Densify Open-Jev: latency, providers, TREC, HF packs

.agents/skills/augustus/references/agent-self-assessment.md

@@ -972,3 +972,6 @@ Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SH
 
 **User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51/#52; notes.md §130
+
+**Open-Jev densify (`notes.md` §125).** DENSIFY the original 1441 card, not a sibling first sighting. HEAD 4933ee84951f README SHA ce1a587219e4. LoRA + scalar head + calibration temperature. not merged base models. customer-service P50 85.03 vs Jev 295.26 *theirs*. 1024/32 slower 1015.90 vs 301.37 *theirs*. systems latency ≠ semantic equivalence. Open-Jev TREC pending. hard acc ≠ calibrated Noul. type-valid ≠ exact. LoRA ≠ RLCD replica. Qwen/Qwen3.8-27B ≠ Archer. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51/#52; notes.md §125

.agents/skills/augustus/references/applied-mappings.md

@@ -2551,3 +2551,6 @@ Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SH
 
 **User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51/#52; notes.md §130
+
+**Open-Jev densify (`notes.md` §125).** DENSIFY the original 1441 card, not a sibling first sighting. HEAD 4933ee84951f README SHA ce1a587219e4. LoRA + scalar head + calibration temperature. not merged base models. customer-service P50 85.03 vs Jev 295.26 *theirs*. 1024/32 slower 1015.90 vs 301.37 *theirs*. systems latency ≠ semantic equivalence. Open-Jev TREC pending. hard acc ≠ calibrated Noul. type-valid ≠ exact. LoRA ≠ RLCD replica. Qwen/Qwen3.8-27B ≠ Archer. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51/#52; notes.md §125

.agents/skills/augustus/references/composition-algebra.md

@@ -2553,10 +2553,22 @@ Soft Noul ≠ hard safety.
      2B 94.71% 9B 97.54% hard test *theirs*.
      LoRA ≠ RLCD replica.
      Zefan-Cai/Open-Jev ≠ TheoLeeCJ/openjev ≠ razorback16/openjev.
+     Since last look 2026-09-21 densify: HEAD 4933ee84951f README SHA
+     ce1a587219e4. not merged base models. Independent of TypeSafe.
+     customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms
+     *theirs*. 1024 tokens/32 candidates Open-Jev slower 1015.90 vs
+     301.37 *theirs*. systems latency ≠ semantic equivalence.
+     prefix caching experimental/off by default.
      Full cards: `judgment-class.md`, `validation.md`.
 426. **Open-Jev OOD + 27B in progress** (ZefanCai/Open-Jev-2B / 9B):
      2B OOD 86.02% 9B OOD 91.97% *theirs*. 80,816 training rows.
      27B still in progress. Hub 2B 0c7aa498b162 / 9B 47e966881e48.
+     Since last look: dataset ZefanCai/Open-Jev rev c67699e13d0a.
+     TREC-DL Jev/Luna/Astra completed. Open-Jev TREC pending.
+     hard acc ≠ calibrated Noul. type-valid ≠ exact.
+     GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*.
+     website https://zefan-cai.github.io/open-jev/.
+     densify §125 not a sibling first sighting.
      Full cards: `validation.md`.
 427. **jeq pipe judgments** (cristianoliveira/jeq):
      3★ HEAD 44ea80c90903. intelligence you can pipe.
@@ -3098,3 +3110,5 @@ Soft Noul ≠ hard safety.
 
 **User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
 User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51/#52; notes.md §130
+**Open-Jev densify (`notes.md` §125).** DENSIFY the original 1441 card, not a sibling first sighting. HEAD 4933ee84951f README SHA ce1a587219e4. LoRA + scalar head + calibration temperature. not merged base models. customer-service P50 85.03 vs Jev 295.26 *theirs*. 1024/32 slower 1015.90 vs 301.37 *theirs*. systems latency ≠ semantic equivalence. Open-Jev TREC pending. hard acc ≠ calibrated Noul. type-valid ≠ exact. LoRA ≠ RLCD replica. Qwen/Qwen3.8-27B ≠ Archer. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
+User-provided Open-Jev densify uniqueness lock: Zefan-Cai/Open-Jev densify HEAD 4933ee84951f README SHA ce1a587219e4; pushed 2026-09-21T01:34Z; Astra TREC commit 1dd56990be7e pushed 2026-09-21T01:17Z; live 3★ (was 0★; star-noise is not the fold); LoRA adapters plus trained scalar decision head and calibration temperature; not merged base models; dataset ZefanCai/Open-Jev rev c67699e13d0a; Open-Jev-2B rev 0c7aa498b162; Open-Jev-9B rev 47e966881e48; 27B still in progress; Independent of TypeSafe; no RLCD/parity claims; LoRA ≠ RLCD replica; customer-service P50 local HTTP 85.03 ms vs Jev HTTPS 295.26 ms *theirs*; 1024 tokens/32 candidates Open-Jev slower 1015.90 vs 301.37 *theirs*; prefix caching experimental/off by default; CUDA prefix caching exceeded tolerance on 9/11 workloads; systems latency ≠ semantic equivalence; GPT Luna P50 918.13 ms Astra 1938.39 ms *theirs*; TREC-DL Jev/Luna/Astra completed; Open-Jev TREC pending; 80,816 training rows; 2B 94.71% / OOD 86.02%; 9B 97.54% / 91.97% *theirs* not Harbor; hard acc ≠ calibrated Noul; type-valid ≠ exact; Qwen/Qwen3.8-27B ≠ Archer; website https://zefan-cai.github.io/open-jev/; launch X thread https://x.com/Zefan_Cai/status/2101782158658695388 https://x.com/Zefan_Cai/status/2101786019607740436 https://x.com/Zefan_Cai/status/2101789698947793231; densify §125 not a sibling first sighting; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51/#52; notes.md §125