24601 · 24601 · Sep 21, 2026 · Sep 21, 2026 · Sep 21, 2026
diff --git a/.agents/skills/augustus/SKILL.md b/.agents/skills/augustus/SKILL.md
diff --git a/.agents/skills/augustus/references/agent-self-assessment.md b/.agents/skills/augustus/references/agent-self-assessment.md
@@ -991,3 +991,4 @@ Hourly 0049 uniqueness lock: Zefan-Cai/Open-Jev densify HEAD f46ff604f794 via af
 Hourly 0151 uniqueness lock: Zefan-Cai/Open-Jev densify HEAD ed45657bf726 via 748ae3024294 README SHA 12e0f581e15d was e32c4bbd519c; Publish audited v3 community data and held-out evaluation protocol; Redesign readable project site and consolidate benchmark results; 129,288 decision rows 74,921 training; frozen mixture 96,849 training; 1,280-row / 840-group comparison panel; v3 data prepared ≠ retrained released models; held-out protocol ≠ Harbor; 1,280-row panel ≠ Harbor; finite training loss ≠ quality improvement; website redesign ≠ calibration; 27B step 616 pending; Open-Jev TREC pending; LoRA ≠ RLCD replica; Qwen3.5-2B ≠ Archer; Qwen3.5-9B ≠ Archer; densify §125 not a sibling first sighting; chy4pro/jev-for-chrome 12★ community port ≠ TypeSafe; chy4pro/jev-for-chrome ≠ browser-use/jev-ultrafast; PsiACE/dohnuts 4★ small multimodal direct decisions; joint RLCD *theirs*; Dohnuts ≠ TypeSafe; catoenm/first-instinct 9B 63.3%→78.1% *theirs* not Harbor; 371,278 prepared ≠ consumed; RL did not reliably improve held-out; independent educational not a recovered Jev recipe; 123Satyajeet123/jev-wide naive throws away 83% *theirs*; 255 documented ~32,768 tokens real; two-decimal 95.8% floored *theirs*; IIA fails +0.31 ... +0.50 *theirs*; AltSlate-Labs/certo KL 0.008 acc 0.844 ECE 0.004 *theirs*; research preview independent not affiliated; endomorphosis/JevOps Jev is a gate not a generator; Lake remains admission; Jev never writes Lean; gbesse/question-forge held-out before winner; demo accuracy is synthetic not a Jev benchmark; flyryan/ai-news-aggregator 26★ does not execute; Akashdb5/jev-router ≠ gargpratyush/jev-router ≠ daviddl9/jev-router; kiuckhuang/laya-jev ≠ KonghaYao/laya-jev; tegersdorfer-collab/jevkit ≠ isiomaC/jevkit ≠ WaynezProg/jev-kit; buluoray/JevOnly already carded; yottayoshida/jev-intent-review already carded; skip-thin Iskandeur/system1-system2 zhlei07/open-system-one Hand-In/openjev-multimodal gwxcsny53/jev-watchtower empty SHA; serving substrate ≠ calibrated replica; game success ≠ calibrated Noul; does not execute; catalog ≠ endorsement; routing ≠ permission; *theirs* not Harbor; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51/#52/#53/#54/#55/#56/#57/#58/#59/#60; notes.md §137
 Hourly 0248 uniqueness lock: hf:knowledgator/gliclass-instruct-large-v1.0 43 likes sha 825e5478c1bf apache-2.0; Efficient zero-shot and few-shot multi-task model via sequence classification; GLiClass knowledgator Hub family class-peer catalog not Jev equivalent; Knowledgator/GLiClass.c already §123; Hub models first card as class-peer entries; GLiNER/GLiClass ports are class members not Jev replicas; hf:space:mayafree/typed-decision-leaderboard 33 likes sha f4fc44077818; typed-decision-leaderboard *theirs* not Harbor; JEV 0.7350 ZTC 27B 0.7289 ZTC 397B 0.7272 *theirs* not Harbor; 2,018 items same labels; three-way tie; tacticocc/Jevbridge 33★ MIT HEAD da443ea453ac README SHA 2178333c4c3b; Jevbridge ACP and MCP adapter; does not generate text; Any LLM as System One; wire-compat ≠ logit-equiv; tshmieldev/sharp 29★ MIT HEAD 17cbd8d9cc9e README SHA 783a5cde519c; Cut the slop; Filter your X timeline; kavehmz/typesafe-playground 11★ HEAD 733991a2924a README SHA 04c0b1f6e7da; real API calls not polished benchmarks; himomohi/aside-jev 7★ MIT HEAD e570db43b0e1 README SHA 288e7c91c307; Jev picks the next action from your defined candidates; Not a Cua binding; Jev is the model Aside is the browser runtime; nico-martin/open-jev 6★ MIT HEAD 52667199e8a5 README SHA 81c0485d5833; open reproductions of the shape; Nothing is generated; nico-martin/open-jev ≠ razorback16/openjev ≠ Zefan-Cai/Open-Jev ≠ meijustory123/openjev; hf:chaoliangUNSW/Jev-Style-Qwen3.5-2B-Decision-GGUF 82.3% ECE 0.017 *theirs*; Same decision as bf16 94.4% *theirs*; Qwen3.5-2B ≠ Archer; serving substrate ≠ calibrated replica; hf:pngwn/nanodiff-350m-typed-decisions ECE 0.065 → 0.036 *theirs*; hf:litert-community/laya-LiteRT 144/144 *theirs*; gargpratyush/journey-evals A page that says Success is never accepted as proof; mpnikhil/dev-0.4b Banking77 91.33% BoolQ 85.20% *theirs*; encoder class member not Jev replica; n4ze3m/typed-decisions-synth 7,414 cases 25,859 questions; Nobody checked it; Zaious/jev-capability-atlas already carded; LocalLLaMA/typed-decisions already carded; fengyiqicoder/jevfeed already carded; Zhao-Tian-yi/awesome-jev ≠ Gerry9000/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev; kaustav1996/reflex ≠ vuckuola619/reflex; tphakala/jev-mcp ≠ jkudish/jev-mcp; ninthspace/hunch ≠ carldaws/hunch ≠ tpellet/hunch; ruban-24/switchboard ≠ cannacre8ive/switchboard-ai; hf:openjev/openjev ≠ razorback16/openjev; catalog ≠ endorsement; skip-thin Fibonaccirabbit/Jev-VLN imanshu03/jev-browser-use luca-saggese/laya.c empty SHA; game success ≠ calibrated Noul; does not execute; routing ≠ permission; *theirs* not Harbor; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51/#52/#53/#54/#55/#56/#57/#58/#59/#60/#61; notes.md §138
 Hourly 0348 uniqueness lock: JonathanHHenson/open-cricket MIT HEAD d75af22125ed README SHA 7d288a741089; Local structured decisions using causal language models; default Qwen/Qwen2.5-1.5B-Instruct; independent of TypeSafe; API follows Jev's general call shapes but model predictions and confidence calibration differ; wire-compat ≠ logit-equiv; Qwen2.5 ≠ Archer; replica ≠ TypeSafe; virtualman333/jev-decision-arena MIT HEAD cf6ae4ed31e8 README SHA 037f75d9610d; Greedy 0.90 vs Oracle 0.82 *theirs*; Random conf 0.00 still 20.5% *theirs*; ECE 0.180 / 0.106 / 0.205 *theirs*; confidence ≠ P(correct); game success ≠ calibrated Noul; seed 42 n=1 is not Harbor; dopeCape/typesafe-ai-test HEAD ed2adb7740d7 README SHA 183f91c36471; 8,400 calls $0.39 *theirs*; Noul 0.7 true 44% *theirs*; ≥0.9 conf 91.7% AG News *theirs*; versioned model ids rejected; *theirs* not Harbor; pCwOrM/werr 2★ MIT HEAD 2526cae98891 README SHA b29476734a09; JevBench 81.65 *theirs* not Harbor; WindTunnel 49/49 *theirs* not Harbor; 0-byte Mandelbrot is not a replica; meijustory123/OpenJev-Kit HEAD c53125982f80 README SHA a4e72c61a973; training not complete; no accuracy; Qwen3.5-0.8B ≠ Archer; meijustory123/OpenJev-Kit IS meijustory123/openjev (same GitHub id 1379187719); meijustory123/OpenJev-Kit ≠ Zefan-Cai/Open-Jev; microchipgnu/jev-hooks HEAD cbf40e64d7b2 README SHA af25fb0aaf70; Compose meaning like state; rashedInt32/jury.nvim 1★ MIT HEAD bf31e9509e7e README SHA a2b088dd0787; Code enumerates the candidates; evoke-build/evoke 1★ Apache-2.0 HEAD 310840b56f1d README SHA 02b91962cef4; Jev is the first classifier the design is bound to none; moritzkremb/jev-voice-browser densify HEAD 198a0764395a README SHA 816309fc22e6 was fa033303; context is the conversation so far; densify §82 not a sibling first sighting; luantak/is-malicious densify 18★ MIT HEAD faf6ba61d7e1 README SHA 4ae098b4b7ae; A clean report is not proof; does not sandbox; skillseedorg/ChatJEVs MIT HEAD 346e7347cf90 README SHA 6ff81d54040f; ChatJEVs ≠ erik-dunteman/ChatJev; generation from Choice is not a language model replica; chrisns/laya-mac-serve MIT HEAD f294500821b6 README SHA 00e39a7d04e2; serving substrate ≠ calibrated replica; rimusz/localjev-mlx HEAD 297836a0d95e README SHA 2d96d20e0b80; rimusz/localjev-mlx ≠ githubnext/localjev; luhayes/jev-agent-router 1★ MIT HEAD bba795a4dc4e README SHA 17a2f44993d1; does not execute; cutoff 0.8 still soft; gbesse/decision-workbench MIT HEAD 8889cf3750a3 README SHA 14a3bf79da7a; demo scores are not accuracy measurements; zhuyansen/x-reply-filter already carded; kylemclaren/jev-search ≠ kazuhideoki/jev-search; xinwang-nwpu/jev-mobile ≠ Friedjof/jev-mobile; kcd-dev/jev-skill ≠ raphael-liu/jev-skill; yanmad27/ask-jev ≠ kuhung/ask-jev; hf:s1lv3rj1nx/openjev-router-healthcare encoder class member not Jev replica; hf:akhilaaa3/openjev-v1-40705-nimble-r512-merged ≠ hf:akhilaaa3/openjev-v1-allmix-r512-merged; jevai spaces catalog ≠ endorsement; skip-thin Fibonaccirabbit/Jev-GalGame MadhavBahl/jev-guide advance-lion/dsh-jev-hooks amithgc/local-jev hiro1202/jev-review-gate-poc inlight37-design/decision-model_lab kuhung/ask-jev mmiguez314/jev-lab pomodorozhong/exp-jev vanthiet1/JevGuarAgent empty SHA; catalog ≠ endorsement; game success ≠ calibrated Noul; does not execute; routing ≠ permission; *theirs* not Harbor; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51/#52/#53/#54/#55/#56/#57/#58/#59/#60/#61/#62; notes.md §139
+Hourly 0445 uniqueness lock: lucasmartins-ai/lcc 7★ MIT HEAD a7e86fb60997 README SHA 877831764be9; keeps essentially every block 0.0%/−0.5% *theirs*; mechanical −70.0% Jev −52.1% *theirs*; mock Laya = Jev −22.6% on XL withdrawn; Token reduction alone is not cost reduction; N=18 pilot not Harbor; David-Lolly/Jev-Compatible 3★ HEAD e52e963d8539 README SHA 6e5ff22d40a6; Chat 1282.3 ms vs gateway 232.1 ms ~1/5.5 *theirs*; 3/3 n=3; Softmax over candidate logprobs; Qwen3.8-27B ≠ Archer; wire-compat ≠ logit-equiv; hwfengcs/any2jev 2★ Apache-2.0 HEAD 719b0eb9eefe README SHA 27e0af212cd5; independent not affiliated; acc 0.796 ECE 0.027 *theirs*; 42 ms vs JSON 778 ms *theirs*; Snake acc 0.953 ECE 0.034 *theirs*; Qwen3-0.6B ≠ Archer; /v1/systemone wire-compat ≠ logit-equiv; TianyuCodings/NanoJev densify HEAD 76fdfc9ecdca README SHA a8f8afeb7e44 was 618cea6d / 4190093c64ee; Add JevHarness project link to READMEs; densify §115 not a sibling first sighting; SHA move is not a replica; jjd-lab/jev-synthetic-survey MIT HEAD 9ca8c4ab94bb README SHA ec1664288d50; How you ask mattered more; Noul TVD 0.1530 vs GPT 0.1789 *theirs*; ECE 0.1472 *theirs* not Harbor; missed 0.05 bar; 67.28% vs 64.78% *theirs*; $4.02 vs ~$136 *theirs*; independent work; CankatSarac/jev-arcade MIT HEAD b2e45ed3c1c6 README SHA 1f06af0f4c74; snake 70/80 *theirs*; tetris 167 vs heuristic 2333 *theirs*; 74% conf <0.5 *theirs*; Calibration is not yet measured; three seeds not Harbor; game success ≠ calibrated Noul; sszxt/rlcd HEAD 66ca01664d6b README SHA 3da08d46758d; ECE 0.490→0.423 Brier 0.487→0.409 *theirs*; Yang 2023 contrastive ≠ TypeSafe RLCD; Qwen2.5 ≠ Archer; still overconfident; hf:AXERA-TECH/Laya sha 51a586cd14e2 apache; AX650 NPU 69.991/27.722/69.990 ms *theirs*; seq 256 up to 4 options; serving substrate ≠ calibrated replica; base convaiinnovations/laya; hf:openjev/openjev-MLX-4bit sha c59bf1eed7d8 cc-by-nc-4.0; ~15 GB 4-bit affine; independent not affiliated; hf:openjev/openjev-MLX-4bit ≠ razorback16/openjev; hf:GeekyAbs/laya sha b65d05b4d9eb; GeekyAbs/laya ≠ convaiinnovations/laya; hf:alfred361/laya-web sha 33f171161da5; 100% argmax *theirs*; multilingual-int8 93.8% / worst shift 16.9 pts *theirs*; 50bbx/laya-needle Apache HEAD 01961bade52f README SHA ecaff4dfd271; threshold 0.58 still soft; local Laya ≠ hosted Jev; yunhai-dev/laya2typesafeapi HEAD 4aeb89be286b README SHA d2e5d114fcd8; TypeSafe-compatible ≠ TypeSafe replica; iamdgarcia/openJev MIT HEAD 62bbc30eece2 README SHA 55614ad8caab; independent educational; not local inference; iamdgarcia/openJev ≠ alongL/openJev ≠ Zefan-Cai/Open-Jev; chrisns/homebrew-laya-mac-serve MIT HEAD 1b3c4c0bdb70 README SHA 5e58082b7e9b; tap for chrisns/laya-mac-serve §139; serving substrate ≠ calibrated replica; nk412/judgements MIT HEAD 6624e53c86cc README SHA 86fe465f7887; pydantic wrapper; threshold 0.5 still soft; JingHao-Leon/awesome-jev-apps MIT HEAD d3ef0254c4b2 README SHA fd38a3c4ff2e; catalog ≠ endorsement; JingHao-Leon/awesome-jev-apps ≠ heyjunpenn/awesome-jev; Manta-Boardgame/jev-chat HEAD 44721bae8c2e README SHA 03272e4b9a9f; unofficial; 98% confidence *theirs*; ximing/jev-snake-game HEAD 1e80283f458e README SHA 0a54b74eb095; 用 TypeSafe Jev 驱动的自动贪吃蛇; hf:dataset:syvai/danish-dynaword-laya gated HTTP 401; size_categories 10K<n<100K; devbackend/jevgo ≠ kisshan13/typesafe-ai-go ≠ peach-zhang/typesafe-go; qiudingkai-crypto/jevai and Strernd/beer-jev share README SHA e215bc4ccf13 template collision; skip-thin Adrian-lzr/jev-spire-brain Dililianxice/jev-robotic-arm-benchmark baltzparra/jev-study lzero07/jev-laya-statement qq150078158-lab/TDM-demo empty SHA; Awesomejev 691→802 (+111) / 38194→52151 stars quote watch not re-derive; tracker likes 81 lastModified UNCHANGED; Softmax over options ≠ calibrated Noul; catalog ≠ endorsement; game success ≠ calibrated Noul; does not execute; routing ≠ permission; *theirs* not Harbor; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51/#52/#53/#54/#55/#56/#57/#58/#59/#60/#61/#62/#63; notes.md §140