24601 · 24601 · 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
@@ -983,3 +983,5 @@ Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA
 Hourly 2146 uniqueness lock: Zefan-Cai/Open-Jev densify HEAD a00559ea0ab2 README SHA unchanged ce1a587219e4; Publish prepared Open-Jev provider quality evaluation pipeline; 808 requests 1841 labelled decisions per model; Open-Jev GPU inference has not started; 48 CPU tests pass; Open-Jev TREC pending; 65/76 72/76 66/76 60/76 71/76 *theirs*; 117/140 109/140 135/140 *theirs*; JF100 232/300 227/300 300/300 *theirs*; FizzBuzz 299/300 300/300 300/300 *theirs*; mailroom 908/921 900/921 913/921 *theirs*; Jev TREC DL19/DL20 nDCG@10 0.275836/0.190667 strict *theirs*; Luna 0.729911/0.702082 *theirs*; Astra 0.736610/0.714484 *theirs*; provider pipeline ≠ completed Open-Jev quality; CPU tests ≠ GPU scores; tinmanlab/cartpole-jev densify HEAD 922cc61490a0 README SHA 0860958714f3; Active model Kev Not TypeSafe Jev; 81.25% 52/64 *theirs*; one record of 64; fine-tuned Kev ≠ TypeSafe Jev; softmax ≠ calibrated Noul; xuboboo/ashare-trader densify HEAD 26c7e95e6828 README SHA 7a860bdfa97b; premarket + intradaily; local probability model; QMT sidecar mock/dry default no orders; AUC 0.532 *theirs*; 36 组参数全部净期望为负; does not execute; gauravsaini/kevin first card Playwright + Onyx; Laya/Kev friends *theirs*; 3.69ms *theirs* not Harbor; metask-jev-4b 79.6% / 80.1% *theirs*; Bespoke Nimble-9B 74.8% / 63.5; Jev 76.0% / 75.3; lumen mixture-of-LoRA conformal; ardada2468/typedecide ≠ shkumbinhasani/typedecide; 87 of 144 order-unstable *theirs*; bonsai 192/231 ECE 0.037 *theirs*; 8GB; vercel-labs 95% Luna fallback; cutoff 95% still soft; tinmanlab/jev-qwen3.8-27b Qwen3.8 ≠ Archer; train-your-first-jev Qwen2.5-0.5B LoRA; sankaku-tech/jev-kit ≠ WaynezProg/jev-kit ≠ isiomaC/jevkit; jevfish DecisionScore 78.24 *theirs*; Typed Decision Bench 5387; reflex-gate CoT GBNF ≠ Noul; skip-thin IOCArena laya-mirror empty SHA; snsk JP 97.6 vs 36.9 *theirs*; yunhe-dev/awesomejev catalog ≠ endorsement; yunhe-dev/awesomejev ≠ heyjunpenn/awesome-jev ≠ daftAI2026/awesome-jev; wayfind/metask-jev ≠ metask-ai/metask-jev; mjyoke1111/jev-lab already §106; mizchi/jev-playground 19★; KaLM-Jev reranker ≠ Jev replica; *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; notes.md §133
 **Hourly 2246 HIGH (`notes.md` §134).** Open-Jev TREC densify HEAD 48346d0630f1. README SHA unchanged ce1a587219e4. TREC prep ≠ completed Open-Jev TREC. context proof ≠ nDCG. CPU tests ≠ GPU scores. 79 CPU tests *theirs*. Open-Jev TREC pending. TypeLLM PyPI densify HEAD 8a8b4aefd443. typellm 0.1.1. PyPI packaging ≠ calibrated Noul. Constrained AR ≠ calibrated Noul. simple-jev 408★ first card. logits are not calibrated probabilities of correctness. wire-compat ≠ logit-equiv. jev-directory catalog ≠ endorsement. Jev-Mem 11.0% 6.6× 36.7% *theirs* not Harbor. FogMoe/necro abandoned LoRA retrospective. serving substrate ≠ calibrated replica. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#57. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 2246 uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 48346d0630f1 README SHA unchanged ce1a587219e4; Publish strict Open-Jev TREC evaluation preparation and context proof; Actual Open-Jev TREC model inference is pending; All 79 combined CPU tests pass; 97 queries 43 DL19 54 DL20; at most 873 requests per model; No GPU or model inference was used; TREC prep ≠ completed Open-Jev TREC; context proof ≠ nDCG; CPU tests ≠ GPU scores; Open-Jev TREC pending; TypeLLM/TypeLLM densify HEAD 8a8b4aefd443 README SHA 9f6dea3a4c8c; Add PyPI packaging and publish workflow; typellm 0.1.1; Drop fixed banner height so it scales on PyPI; Constrained AR ≠ calibrated Noul; PyPI packaging ≠ calibrated Noul; type safety does not guarantee factual accuracy; featherless-ai/simple-jev 408★ HEAD b02aa81c915a README SHA 4c5be59e9738; logits are not calibrated probabilities of correctness; does not reproduce TypeSafe; /v1/systemone alias of /v1/classifier; wire-compat ≠ logit-equiv; everyai-com/jev-directory 13★ 50 runnable evals 1300+ builds catalog ≠ endorsement; Jev-Mem 11.0% 6.6× 36.7% *theirs* not Harbor; Nyarlathoteppppp/pi-jev-context ≠ kevinpita/pi-jev-context; FogMoe/necro abandoned LoRA retrospective; LoRA ≠ RLCD replica; Qwen3.5-0.8B ≠ Archer; clarity-judge independent community project; hearim Jev-compatible Go gateway; yijunyu/jev-rs any LLM one prefill; alongL/openJev ≠ Zefan-Cai/Open-Jev; huaizuo2022/jev-ultrafast ≠ browser-use/jev-ultrafast; FluidInference/laya-coreml ≠ AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; serving substrate ≠ calibrated replica; wayfind/metask-jev-4b-policy-mix ≠ metask-ai/metask-jev; majiayu000/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev; rajasekharponakala/jev-mcp ≠ thedv91/jev-mcp ≠ jkudish/jev-mcp; skip-thin jev-droid 404 mach empty SHA; game success ≠ calibrated Noul; *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; notes.md §134
+**Hourly 2347 HIGH (`notes.md` §135).** openjev MLX densify HEAD 2050fdb8280d. README SHA d5322e16e565. MLX backend steps>1/think/text gen + image Qs. dual serving is not generate. Hosted Codiv ≠ TypeSafe. wire-compat ≠ logit-equiv. TypeLLM Release v0.1.1 densify HEAD 8a8b4aefd443. README SHA unchanged 9f6dea3a4c8c. GitHub Release v0.1.1. Constrained AR ≠ calibrated Noul. PyPI packaging ≠ calibrated Noul. JevLoop 6★ independent not affiliated. WANLI-256 74.6% *theirs*. option order 0.188 or 0.542 *theirs*. jevtok 0 mismatches *theirs* not Harbor. ockev 35ms 95.8% TomatoEggBench *theirs* not Harbor. n=8 is not Harbor. serving substrate ≠ calibrated replica. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#58. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 2347 uniqueness lock: razorback16/openjev densify HEAD 2050fdb8280d README SHA d5322e16e565; MLX backend steps>1/think/text gen + image Qs; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; TypeLLM/TypeLLM densify HEAD 8a8b4aefd443 README SHA unchanged 9f6dea3a4c8c; GitHub Release v0.1.1; Drop fixed banner height so it scales on PyPI; Constrained AR ≠ calibrated Noul; PyPI packaging ≠ calibrated Noul; type safety does not guarantee factual accuracy; zjunlp/JevLoop 6★ independent not affiliated; NicolaiLassen/open-bonsai-jev ≠ NicolaiMTLassen/open-bonzi-jev; WANLI-256 74.6% *theirs*; danielhirt/jev-lab ≠ tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ mjyoke1111/jev-lab; option order 0.188 or 0.542 *theirs*; novaleolin/jev-evolve; option order can change an answer; LabGuy94/jevtok 0 mismatches *theirs* not Harbor; ockev 35ms 95.8% TomatoEggBench *theirs* not Harbor; structured-decision-bench n=8 *theirs*; n=8 is not Harbor; Yang-SS-stack/jev-computer-use ≠ Mrchen116/jev-computer-use; amoreX/jevvy ≠ PanAchy/jevvy ≠ aboisvert/jevvy; smile-magic/laya-mlx-ddz ≠ smile-magic/laya-mlx-wzq; sriramkasyap/laya-api wire-compat ≠ logit-equiv; hf:space:Yuki131/KaLM-Jev ≠ KaLM-Embedding/KaLM-Jev; KaLM-Jev reranker ≠ Jev replica; hf:soyelmismo/laya-multilingual-onnx serving substrate ≠ calibrated replica; ranking before lossless condensation; llm-routing-jiv does not execute; jev-page-checker advisory does not block; 1deat0r/Jcua Cua-S1 ≠ TypeSafe; Jev-Register-Tool catalog only; nexibeo/jev-cookbook already carded; leesk212/JEV-CPU already carded; kazuhideoki/jev-search already carded; skip-thin layacm empty SHA; game success ≠ calibrated Noul; does not execute; catalog ≠ endorsement; *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; notes.md §135
diff --git a/.agents/skills/augustus/references/applied-mappings.md b/.agents/skills/augustus/references/applied-mappings.md
@@ -2562,3 +2562,5 @@ Hourly 2049 uniqueness lock: jaredpalmer/kev densify HEAD c096660c8da2 PLAN SHA
 Hourly 2146 uniqueness lock: Zefan-Cai/Open-Jev densify HEAD a00559ea0ab2 README SHA unchanged ce1a587219e4; Publish prepared Open-Jev provider quality evaluation pipeline; 808 requests 1841 labelled decisions per model; Open-Jev GPU inference has not started; 48 CPU tests pass; Open-Jev TREC pending; 65/76 72/76 66/76 60/76 71/76 *theirs*; 117/140 109/140 135/140 *theirs*; JF100 232/300 227/300 300/300 *theirs*; FizzBuzz 299/300 300/300 300/300 *theirs*; mailroom 908/921 900/921 913/921 *theirs*; Jev TREC DL19/DL20 nDCG@10 0.275836/0.190667 strict *theirs*; Luna 0.729911/0.702082 *theirs*; Astra 0.736610/0.714484 *theirs*; provider pipeline ≠ completed Open-Jev quality; CPU tests ≠ GPU scores; tinmanlab/cartpole-jev densify HEAD 922cc61490a0 README SHA 0860958714f3; Active model Kev Not TypeSafe Jev; 81.25% 52/64 *theirs*; one record of 64; fine-tuned Kev ≠ TypeSafe Jev; softmax ≠ calibrated Noul; xuboboo/ashare-trader densify HEAD 26c7e95e6828 README SHA 7a860bdfa97b; premarket + intradaily; local probability model; QMT sidecar mock/dry default no orders; AUC 0.532 *theirs*; 36 组参数全部净期望为负; does not execute; gauravsaini/kevin first card Playwright + Onyx; Laya/Kev friends *theirs*; 3.69ms *theirs* not Harbor; metask-jev-4b 79.6% / 80.1% *theirs*; Bespoke Nimble-9B 74.8% / 63.5; Jev 76.0% / 75.3; lumen mixture-of-LoRA conformal; ardada2468/typedecide ≠ shkumbinhasani/typedecide; 87 of 144 order-unstable *theirs*; bonsai 192/231 ECE 0.037 *theirs*; 8GB; vercel-labs 95% Luna fallback; cutoff 95% still soft; tinmanlab/jev-qwen3.8-27b Qwen3.8 ≠ Archer; train-your-first-jev Qwen2.5-0.5B LoRA; sankaku-tech/jev-kit ≠ WaynezProg/jev-kit ≠ isiomaC/jevkit; jevfish DecisionScore 78.24 *theirs*; Typed Decision Bench 5387; reflex-gate CoT GBNF ≠ Noul; skip-thin IOCArena laya-mirror empty SHA; snsk JP 97.6 vs 36.9 *theirs*; yunhe-dev/awesomejev catalog ≠ endorsement; yunhe-dev/awesomejev ≠ heyjunpenn/awesome-jev ≠ daftAI2026/awesome-jev; wayfind/metask-jev ≠ metask-ai/metask-jev; mjyoke1111/jev-lab already §106; mizchi/jev-playground 19★; KaLM-Jev reranker ≠ Jev replica; *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; notes.md §133
 **Hourly 2246 HIGH (`notes.md` §134).** Open-Jev TREC densify HEAD 48346d0630f1. README SHA unchanged ce1a587219e4. TREC prep ≠ completed Open-Jev TREC. context proof ≠ nDCG. CPU tests ≠ GPU scores. 79 CPU tests *theirs*. Open-Jev TREC pending. TypeLLM PyPI densify HEAD 8a8b4aefd443. typellm 0.1.1. PyPI packaging ≠ calibrated Noul. Constrained AR ≠ calibrated Noul. simple-jev 408★ first card. logits are not calibrated probabilities of correctness. wire-compat ≠ logit-equiv. jev-directory catalog ≠ endorsement. Jev-Mem 11.0% 6.6× 36.7% *theirs* not Harbor. FogMoe/necro abandoned LoRA retrospective. serving substrate ≠ calibrated replica. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#57. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 Hourly 2246 uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 48346d0630f1 README SHA unchanged ce1a587219e4; Publish strict Open-Jev TREC evaluation preparation and context proof; Actual Open-Jev TREC model inference is pending; All 79 combined CPU tests pass; 97 queries 43 DL19 54 DL20; at most 873 requests per model; No GPU or model inference was used; TREC prep ≠ completed Open-Jev TREC; context proof ≠ nDCG; CPU tests ≠ GPU scores; Open-Jev TREC pending; TypeLLM/TypeLLM densify HEAD 8a8b4aefd443 README SHA 9f6dea3a4c8c; Add PyPI packaging and publish workflow; typellm 0.1.1; Drop fixed banner height so it scales on PyPI; Constrained AR ≠ calibrated Noul; PyPI packaging ≠ calibrated Noul; type safety does not guarantee factual accuracy; featherless-ai/simple-jev 408★ HEAD b02aa81c915a README SHA 4c5be59e9738; logits are not calibrated probabilities of correctness; does not reproduce TypeSafe; /v1/systemone alias of /v1/classifier; wire-compat ≠ logit-equiv; everyai-com/jev-directory 13★ 50 runnable evals 1300+ builds catalog ≠ endorsement; Jev-Mem 11.0% 6.6× 36.7% *theirs* not Harbor; Nyarlathoteppppp/pi-jev-context ≠ kevinpita/pi-jev-context; FogMoe/necro abandoned LoRA retrospective; LoRA ≠ RLCD replica; Qwen3.5-0.8B ≠ Archer; clarity-judge independent community project; hearim Jev-compatible Go gateway; yijunyu/jev-rs any LLM one prefill; alongL/openJev ≠ Zefan-Cai/Open-Jev; huaizuo2022/jev-ultrafast ≠ browser-use/jev-ultrafast; FluidInference/laya-coreml ≠ AndyInQtr/laya-coreai ≠ mizorewww/laya-coreml; serving substrate ≠ calibrated replica; wayfind/metask-jev-4b-policy-mix ≠ metask-ai/metask-jev; majiayu000/awesome-jev ≠ heyjunpenn/awesome-jev ≠ yibie/awesome-jev; rajasekharponakala/jev-mcp ≠ thedv91/jev-mcp ≠ jkudish/jev-mcp; skip-thin jev-droid 404 mach empty SHA; game success ≠ calibrated Noul; *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; notes.md §134
+**Hourly 2347 HIGH (`notes.md` §135).** openjev MLX densify HEAD 2050fdb8280d. README SHA d5322e16e565. MLX backend steps>1/think/text gen + image Qs. dual serving is not generate. Hosted Codiv ≠ TypeSafe. wire-compat ≠ logit-equiv. TypeLLM Release v0.1.1 densify HEAD 8a8b4aefd443. README SHA unchanged 9f6dea3a4c8c. GitHub Release v0.1.1. Constrained AR ≠ calibrated Noul. PyPI packaging ≠ calibrated Noul. JevLoop 6★ independent not affiliated. WANLI-256 74.6% *theirs*. option order 0.188 or 0.542 *theirs*. jevtok 0 mismatches *theirs* not Harbor. ockev 35ms 95.8% TomatoEggBench *theirs* not Harbor. n=8 is not Harbor. serving substrate ≠ calibrated replica. catalog ≠ endorsement. *theirs* not Harbor. SHA move is not a replica. Do not reopen or amend PR #23–#58. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+Hourly 2347 uniqueness lock: razorback16/openjev densify HEAD 2050fdb8280d README SHA d5322e16e565; MLX backend steps>1/think/text gen + image Qs; dual serving is not generate; Hosted Codiv ≠ TypeSafe; wire-compat ≠ logit-equiv; SHA move is not a replica; TypeLLM/TypeLLM densify HEAD 8a8b4aefd443 README SHA unchanged 9f6dea3a4c8c; GitHub Release v0.1.1; Drop fixed banner height so it scales on PyPI; Constrained AR ≠ calibrated Noul; PyPI packaging ≠ calibrated Noul; type safety does not guarantee factual accuracy; zjunlp/JevLoop 6★ independent not affiliated; NicolaiLassen/open-bonsai-jev ≠ NicolaiMTLassen/open-bonzi-jev; WANLI-256 74.6% *theirs*; danielhirt/jev-lab ≠ tanayvasishtha/jev-lab ≠ dairui1/jev-lab ≠ mjyoke1111/jev-lab; option order 0.188 or 0.542 *theirs*; novaleolin/jev-evolve; option order can change an answer; LabGuy94/jevtok 0 mismatches *theirs* not Harbor; ockev 35ms 95.8% TomatoEggBench *theirs* not Harbor; structured-decision-bench n=8 *theirs*; n=8 is not Harbor; Yang-SS-stack/jev-computer-use ≠ Mrchen116/jev-computer-use; amoreX/jevvy ≠ PanAchy/jevvy ≠ aboisvert/jevvy; smile-magic/laya-mlx-ddz ≠ smile-magic/laya-mlx-wzq; sriramkasyap/laya-api wire-compat ≠ logit-equiv; hf:space:Yuki131/KaLM-Jev ≠ KaLM-Embedding/KaLM-Jev; KaLM-Jev reranker ≠ Jev replica; hf:soyelmismo/laya-multilingual-onnx serving substrate ≠ calibrated replica; ranking before lossless condensation; llm-routing-jiv does not execute; jev-page-checker advisory does not block; 1deat0r/Jcua Cua-S1 ≠ TypeSafe; Jev-Register-Tool catalog only; nexibeo/jev-cookbook already carded; leesk212/JEV-CPU already carded; kazuhideoki/jev-search already carded; skip-thin layacm empty SHA; game success ≠ calibrated Noul; does not execute; catalog ≠ endorsement; *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; notes.md §135