @akshay_pachaar — status/2101037514945597645 / article. LLM hammer; code owns branches; parallel questions; thresholds in code; schema-safe ≠ correct; placements = routing / tool-risk / verify with LLM; shadow-mode; questions-as-code. 200× / 400× TypeSafe ceiling theirs. Text-only. Engagement ephemeral (this pass 233,495 / 2,280 / 235). ≠ official docs ≠ Flavio Copes ≠ LangChain harness ≠ AgentGhost. Do not copy the Python samples.

User-provided ~10:30 Boise 2026-09-19 / 16:30 UTC (uehaj/jev-semgrep dedicated)

Architecture notes, not an npm / npx / .env / marketplace catalog. notes.md §86. Skip Archer. Quote README. Dedicated over §61. rh-guard skip (not a gate).

• uehaj/jev-semgrep — JavaScript; MIT LICENSE / GitHub SPDX NOASSERTION; 51★ ephemeral (SIGNAL ★42; §61 0★); 2 forks / 0 issues. HEAD 21120e9; README SHA 923e6a5. Grep by meaning; proposition ≠ embedding; contrast-set refund; AND/OR/NOT after threshold (do not multiply p). Cross-lingual; no index. ≠ semgrep.dev ≠ jevgrep ≠ jev-combinators. 0.94/0.98 theirs 10×51, not Harbor. Do not copy npm / marketplace.

Hourly ~10:47 Boise 2026-09-19 / 16:52 UTC (1047 HIGH + deferred 0945)

Architecture / mental models / Harbor-jevals, not an npm / pi install / n8n / HA add-on catalog. notes.md §87. Skip Archer. Quote READMEs. 0★ HIGHs still get real cards. Formal methods compose with scoring; hard-gating a Noul is soundness theater.

• wei-b0/gram-render — MIT; 0★; npm 0.1.0; README SHA dd5fb44. Jev never authors UI text. Derive → select → layout → validate. Live t.me/gramrender_bot. ≠ json-render ≠ jev2ui.
• realZachi/jevtest — MIT; 1★; npm 0.1.0; README SHA 6e432fc. Meaning matchers; ambiguous 0.15–0.85 fails both; 0.85 still soft. typesafe-ai/jevtest 404. ≠ jevassert.
• dglazkov/jev2ui — Apache-2.0; 0★; README SHA f0d477fc. Jobs 11/11 vs Baseline 10/11 valid A2UI theirs. Valid ≠ good.
• hulryung-uo/anima3 — license null; 0★; README SHA 68d6eb5. Qwen logprob default; jeff confidently flat; a11y tree. Do not invent Laya.
• Peu77/JevFind — Rust MIT; 1★; README SHA 0588181. Path then window. 0.25/0.55 still soft.
• manjunathshiva/jev-frontier-bench — MIT; 0★; README SHA a6a8447. Jev 72.5% ECE 0.161 vs Fable 84% ECE 0.064 theirs. ChaosNLI JS worse than uniform. ≠ jev-frontier-100.
• JoeSlain/jev-gliclass-bench — MIT; 0★; README SHA 335043e. Product bakeoff 78/40/49 n=100 theirs.
• geckguy/job-posting-triage — MIT LICENSE / GitHub SPDX other; 0★; README SHA bdafb39. Majority floor 0.947; tfidf wins; calibration ≠ discrimination.
• webstercharly/jev-authorship-check — license null; 0★; README SHA 72b0032. Named escape; not evidence.
• grayslawson/ha-switchboard — Apache-2.0; 0★; README SHA 1ee9e35. HA remains execution. ≠ AboveColin/HA-Jev.
• vibe-with-me-tools/n8n-nodes-jev — MIT; 1★; npm 0.2.2; README SHA 2e3aa2c. Unofficial. Low Confidence abstention.
• zaycruz/fast-jev-compaction-pi — MIT; 0★; npm 0.1.1; README SHA 809c0bd. ~50× theirs. ≠ pi-jev-compact ≠ pi-jev-compaction.
• async-dime/jevloop — HF Space Apache-2.0; 0 likes. UCB1+CEM; no LLM in the loop; mock default.
• thaitea/laya-vision-smolvlm-256m — Hub CC-BY-NC-SA; code r33drichards/laya-vision Apache-2.0. 75.2% / ECE cal 0.034 n=8235 theirs. score untrained. ≠ blackwood ≠ Archer.
• mkeco/Cerebellum-2B — Apache LICENSE / GitHub SPDX other; 1★. Hub mkzero. /v1/decide ≠ TypeSafe. Competing NAR not endorsement.
• Luni/laya-grounded — Hub CC-BY-NC; GitHub 404. Not a drop-in; phishing 0.611→0.512; Platt not temperature.

User-provided ~11:25 Boise 2026-09-19 / 17:25 UTC (queued SIGNALs + remaining deferred 0945)

Architecture / mental models / Harbor-jevals, not an uv / npm / cargo / marketplace catalog. notes.md §88. Skip Archer. Quote READMEs. Soft Noul ≠ hard safety. laya-vision + Cerebellum already §87.

• GestaltLabs/Jeff-1 — Hub Apache-2.0; 4 likes; code Gestalt-Lab/jeff Apache-2.0 0★; README SHA bbf66409. LoRA Qwen3-4B. n=9730 theirs: acc 0.8183 ECE 0.0807 vs Jev 0.8283 / 0.0932. Set reused. ≠ logan-markewich/jeff.
• devagrawal09/stanley-code — MIT; 20★; README SHA 59da9a1f. Empty findings ≠ approval. 0.1.0 not on npm. jev-code 0.0.1 does nothing.
• marc2332/findme — Rust; license null; 4★; README SHA f2a2ca71. NL memory → beam FS. ≠ JevFind.
• leftspace89/jevsubrouter — MIT; 4★; README SHA 317996d0. Price workers, not the conversation. Fail-open. Counts ≠ dollars.

Hourly ~11:49 Boise 2026-09-19 / 17:49 UTC (1144 HIGH)

Architecture / mental models / Harbor-jevals, not an unpublished-npm / uv / baml / Gateway catalog. notes.md §89. Skip Archer. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 1047 / §87 / §88. Sibling jev-decisions already in corpus — pointer only. jev-desktop already MED — pointer only.

• BoundaryML/feelings — BAML; license null; 0★; README SHA a03170d1. .feels() / .how() / .matches<T>() / .fill<T>() / .ask(). Default 0.5 is Noul-0.5-never-rounded. ≠ hunch ≠ Probably.
• AiPersonacademy/apa-agent-harness — MIT; 0★; README SHA 6213f8c2. Policy + 0.85 gate + shadow. Unpublished npm. ≠ AntonioCoppe/jev-harness.
• AiPersonacademy/apa-persona-engine — MIT; 0★; README SHA 266beb8c. SM then leftover LLM. <250 ms ≠ microsecond. Unpublished npm.
• Bodila51/grok-bot-jev — MIT; 1★; README SHA a03a16c9. Skill honor. A/B proxies ≠ tokens. 13.0× is a top-five cap.
• JacquesGariepy/Essentiel-Jev — license null; 0★; README SHA 48ac00e1. Never authority. 0.75 provisional. ≠ jevmail ≠ mailjay.
• mahawi1992/enzo-mcp — MIT; 0★; README SHA 9a213c9e. Independently falsifiable claims. UNKNOWN useful. ≠ jev-sift.
• noripto/pigeonhole — MIT; 0★; README SHA 43675c4e. OTHER skip. 0.6 still soft. ≠ jev-semgrep.
• bojansandhaus/jev-agent-decision-playground — HF Space MIT; 0 likes; sha 1fab381e. Static no-network. ≠ classifier.dev. Sibling jev-decisions pointer only.
• vcjdeboer/jev-reliability — SPDX NOASSERTION / LICENSE.md MIT+CC BY 4.0; 0★; README SHA eaad87f7. Nothing about accuracy. noul-gate 0.0%/12.5%/3.6% theirs. ≠ dinostomp.
• clduab11/jev-test — MIT; 0★; README SHA 59115535. “Nothing runs yet.” Bars ≠ scores. ≠ realZachi/jevtest.
• erendikmenn/jev-rag-benchmark — MIT; 0★; README SHA ea54bbe0. “Jev wins” is not an assumption. ≠ Max-sm-yc/Jev-RAG.
• dairui1/jev-lab — license null (README claims MIT); 0★; README SHA 4c006b68. urgent 91% vs Haiku 79% theirs synthetic. ≠ BrendanH18/jev-lab. Do not re-card jev-desktop.
• fazlerocks/jevmail — MIT; 3★; README SHA 9b1ea8b0. gmail.readonly. ~3¢/1k theirs. ≠ mailordinal.
• secondfret/mailjay — license null; 0★; README SHA fd52c7b9. Archive/trash after review. ≠ jevmail readonly.

Census not re-derived. Archer still NOT landed.

Hourly ~12:41 Boise 2026-09-19 / 18:41 UTC (1241 HIGH)

Architecture / mental models / Harbor-jevals / toolbelt, not a uv / cargo / Zen / wrangler catalog. notes.md §90. Skip Archer. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 1144 / §89. Fresh PR; never reopen merged #3 / #4 / #5. 0★ HIGHs still get real cards.

• ZHUBoer/ego-jev — MIT; 0★; README SHA fc4537ac. Reserved __none__. runWorkflow completed ≠ success. ≠ jiangkoumo/ego-jev.
• keltokhy/jsort — MIT; 1★; README SHA a7c1f705. Scores are relative. Noul not Choice for scale. CommonLit r=0.824 / ρ=0.841 theirs.
• slavadubrov/groundedness-judge-bench — LICENSE MIT / SPDX NOASSERTION; 0★; README SHA 5cc070d8. Native vs schema-guided. implicit_true included in yes. Jev 0.6667 vs GLM 0.7661 theirs. ≠ jev-judge-bench.
• JYeswak/jev_playground — MIT; 0★; README SHA 96483039. 0 promotions. routing-backtest 0.0447%. ≠ HF playground.
• yuyang2230/jev-agent-skill — MIT; 0★; README SHA 158ca045. jev-1.13-free. ≠ GodsBoy.
• swap-mitra/jev-techstack-classifier — license null; 0★; README SHA cd32bde4. stack_config.json only.
• innocentdiaz/s1_ruby — MIT; 1★; README SHA 6250f97b. Collapse late. undecided? abstain. ≠ hunch ≠ feelings.
• 2389-research/judgement — license null; 0★; README SHA 23c2dcda. confidence ≠ winner p. ≠ jevql.
• community-ports/typesafeai-sdk-rust-community — MIT; 0★; README SHA bda3ad23. Not a new species.
• tpellet/hunch — MIT; 0★; README SHA b25d81ac. Exit 3. never-execute list. ≠ carldaws/hunch.
• emilwagman/jev-file-search — MIT; 0★; README SHA b2a236bb. Scores not calibrated accuracy. ≠ JevFind.
• stas4000/jev-linkmap — LICENSE MIT / SPDX NOASSERTION; 0★; README SHA 271c1cd2. Jev never sees S2 prose.
• muhammedilyasy/jev-mail — MIT; 0★; README SHA be3211b0. Metadata only. ≠ jevmail.
• MANISH007700/tidy — MIT; 0★; README SHA 9211939e. none-of-folders stay. ≠ pigeonhole.
• MANISH007700/tab-bouncer — MIT; 0★; README SHA a35090d1. pinned/audio/current never closed.
• stefw/lkclean — MIT; 0★; README SHA 1cc18acf. Show fail-open. ≠ x-reply-filter.
• jaibhasin/jev-yt-time-saver — license null; 1★; README SHA 06cedabb. Show anyway.
• JacquesGariepy/ORIGIN-CIVILIZATION — LICENSE MIT / SPDX NOASSERTION; 1★; README SHA 33e6ba07. pause-if-no-Jev. validResponse sums-to-1. ≠ Essentiel-Jev.
• russfranky/jev-crawlers — MIT; 0★; README SHA 2d0b552e. Risk bands never raw boolean.
• Synxneuos/jevbrain — license null; 9★; README SHA 55fe0abf. AUTO_ACT is not a Noul. ≠ TypeSafe Jev.

Census not re-derived. Archer still NOT landed (HF empty; tracker likes 49 lastModified 2026-09-19T18:37:18Z still promised). Laya yes. Blackwood ABSENT. SemIf 1846 (+17). jevlike 962 (+3). TypeAR-AI/TypeAR 10 (+1). Awesomejev flat 561/27007.

Hourly ~13:47 Boise 2026-09-19 / 19:47 UTC (1347 HIGH)

Architecture / mental models / Harbor-jevals / toolbelt, not a uv / npx / plugin-marketplace catalog. notes.md §91. Skip Archer. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 1241 / §90. Fresh PR; never reopen merged #3 / #4 / #5 / #7. 0★ HIGHs still get real cards.

• lexingtonhibiki/judgekit — MIT; 0★; README SHA 0fcb42ea. judgekit YAML classify/score/route/verify. 97.7% n=130 theirs. ≠ JudgeBench.
• Ascurse/typed-judge-kit — MIT; 0★; README SHA 2bfa614d. typed-judge-kit verdict-in-code. MIN_LABELS=20.
• alsoleg89/decide — license null; 0★; README SHA fd8aafcf. alsoleg89/decide packing VOI. 0.8 ≠ 80% accuracy. ≠ jev-sift.
• pmcclelland/jev-calibration-arena — license null; 0★; README SHA 26498a10; size 0. jev-calibration-arena never acts. ≠ jev-arena.
• AnthusAI/Jev-Calibration — license null; 0★; README SHA bc86c044. Jev-Calibration Platt ECE 0.117→0.052.
• ctmx/openrouter-jev-mcp — MIT; 0★; README SHA 35a45df9. ctmx/openrouter-jev-mcp Decision-as-Plugin.
• cyrusasco/typesafe-mcp — MIT; 0★; README SHA 15dc6880. cyrusasco/typesafe-mcp noul deadband 0.35–0.65.
• FrancoisChastel/jev-code — MIT; 1★; README SHA ca36c894. FrancoisChastel/jev-code ≠ npm jev-code. auto_accept 0.85.
• skylence-org/claudecode-jev-marketplace — license null; 0★; README SHA ceeabb54; size 0. claudecode-jev-marketplace fail-open not hot path.
• pedroknigge/mcp_jev — MIT; 0★; README SHA aaa61f80. pedroknigge/mcp_jev packs not ask_jev.
• codaaiteam/jev-skill — license null; 0★; README SHA f5665603. codaaiteam/jev-skill jevtypesafeai.com ≠ TypeSafe.
• bgrablin/hermes-switchyard — MIT; 0★; README SHA 78446747. hermes-switchyard ≠ hermes-jev-router ≠ hermes-plugin-jev.
• dmdjr1409/nanoprune — MIT; 0★; README SHA e68fd265. nanoprune 2.8MB ECE 2.58%. 0 hallucination theater.
• smartdio/jev-browser-agent — MIT; 0★; README SHA 7927a18c. smartdio/jev-browser-agent ≠ ZHUBoer/ego-jev.
• Dakai/omp-jev-web — MIT; 0★; README SHA 67ad6934. Dakai/omp-jev-web DONE ≠ proof. ≠ omp-greenlight.
• hari007sh/jev — license null; 0★; README SHA 753581f7. hari007sh/jev ≠ dannote/jev.
• 0thernet/system-one-skills — MIT; 0★; README SHA 1dbe3db1. 0thernet/system-one-skills deterministic verify.
• harshpuri84/typed-gate — MIT; 0★; README SHA 4cfc66a7; size 0. typed-gate band [0.40,0.60] is refusal. rh-guard owns.
• fivethirty/pi-jev-gate — MIT; 0★; README SHA 62482af1; size 0. pi-jev-gate fail-closed; choice is the verdict. rh-guard owns.

Census not re-derived. Archer still NOT landed.

Hourly ~14:41 Boise 2026-09-19 / 20:41 UTC (1441 HIGH)

Architecture / mental models / Harbor-jevals / toolbelt, not a uv / npx / plugin-marketplace catalog. notes.md §92. Skip Archer. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 1347 / §91. Fresh PR; never reopen merged #3 / #4 / #5 / #7 / #8. 0★ HIGHs still get real cards. rh-guard owns the gate cousins; Augustus owns placement.

• yohanargentina-oss/Foq — MIT; 1★; README SHA fbe55c7a. Foq ~25ms/2.2GB local. 25 ms P50 / ECE 0.2% / 100% 150-case theirs. Do not paste as a class ceiling.
• jaswanthsanjay88/rev — LICENSE Apache-2.0 / SPDX NOASSERTION; 0★; README SHA bc68be74; size 0. rev prefill-only + HF jev-0.5b. Sample latency_ms 32.4 not a bench. Companion Hub sha 1044b44b.
• robfrase/jev — LICENSE Apache / SPDX NOASSERTION; 0★; README SHA 8d92fd16; size 0. robfrase/jev planning memo. ≠ dannote/jev ≠ hari007sh/jev.
• ThiagaoBR/typesafe_agent_gates — Apache-2.0; 0★; README SHA b2f0bb4d; size 0. typesafe_agent_gates 27/27 / 31/31. rh-guard owns.
• EpicEric/safe-sh — AGPL-3.0; 1★; README SHA e80a9650. EpicEric/safe-sh static remainder. HIGH delta of MED §58.
• buberlo/jev-pastepilot — MIT; 0★; README SHA 5676992d. pastepilot Confirm before act. rh-guard owns.
• uspraveen/Jev-Reranker — MIT; 0★; README SHA f3fc6f64. Jev-Reranker live Jev not yet measured. r@1 0.1667 offline theirs.
• Nasrallah-AL/sessionwise — MIT; 0★; README SHA b280e0d2; size 0. sessionwise opt-in relevance. Fail-open if Jev is down.
• savka777/jev-search — MIT; 0★; README SHA b25d72c1. jev-search pointer sieve. Score ≠ truth. ≠ kazuhideoki/jev-search ≠ superagents-lab/jev-search.
• furuCRM-Inc/400ms-agentic-sf — license null; 0★; README SHA 8bf5e49b; size 0. 400ms Salesforce WebMCP. Demo timestamps ≠ Harbor.
• thevilledev/typesafe-scheduler-diagnostics — Apache-2.0; 0★; README SHA 5fbeaeaf. typesafe-scheduler-diagnostics advisory. Does not place Pods.
• mkruglikov/droidjev — MIT; 0★; README SHA 213ab849. droidjev screenshot-free. ≠ jev-ultrafast.
• Tewoto1/Computer-use-and-control-with-Jev — license null; 0★; README SHA 9822e26c; size 0. Tewoto1 jevcu planner still writes.
• luxus/ha-conversation-jev — license null; 1★; README SHA 5426b3dd. ha-conversation-jev Jev→Grok. ≠ HA-Jev. Do not copy OAuth client_id.
• buberlo/dsh-jev — MIT; 2★; README SHA bcb7a907. dsh-jev can only gate. HIGH delta of MED §59.
• rachit-srivastava-devx/jev-classification-benchmark — license null; 0★; README SHA dac5ad85; size 0. jev-classification-benchmark specified not run.
• reachjalil/jev-luna-pagerduty-trigger — HF dataset MIT; 0 likes; sha ff09d859. jev-luna-pagerduty p≥0.50. ≠ Loghub. rh-guard owns paging.
• meldltd/meldecision — SPDX NOASSERTION; 0★; README SHA 4180ce08. meldltd/meldecision laya-go ONNX.
• shantanugoel/laya-doom — license null; 0★; README SHA 2f14f7c8. laya-doom never pixels. ≠ Archer.
• logixism/laya-api — license null; 0★; README SHA e69de29b 0 bytes. logixism/laya-api empty README.
• akpsahan/laya — HF; 0 likes; sha d96df164. akpsahan/laya ≠ Archer. Do not re-paste Nandha vs-Jev. ≠ Qwen3.8-27B.
• choxos/jevchess — MIT; 1★; README SHA 7a94657f. choxos/jevchess engine owns truth.
• vedssharma/jev-drive — license null; 0★; README SHA ddbcbcf1; size 0. jev-drive sim not AV.
• amali-s/story-arc — license null; 0★; README SHA 1fcd56f1. story-arc Jev never authors.
• newbie1668/jev-hs-assistant — license null; 0★; README SHA 48c887f3; size 0. jev-hs-assistant HS6.
• golergka/jev-plays-starcraft-2 — license null; 1★; README SHA 62186feb. golergka/jev-plays-starcraft-2 UI-verified ≠ API Victory.
• walidboulanouar/awesome-jev-use-cases — CC0; 2★; README SHA 0d774bba. awesome-jev-use-cases catalog. ≠ awesomejev.com.
• Nibir1/typesafe-go — Apache-2.0; 0★; README SHA 0b6cc51f. Nibir1/typesafe-go ≠ official.

Census not re-derived. Archer still NOT landed; tracker likes 50 lastModified UNCHANGED 2026-09-19T18:37:18Z; SemIf 1873 (+7); jevlike 969 (+2); TypeAR 10 flat; Awesomejev 561/27007 flat.

SIGNAL ~15:23 Boise 2026-09-19 / 21:23 UTC (jevcache + jev-align)

Architecture / mental models / Harbor-jevals / toolbelt, not a uv / npx / curl | sh catalog. notes.md §93. Skip Archer. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 1441 / §92. Fresh PR; never reopen merged #3 / #4 / #5 / #7 / #8 / #9. rh-guard owns HIT-as-truth and training-score auto-accept; Augustus owns placement.

• hyperspaceai/jevcache — license null; 8★ this pass, SIGNAL ★6; README SHA 7c2abe99; HEAD a211d13; size 232. fingerprint after redact; recall vs decide; publish fingerprints+answers; CI replay as Harbor cousin. Cache hit ≠ correctness. hyperspaceai/jevcache ≠ kushals256/jevcache. Not Hyperspace KV attention cache. Do not copy curl | sh.
• sutro-sh/jev-align — Apache-2.0; 60★ this pass, SIGNAL ★56; forks 7; README SHA 363fccb7; HEAD 49753df; size 3296. human labels only; score never auto-accepts; production capture flywheel. sutro-sh/jev-align ≠ caiovicentino/jev-align. Do not copy uv / keys. HIGH 1943 live delta: 133★ / forks 10; HEAD 49753df9 / README SHA 363fccb7 unchanged. build calibrated classifiers from human feedback. Do not re-dump the loop. notes.md §100.

Census not re-derived. Archer still NOT landed.

SIGNAL ~15:32–15:35 Boise 2026-09-19 / 21:35 UTC (enzyme + JA ModernBERT + Gemma/Nemotron/djev-dev/Laya essay)

Architecture / mental models / Harbor-jevals / toolbelt, not a uv / npx / curl | bash catalog. notes.md §94. Skip Archer. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold jevcache/jev-align / §93. Fresh PR; never reopen merged #3 / #4 / #5 / #7 / #8 / #9 / #10. rh-guard owns guidance-as-hook, unofficial-local-as-Jev, hosted-bootstrap silent FALLBACK, LFM-default-as-JA-softmax, Nemotron “not calibrated replacement”, and Laya confidence-without-competence; Augustus owns placement.

• byenzyme/enzyme — license null; 63★ this pass, SIGNAL ★62; README SHA 9af7c570; HEAD c91d6b5; size 391718; homepage https://memory.enzyme.garden. guidance ≠ hook; catalysts ≠ summaries; compile-time System One; hosted bootstrap ≠ silent TypeSafe. ~350×/1000× theirs (GitHub description). ≠ enzymejs/enzyme. Do not copy curl | bash.
• argos1111/modernbert-ja-310m-jev — CC-BY-SA-4.0; 2 likes; sha 07cda235. unofficial ≠ TypeSafe; format_version modernbert-jev/1. JGLUE JNLI 92.62% / JComQA 92.40% theirs. Runtime Argos1111/jev_local (14★; README SHA ee7b536a; HEAD 8ccc04d). Dual-backend: LFM default (vision) ≠ JA ModernBERT text-only. Argos1111/jev_local ≠ us/jev-local ≠ kunchenguid/local-jev. LFM default ≠ ModernBERT backend. Do not copy setup_modernbert.sh.
• @googlegemma — status/2101069861598482817. DiffusionGemma-as-Jev ~0.2s DGX Spark theirs. Engagement ephemeral. Not a Harbor bake-off.
• pst2154/Nemotron_Jev — license null; 6★; README SHA f2f3d052; HEAD 983cc29 on feat/nemotron-decision-lab. Nemotron ≠ TypeSafe Jev; not a calibrated replacement. Do not copy docker.
• Davipar/djev-dev — Apache-2.0; 2★; README SHA 6d59d020; HEAD 3ce907e. djev-dev complements djev-spark; images as Choice options. Native image input. ≠ typesafe-computer-use.
• Laya product essay — https://laya.convaiinnovations.com/. Laya essay numbers theirs. Router/OOD confidence (Khmer 0.000 @ 0.952). Already §76 via NandhaKishorM/laya. Not a new species. Do not copy pip install laya.

Census not re-derived. Archer still NOT landed.

Hourly ~15:41 Boise 2026-09-19 / 21:41 UTC (1541 HIGH)

Architecture / mental models / Harbor-jevals / toolbelt, not a uv / npx / go install / plugin-marketplace catalog. notes.md §95. Skip Archer. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 1441 / §92. Fresh PR; never reopen merged #7 / #8 / #9 / #10 / #12; do not re-fold §93 / §94. 0★ HIGHs still get real cards. rh-guard owns the injection-firewall / CI-gate cousins; Augustus owns placement.

• petercr/jev-orchestrator — TS MIT; 0★; README SHA 042c102e; HEAD f29880f; size 29. difficulty + policy thresholds + JSONL trace. GitHub “difficulty” ≠ live Score. Decision-only; FINISH 0.95 theirs is a sensor.
• Charlyhno-eng/jev-codex-pilot — TS MIT; 0★; README SHA 6210d1e7; HEAD 9a277f5; size 1. jev-codex-pilot model + reasoning depth. Thin marketing overlay + Kanban.
• SunnyKikiHK/jev-replacement — Python; license null; 0★; README SHA 3988319e; HEAD 58babb9; size 41. keep/shadow/hybrid/reject. 20-case theirs failed the cost gate.
• jackboykin/quarry — Go MIT; 0★; README SHA 48e119fd; HEAD 971048b on master; size 0. quarry evidence projection. Pointer, never paraphrase. 5 s fail-open.
• Frank-ZY-Dou/awesome-jev — license null; 0★; README SHA c4825b7f; HEAD 538a6e9; size 0. Frank-ZY-Dou/awesome-jev robotics/3D/control. Text-state, not pixels. One seed-0 ≠ a rate. ≠ walidboulanouar/awesome-jev-use-cases.
• PavitarSinghArneja/one-dollar-tahoe — Python MIT; 0★; README SHA 84bf6bd2; HEAD dbf14ff; size 0. one-dollar-tahoe TypeSafe Jev defense eval. ~74 demo; README has no ASR/FPR. rh-guard owns.
• seb4ez/jevguard — Python MIT; 0★; README SHA 7dc0906b; HEAD 138c8fe; size 0. jevguard calibrator/cache/escape. ≠ hyperspaceai/jevcache.
• guilhem/jev-ci-selector — TS; license null; 0★; README SHA a9bb7653; HEAD 052073a; size 432. jev-ci-selector CI shadow mode. Shadow default; enforce opt-in. rh-guard owns.
• webNeat/llama-jev — TS; license null; 0★; README SHA 5ec204af; HEAD fdf989a; size 8. llama-jev llama.cpp replica.

Census not provided this hour (not re-derived). Archer still NOT landed. Last pin from §92.

Hourly ~16:39 Boise 2026-09-19 / 22:39 UTC (1639 HIGH)

Architecture / mental models / Harbor-jevals / toolbelt, not a npx / plugin-marketplace catalog. notes.md §96. Skip Archer. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 1541 / §95. Fresh PR; never reopen merged #7–#13. 0★ HIGH still gets a real card. Augustus owns placement.

• indiejoseph/opencode-jev-pruner — TS; GitHub license null; package.json MIT; 0★; README SHA dd93d635; HEAD 764169c on master; size 37. 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. ≠ nrdz-labs/fast-jev-opencode. Do not copy 24/24 / 83%.
• MEDIUM (do not over-weight): jongyunhur/jev-webagent-bench — empty stub (size 0; 409); NSStudent/JevSwiftSDK — MIT 5★; unofficial.
• MEDIUM→HIGH 1943: Kiln-AI/jev_jsonschema — MIT 5★; HEAD fccea8c2 / README SHA f3c94957 unchanged. JSON Schema → typed JSON via Jev. noul_threshold 0.5 decoder not a proof. IncompatibleSchemaError lists every bad property. notes.md §100.

Census not provided this hour (not re-derived). Archer still NOT landed. Last pin from §92.

SIGNAL ~17:17 Boise 2026-09-19 / 23:17 UTC (gliner-native-runtime)

Architecture / mental models / Harbor-jevals / toolbelt, not a Swift tutorial. notes.md §97. Skip Archer. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 1639 / §96. Fresh PR; never reopen merged #7–#14. User-linked SIGNAL (pushed 2026-08-26). rh-guard skips; Augustus owns placement.

• shershah1024/gliner-native-runtime — Swift Apache-2.0; 4★; README SHA 901eb063; HEAD b44f661; size 1838. 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. Do not invent ANE ms / ECE / Harbor. Do not re-download encoder weights.

Census not provided this hour (not re-derived). Archer still NOT landed. Last pin from §92.

Hourly ~17:40 Boise 2026-09-19 / 23:40 UTC (1740 HIGH)

Architecture / mental models / Harbor-jevals / toolbelt, not a DGP/jegrep/kev tutorial. notes.md §98. Skip Archer rewrite. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 1639 / §96 / gliner-native-runtime / §97 / 1541 / §95. Fresh PR; never reopen merged #7–#15. 0★ HIGH still gets a real card. rh-guard owns the silent-FALLBACK cousin. rh-guard does not own protocol envelope / ranking fail-open / replica honesty. Augustus owns placement.

• numerous-com/dgp — Python MIT; 0★; README SHA 655fc638; HEAD a9cb3c4; size 303; created 2026-09-19T22:45:07Z. 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. 106 tests theirs. Mock resolver ≠ Jev. Speculative assessments cannot authorize effects. Do not copy tokens / uv.
• can1357/jegrep — Rust MIT; 13★ this pass (watch ★12); README SHA 6f241390; HEAD a280f14; size 511; v0.1.1; created 2026-09-19T22:01:25Z. jegrep calibrated path+range Nouls. no embeddings/index/daemon. ~$0.01–0.03 typical. agent –json. can1357/jegrep ≠ Bentlybro/jevgrep ≠ uehaj/jev-semgrep. Ranking fail-open. No published Harbor. OpenRouter/TypeSafe auto-failover is silent FALLBACK. Do not copy 79% / cargo / keys.
• jaredpalmer/kev (architecture delta, not a rewrite of §45) — Python Apache-2.0; 507★; README SHA 50f828ea; HEAD 2e9069be; size 22446. 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. Score confidence is a stand-in (theirs). Jev-omni owns the replica/code fold. Do not copy uv / ports / Modal.

Census not provided this hour except Archer tracker likes 51 (+1); lastModified UNCHANGED 2026-09-19T18:37:18Z; Hub archerhume/4rcherhume HTTP 401. Archer still NOT landed. Last remaining pin from §92: SemIf 1873; jevlike 969; TypeAR 10; Awesomejev 561/27007.

Hourly ~18:43 Boise 2026-09-19 / 2026-09-20T00:43:33Z (1843 HIGH)

Architecture / mental models / Harbor-jevals / toolbelt, not a gut/Judge/jev-forge/von tutorial. notes.md §99. Skip Archer rewrite. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 1740 / §98 / 1639 / §96 / gliner-native-runtime / §97 / 1541 / §95. Fresh PR; never reopen merged #7–#16. 0★ HIGH still gets a real card. gut/judge are control-flow overlays, not species. jev-forge is a class-architecture note, not a sixth species. llm-vs-jev is a cross-note; rh-guard owns steerability. Augustus owns placement. Quote live REST over watch claims. invented_signal: false.

• Kungie/gut — GitHub Apache-2.0 / LICENSE MIT / pyproject Apache-2.0 theirs; 0★; README SHA 630474f6; HEAD cb56c875; size 0; created 2026-09-20T00:27:05Z. PRIMARY. 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. Pre-alpha target design. Default on_unsure="raise" is app policy, not a System One hard gate. Kungie/gut ≠ tpellet/hunch ≠ carldaws/hunch. Overlay, not a species. Do not copy pip / keys.
• Illusion47586/judge — TypeScript MIT; 0★; README SHA 08554c6f; HEAD e69f65a1; size 317; @brkn-labs/judge 0.1.0. judgment vs generation. deterministic execution after probabilistic judgment. exactly one app-owned callback. explicit uncertain branch. Illusion47586/judge ≠ lexingtonhibiki/judgekit ≠ Ascurse/typed-judge-kit. Overlay, not a species. Do not dump the SDK.
• zwliJay/jev-forge — Python; GitHub NOASSERTION / LICENSE MIT; 1★; README SHA 359f3f57; HEAD eb3e4a2d; size 2380. variable-N option scoring as the trainable object. dynamic candidate bags not fixed label sets. zwliJay/jev-forge ≠ NanoJev. Class-architecture on decide, not a sixth species. Do not clone Hub weights / Mind2Web corpora. Do not paste 0.579/0.637 as Harbor.
• wfzyx/von — Python Apache-2.0; 43★; README SHA 574aa628; HEAD b9e42b26 on master; size 11888. NAR local drop-in. open replica economics / latency vs closed Jev. wfzyx/von late-catch HIGH. competing NAR claims / replica honesty. GitHub desc still sub-15ms; README this pass 395M / ~62 ms MPS / n=78 93.0% theirs; Hub wfzyx/von-1.0 ModernBERT-large 10 likes. Do not merge Needle 52.6% with this table. Do not dump weights.
• ishaannk/llm-vs-jev — Python Apache-2.0; 0★; README SHA d9ebd40f; HEAD 182e0864; size 2900. typed judgments vs chat judges on guardrailing. nothing wins outright. can be argued out of guarding. ishaannk/llm-vs-jev cross-note only. deeper integrity fold is rh-guard. RESULTS generated from summary.json ≠ Harbor. Do not copy uv / keys.

Pulse (do not invent): Archer still NOT landed. Hub archerhume/4rcherhume HTTP 401. Qwen/Qwen3.8-27B ≠ Archer. Tracker likes 51 flat; lastModified UNCHANGED 2026-09-19T18:37:18.000Z; Laya yes (Hub 535 likes); Blackwood ABSENT from tracker (Hub still HTTP 200, likes 2 — not deletion). Awesomejev 561 / 27007 flat (user-provided; ≠ AnotiaWang/awesome-jev 83★). Live REST: SemIf 1936★; jevlike 983★ (watch claimed 984); TypeAR 11★ flat. X MCP since_id held 2100958005663568282; pages_archived 0; no invented tweets.

Hourly ~19:43 Boise 2026-09-19 / 2026-09-20T01:43Z (1943 HIGH)

Architecture / mental models / Harbor-jevals / toolbelt, not a Probably/invalidate/jev-lint/snapjudge/JevPi tutorial. notes.md §100. Skip Archer rewrite. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 1843 / §99 / 1740 / §98 / 1639 / §96 / gliner-native-runtime / §97 / 1541 / §95 / jev-align mechanism / §93. Fresh PR; never reopen merged #7–#17. 0★ HIGH still gets a real card. probably is a language, not a library overlay. jev-align is a live-star / framing delta. jev-lint is jevlint (rename). invalidate / jev_jsonschema are HIGH upgrades. Local replicas are class economics, not new species. rh-guard owns false-invalidation-as-proof / lint-Noul-as-merge-seal. Augustus owns placement. Quote live REST over watch claims. invented_signal: false.

• southpolesteve/probably — TypeScript MIT; 3★; README SHA c28570a9; HEAD 6bf671a4; size 19; created 2026-09-19T16:08:47Z; package probably-lang 0.1.0. PRIMARY. 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. Hosted playground = recorded runs. Do not copy bun / keys.
• sutro-sh/jev-align — Python Apache-2.0; 133★; forks 10; README SHA 363fccb7 unchanged; HEAD 49753df9 unchanged. 133★ / forks 10 live. build calibrated classifiers from human feedback. Live-star / framing delta of §93. Do not re-dump the loop. sutro-sh/jev-align ≠ caiovicentino/jev-align.
• samdotmak/jev-recall — MIT; 6★; README SHA ea774519; HEAD d3e4acfb; size 11386. 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. Do not paste 17/18 as Harbor.
• chopratejas/invalidate — Python Apache-2.0; 11★ HIGH upgrade of §66 MED; README SHA 8cccad5f; HEAD d6ade601; size 983. 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. Tuned on the same 157.
• mizchi/jev-lint — TypeScript MIT; 13★; README SHA 4c0e37cd; HEAD 62d73f8e byte-identical to jevlint. 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.
• Kiln-AI/jev_jsonschema — Python MIT; 5★ HIGH upgrade of §96 MEDIUM; README SHA f3c94957 unchanged; HEAD fccea8c2 unchanged. JSON Schema → typed JSON via Jev. noul_threshold 0.5 decoder not a proof. IncompatibleSchemaError lists every bad property.
• mizorewww/laya-coreml — Python Apache-2.0; 0★; README SHA 2068c661; HEAD 47f4baf0; size 199. 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.
• Micha0827/snapjudge — Python MIT; 3★; README SHA 64a91458; HEAD 2df5ce27; size 4262. softmax over allowed tokens ≠ Noul. question-first cache. Micha0827/snapjudge ≠ githubnext/localjev ≠ jevmlx ≠ cendress/SnapJudge.
• direwolfiy/JevPi — TypeScript; license null; 0★; README SHA 88ec1a55; HEAD 980f8895; GitHub size 0 with contents. 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.

Hourly ~20:41 Boise 2026-09-19 / 2026-09-20T02:41Z (2041 HIGH)

Architecture / mental models / Harbor-jevals / toolbelt, not a bias-bench/planalyzer/switchboard/jevusher tutorial. notes.md §101. Skip Archer rewrite. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 1943 / §100 / 1843 / §99 / 1740 / §98 / 1639 / §96 / gliner-native-runtime / §97 / 1541 / §95 / jev-align mechanism / §93. Fresh PR; never reopen merged #7–#18. 0★ HIGH still gets a real card. rh-guard owns injection/steer. Augustus owns placement. Quote live REST over watch claims. invented_signal: false.

• natemoo-re/bias-bench — JavaScript; license null; 0★; README SHA a1c3e604; HEAD fe2f2535; GitHub size 0 with contents; created 2026-09-20T02:41:51Z; package 0.1.0. PRIMARY. 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. 1824 independent Nouls; callback 25.0% all groups theirs. Do not copy npm / keys.

• austindixson/planalyzer — Python MIT; 0★; README SHA 6e4d8da3; HEAD 39fc161f; size 0 with contents. Plan/PRD panel → code-owned pass

  review

  block. cheerleading out of scope. austindixson/planalyzer ≠ single-goodness Noul. noul_block_threshold 0.72 / review 0.4 / severity_block_at 2.0 theirs. Do not copy npx / keys.

• cannacre8ive/switchboard-ai — JavaScript MIT; 1★; README SHA 872de837; HEAD 5cae9d1c; package 0.4.0. cost-aware multi-model routing/escalation. decide vs do. successful-task cost. cannacre8ive/switchboard-ai ≠ ha-switchboard ≠ hermes-switchyard. V0.4 / M4–M5 functional as logical plans+DAG; MCP adapters / learned economics not done theirs. Do not copy npm / keys.
• elcronos/jev-vs-open-decision-models — Python; license null; 0★; README SHA b7256888; HEAD b61e6cfc; size 0 with contents. frozen-protocol zero-shot bench. TypeSafe Jev vs PrismNLI vs Laya. contamination caveat. elcronos/jev-vs-open-decision-models ≠ JevBench ≠ DMB. Jev 0.587 / PrismNLI 0.725 / Laya 0.587 theirs. Do not copy uv / keys.
• cvsgireesh/jevusher — TypeScript MIT; 0★; README SHA 428a4a59; HEAD d830d344; package 0.1.0; GitHub size 81. 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. Do not copy npm / keys.
• MokiMeow/jev-fabric — TypeScript Apache-2.0; 0★; README SHA f485dbdd; HEAD 95b9a4f3; package 0.1.0-alpha.1. typed decision control plane. receipt ≠ authorization. historical-v0 zero retained cases. MokiMeow/jev-fabric ≠ jev-forge ≠ dgp. Do not copy live keys.
• jose-troche/live-rubric — TypeScript; license null; 0★; README SHA 4a0be084; HEAD db8da8db. 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. Do not copy CODIV_API_KEY.
• willkelly/jev-evaluation — Python MIT; 0★; README SHA 2d66ac22; HEAD c168c093. 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. rh-guard owns injection. Do not copy attacks.
• nshkrdotcom/system_one_sdk — Elixir MIT; 0★; README SHA c117b4c4; HEAD c2a522ee; mix 0.5.0; GitHub size 0 with contents. provider-neutral Elixir/BEAM Noul/Choice/Score SDK. class infrastructure. GitHub desc provider-neutral; README opening TypeSafe-first. nshkrdotcom/system_one_sdk ≠ typesafe_sdk ≠ dannote/jev. Do not copy mix / keys.

Pulse (do not invent): Archer still NOT landed. Hub archerhume/4rcherhume HTTP 401 — not re-fetched as a rewrite. Tracker likes 54 (+3 vs §100 pin 51); lastModified CHANGED 2026-09-20T02:59:13Z (was §100 2026-09-19T18:37:18Z). Live REST: SemIf 1984★ (+30 vs §100 1954); jevlike 1002★ (+13 vs §100 989); TypeAR-AI/TypeAR 11★ flat. AnotiaWang/awesome-jev 84★ ≠ Awesomejev 561/27007. X MCP not used this hour; no invented tweets. invented_signal: false.

Hourly ~21:45 Boise 2026-09-19 / 2026-09-20T03:45Z (2145 HIGH)

Architecture / mental models / Harbor-jevals / toolbelt, not a jevq/laya_ex/IC-Laya/jev48/ember/jev-kit tutorial. notes.md §102. Skip Archer rewrite. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 2041 / §101 / 1943 / §100 / 1843 / §99 / 1740 / §98 / 1639 / §96 / gliner-native-runtime / §97 / 1541 / §95 / jev-align mechanism / §93. Fresh PR; never reopen merged #7–#19. 0★ HIGH still gets a real card. Open-weights Laya is the class exemplar this hour, not a TypeSafe drop-in. Quote live REST over watch claims. invented_signal: false.

• yodablocks/jevq — Python MIT; 0★; README SHA 3198dde0; HEAD 40b2dd90; GitHub size 0 with contents. PRIMARY. question-linting of Jev questions themselves. nine jaggedness rules, no API key, no labelled data. static lint ≠ measured separation. yodablocks/jevq ≠ tenbin ≠ JevLint ≠ commitjev. 0.75 vs 0.81 theirs. Do not copy pip / keys.
• ChristianAlexander/laya_ex — Elixir Apache-2.0; 0★; README SHA 6361c920; HEAD 99f9ce73; mix 0.1.0; GitHub size 0 with contents. open-weights Laya as class exemplar (binding). Nx/Bumblebee runtime. host chooses backend. ChristianAlexander/laya_ex ≠ system_one_sdk ≠ dannote/jev ≠ NandhaKishorM/laya. Do not copy mix / keys.
• humandebri/IC-Laya — Rust MIT; 0★; README SHA 85431606; HEAD 055ef42f; GitHub size 0 with contents. on-chain/edge Laya deploy. parity_verified stays false. model output never grants Tx. 62 cargo PASS / 4.8 MiB Wasm theirs. humandebri/IC-Laya ≠ laya_ex. Do not copy dfx.
• agilabs-ai/jev48 — Python MIT; 0★; README SHA 3f667dd4; HEAD aa697005; size 1439. auditable weekend replica. Jev outputs never used for training. unpaired 0.577 vs 0.727. agilabs-ai/jev48 ≠ JevBench ≠ Mapika/decider. Do not copy secrets.
• copyleftdev/ember — TypeScript MIT; 0★; README SHA 6db00b56; HEAD c02f622b; size 479. adversarial dual-judge / framing attack surface. comparative framing is the usable judgment. prior injection crowds out evidence. copyleftdev/ember ≠ ember.js. Do not copy attacks.
• PIXELZX0/XERON — Python; license null; 0★; README SHA 8733e01f; HEAD 5e870a4d; size 52. Laya specialist fine-tune pipeline. training still GPU-pending. PIXELZX0/XERON ≠ convaiinnovations/laya. Do not copy HF_TOKEN.
• daliborsb/laya — HF Apache-2.0; 421.3M. Hub Laya replica drop. daliborsb/laya ≠ convaiinnovations/laya ≠ NandhaKishorM/laya. Do not re-paste copied vs-Jev.
• MagaBitmex/jev-4b-distill-data — HF dataset Apache-2.0. System One student distillation corpus. gold is programmatic. teacher is closed-API clone. MagaBitmex/jev-4b-distill model not found. Do not distill Jev as teacher of record.
• lewislululu/jevon — HF AGPL; likes 3. non-LLM VIN System One. planning depth not chat. maze 1.0000 n=141 theirs. lewislululu/jevon ≠ douglance/jevon. Qwen3.8-27B ≠ Archer.
• WaynezProg/jev-kit — MIT; 0★; README SHA a7f14838; HEAD 4558554f; GitHub size 0 with contents. 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. Do not copy curl | sh.

Pulse (do not invent): Archer still NOT landed. Hub archerhume/4rcherhume HTTP 401 — not re-fetched as a rewrite. Tracker likes 54; lastModified 2026-09-20T02:59:13Z. Live REST (review relock): SemIf 2000★ (+16 vs §101 1984); jevlike 1002★ flat; TypeAR-AI/TypeAR 12★ (+1 vs §101 11). AnotiaWang/awesome-jev 86★ (+2 vs §101 84) ≠ Awesomejev 561/27007. X MCP not used this hour; no invented tweets. invented_signal: false.

See references/mixed-architecture.md in the skill. Class-level family choice: references/judgment-class.md. Proof vs judgment (Alloy vs Apalache; DST trio Antithesis / Resonate HQ / PufferLib): references/formal-methods.md (one-screen: formal-semi-formal.md). Cross-domain frames (not SWE-only): references/mental-models.md. Hypothesis cards: references/mappings.md §6–§19.

Hourly ~22:46 Boise 2026-09-19 / 2026-09-20T04:46Z (2246 HIGH)

Architecture / mental models / Harbor-jevals / toolbelt, not a system-one-bench/jev-eval/hev/mini-jev/ChatJev tutorial. notes.md §103. Skip Archer rewrite. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 2145 / §102 / 2041 / §101 / 1943 / §100 / 1843 / §99 / 1740 / §98 / 1639 / §96 / gliner-native-runtime / §97 / 1541 / §95 / jev-align mechanism / §93. Fresh PR; never reopen merged #7–#20. 0★ HIGH still gets a real card. Independent evidence catalogs and negative results are the class exemplar this hour, not a TypeSafe drop-in. Quote live REST over watch claims. invented_signal: false.

• reachjalil/system-one-bench — JavaScript MIT; 0★; README SHA d9e0c7b7; HEAD ceb17269; LICENSE SHA c49c6fba; GitHub size 90. PRIMARY. independent System One evidence catalog. 19 reviewed records. scores not one leaderboard. no external record currently reproduced. TokenTrim no-Jev matched hybrid 62.4%. reachjalil/system-one-bench ≠ mallahyari/system-one-benchmark. Do not copy npm / keys.
• SivletLabs/jev-eval — Python MIT; 0★; README SHA df16766c; HEAD 3f9d976f; LICENSE SHA 91caa663; GitHub size 0 with contents. 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. Do not dump the dataset.
• nafisazizir/hev — Python Apache-2.0; 0★; README SHA b995dce3; HEAD 79a486f9; LICENSE SHA 54baf100; GitHub size 2318. option isolation (sibling-blind). permutation-equivariant. Hub OWNER not published. nafisazizir/hev ≠ jaredpalmer/kev. Do not copy Hub OWNER.
• yuki-oshio/mini-jev — Python MIT; 0★; README SHA 363441b6; HEAD dff5b323; LICENSE SHA 79e2cff7; GitHub size 38370 with contents. 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. Do not dump GGUF.
• erik-dunteman/ChatJev — Python; license null; 1★; README SHA c763be19; HEAD ea33ab8d; GitHub size 0 with contents. Jev classifier as autoregressive next-token predictor. ChatJev-style soundness theater. erik-dunteman/ChatJev ≠ dannote/jev ≠ jev-gpt. Do not dump main.py.
• wufuju2023-cell/jev-alpha-proof-analysis — Markdown; license null; 0★; README SHA 1810d7f6; HEAD afd9bb6f; overview SHA 919b922a; GitHub size 0 with contents. calibrated decision head × AlphaProof value head. implementation-layer isomorphism, semantic difference. timeout = censoring. do not launder Noul as proof.
• zzzzzec/jevsort — HTML; license null; 1★; README SHA 85044740; HEAD 57067b90; GitHub size 70. parallel rank-prediction vs serial selection. independent questions can conflict. zzzzzec/jevsort ≠ keltokhy/jsort.
• rupeshpoojary9/awesome-open-system-one — CC0 1.0 LICENSE SHA 36848c0b; GitHub SPDX NOASSERTION; 0★; README SHA 0007e343; HEAD 637ee3d3; GitHub size 4 with contents. curated open System One ecosystem catalog. rupeshpoojary9/awesome-open-system-one ≠ AnotiaWang/awesome-jev. Do not paste listed von/4esv numbers.
• LYchoon/paper-radar-jev — Python MIT; 0★; README SHA 1cb8a9c3; HEAD fbadf01c; LICENSE SHA d9cf35e9; size 73; default master. arXiv paper radar with Jev relevance scoring. ranking ≠ calibration / 0.5 still soft. fail-open failed evals not marked seen. Do not copy uv / .env / keys.

Pulse (do not invent): Archer still NOT landed. Hub archerhume/4rcherhume HTTP 401 — not re-fetched as a rewrite. Tracker likes 54; lastModified 2026-09-20T02:59:13Z. Live REST (review relock): SemIf 2019★ (+19 vs §102 2000); jevlike 1006★ (+4 vs §102 1002); TypeAR-AI/TypeAR 12★ flat. AnotiaWang/awesome-jev 87★ (+1 vs §102 86) ≠ Awesomejev 561/27007. X MCP not used this hour; no invented tweets. invented_signal: false.

See references/mixed-architecture.md in the skill. Class-level family choice: references/judgment-class.md. Proof vs judgment (Alloy vs Apalache; DST trio Antithesis / Resonate HQ / PufferLib): references/formal-methods.md (one-screen: formal-semi-formal.md). Cross-domain frames (not SWE-only): references/mental-models.md. Hypothesis cards: references/mappings.md §6–§19.

Hourly ~23:40 Boise 2026-09-19 / 2026-09-20T05:40Z (2340 HIGH)

Architecture / mental models / Harbor-jevals / toolbelt, not a MiniSystemOne / orderby / architect / distiller / jevinize / OpenJevPro / RLCD / awesome / jevbetter tutorial. notes.md §104. Skip Archer rewrite. Quote READMEs. Soft Noul ≠ hard safety. Do not re-fold 2246 / §103 / 2145 / §102 / 2041 / §101 / 1943 / §100 / 1843 / §99 / 1740 / §98 / 1639 / §96 / gliner-native-runtime / §97 / 1541 / §95 / jev-align mechanism / §93 / jev-orderby-bench six-gates / §60. Fresh PR; never reopen merged #7–#21. 0★ HIGH still gets a real card. From-scratch tiny decision training is the class exemplar this hour, not a TypeSafe drop-in. Quote live REST over watch claims. invented_signal: false.

• hyusi2003/MiniSystemOne — Apache-2.0; 0★; README SHA 83016bf8; HEAD 4385335b; LICENSE SHA 261eeb9e; GitHub size 5. PRIMARY. train calibrated ~27M from scratch. typed Q→prob dist / one forward pass / no LLM decode. hyusi2003/MiniSystemOne ≠ Colvin0315/MiniSystemOne. description-only stub / size 5. Do not paste Colvin numbers as hyusi. Do not copy pip / GPU recipes.
• yodablocks/jev-orderby-bench — Python MIT; 0★; README SHA 7bd075c3; HEAD 52397954; LICENSE SHA b5d8a201; size 309. 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.
• karanb192/jev-architect — HTML MIT; 0★; README SHA 68c2b5f9; HEAD 35ea6d93; LICENSE SHA 56b1020e; size 5199. find/design/evaluate TypeSafe Jev decision loops. karanb192/jev-architect ≠ samtay32/jev-system-architect. Do not copy npx skills add.
• Jairik/jev-distiller — MIT; 0★; README SHA aa408c5e; HEAD 0589d44c; LICENSE SHA f6faefb7; size 1. Jairik/jev-distiller size 1. distill-Jev UI stub / do not distill Jev as teacher of record.
• licensedsaucer9-web/jev-opportunities — license null; 0★; README SHA aa33f901; HEAD a47fa414; size 27. post-launch scored use-case map / Jev self-scores then human curation.
• gavinHuang/jevinize — MIT; 0★; README SHA 5f48e622; HEAD 6d080632; LICENSE SHA b6712f11; size 6. Jev-inize a use case into classifier/router. gavinHuang/jevinize → simple-jev not TypeSafe. featherless-ai/simple-jev.
• VihaanAgarwal/jev-diff — Python MIT; 0★; README SHA 3b0ce75c; HEAD a3c98807; LICENSE SHA bf4baec7; size 120. compare saved decisions / same label can still change the branch. not tested with a live Jev API key. VihaanAgarwal/jev-diff ≠ Saik0s/diffusiongemma-jev-macos.
• zhangcy122/OpenJevPro — HTML; SPDX NOASSERTION LICENSE SHA 5aa42b53; 0★; README SHA 50c77ace; HEAD 94d77bcb; size 64. constrained logprob + temp/Platt ≠ Noul. OpenJevPro pastes openjev-sglang JevBench as own. PolyForm Noncommercial. ≠ IamBusy/OpenJev ≠ ekzhang/openjev-sglang.
• patelvishwa112/jev-system-one-rlcd — Python; license null; 0★; README SHA 55994d69; HEAD 62b103b3; GitHub size 1513 (relock; was 0 with contents). 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. ≠ arnabgho/rlcd-lite ≠ blackwood-rlcd.
• logicrw/awesome-jev-projects — JavaScript MIT; 136★; README SHA 25a19b31; HEAD 97057cc1; LICENSE SHA 6d7dc130; size 7677 (relock; was 7136). source-backed Awesome Jev radar / 306+ commit-pinned. auto GitHub sync / Issue-only submissions. ≠ AnotiaWang ≠ yibie ≠ cobanov ≠ rupeshpoojary9. Do not paste listed numbers.
• olanotolu/jevbetter — Python MIT; 12★; README SHA 5cbe01d4; HEAD bb0ebc82; LICENSE SHA 0959fa02; size 324. 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.

Pulse (do not invent): Archer still NOT landed. Hub archerhume/4rcherhume HTTP 401 — not re-fetched as a rewrite. Tracker multimodalart/jev-reproductions-tracker likes 56; lastModified 2026-09-20T04:29:16.000Z. Tonic/4rcher-tracker HTTP 401. Live REST: SemIf 2047★ (+28 vs §103 2019); jevlike 1018★ (+12 vs §103 1006); TypeAR-AI/TypeAR 12★ flat. AnotiaWang/awesome-jev 91★ (+4 vs §103 87) ≠ Awesomejev 561/27007 ≠ logicrw 136★. Qwen3.8-27B ≠ Archer (likes 15787). X MCP not used this hour; no invented tweets. invented_signal: false.

See references/mixed-architecture.md in the skill. Class-level family choice: references/judgment-class.md. Proof vs judgment (Alloy vs Apalache; DST trio Antithesis / Resonate HQ / PufferLib): references/formal-methods.md (one-screen: formal-semi-formal.md). Cross-domain frames (not SWE-only): references/mental-models.md. Hypothesis cards: references/mappings.md §6–§19.

The skill that owns this analysis

GitHub — SKILL.md + reference cards covering mental models across domains (not SWE-only), the judgment-model class (Jev exemplar, not monopoly), mixed architecture, formal/semi-formal placement, applied placements, method substitution, composition algebra, question-design, validation, and optimizer coupling.