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24 changes: 23 additions & 1 deletion .agents/skills/augustus/SKILL.md

Large diffs are not rendered by default.

3 changes: 3 additions & 0 deletions .agents/skills/augustus/references/agent-self-assessment.md
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Expand Up @@ -969,3 +969,6 @@ Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 READM
Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; transfer-v9 Kev-9B 5% Jev 9% Kev-8B 26% *theirs*; SemIf Kev-9B 0.917 Jev 0.965 *theirs*; scienthoon 0.952/0.911 vs 0.897/0.914 *theirs*; transformers >= 5.17; Qwen3.5 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
**Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51; notes.md §129

**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51/#52; notes.md §130
3 changes: 3 additions & 0 deletions .agents/skills/augustus/references/applied-mappings.md
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Expand Up @@ -2548,3 +2548,6 @@ Hourly 1643 uniqueness lock: razorback16/openjev densify HEAD febf02e88989 READM
Hourly 1746 uniqueness lock: TypeLLM/TypeLLM densify HEAD 702e6a287f3c README SHA 08180db0450b; truncated thinking then constrained decode; typellm_runtime.py typellm_sglang.py; evals/qwen35_small; 0.8B thinking On 0/18 *theirs*; forced closure 20/20 type-valid *theirs*; Constrained AR ≠ calibrated Noul; type safety does not guarantee factual accuracy; Qwen/Qwen3.8-27B ≠ Archer; jaredpalmer/kev densify live HEAD 8465c4c4c294 watch 38087aa0301d README SHA 19664b9ae546; Kev-0.8B completes family; Kev-0.8B 4B 9B Qwen3.5; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; transfer-v9 Kev-9B 5% Jev 9% Kev-8B 26% *theirs*; SemIf Kev-9B 0.917 Jev 0.965 *theirs*; scienthoon 0.952/0.911 vs 0.897/0.914 *theirs*; transformers >= 5.17; Qwen3.5 ≠ Archer; wire-compat ≠ logit-equiv; SHA move is not a replica; notque/vexjoy-agent 421★ /d routes /do fallback; tamaratran/jev-pruner densify HEAD 47d017c34eab; qkal/Canny Facts go to code. Judgments go to Jev. Only facts can block.; Jev never blocks; jqueryscript/awesome-jev 231 entries catalog ≠ endorsement; jqueryscript/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; jamescazzetta/five-lines threshold 0.80 still soft; eugeniughelbur/jev-engineering 371ms $0.0000189 300-call *theirs*; tpellet/jevify ≠ altryne/jevify; seb4ez/jevguard-mcp ≠ seb4ez/jevguard; resumocast/jev-mcp ≠ jkudish/jev-mcp; dtduc-git/jev-table first sighting; Adrian-Ernesto/jevsort ≠ zzzzzec/jevsort; MidasMulli/kev-ane 155/155 argmax *theirs*; MidasMulli/kev-ane ≠ jaredpalmer/kev; serving substrate ≠ calibrated replica; empty repo skip-thin; loktar00/llm-lan-party empty repo; rh-guard owns primary gates; catalog ≠ endorsement; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50; notes.md §128
**Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51; notes.md §129

**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51/#52; notes.md §130
47 changes: 47 additions & 0 deletions .agents/skills/augustus/references/composition-algebra.md
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Expand Up @@ -3051,3 +3051,50 @@ Soft Noul ≠ hard safety.

**Hourly 1843 HIGH (`notes.md` §129).** kev own-data JSONL densify. --init_from warm-start LoRA/head PR #9. from-scratch ≠ warm-start. JSONL labels ≠ Harbor. 4B new-source 0.794/0.832 *theirs*. 9B new-source 0.812/0.837 *theirs*. 0.33 vs 0.84 vs 0.83/0.88 *theirs*. reconstruction ≠ replica. assay-001 split verdict. catalog ≠ endorsement. SHA move is not a replica. Do not reopen or amend PR #23–#51. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
Hourly 1843 uniqueness lock: jaredpalmer/kev densify HEAD bd058057ad0a README SHA 84b872488915; Fine-tuning on your own data; --data JSONL; --init_from warm-start LoRA/head PR #9; Kev-0.8B 4B 9B Qwen3.5 family; 4B new-source 0.794/0.832 *theirs*; 9B new-source 0.812/0.837 *theirs*; 0.33 vs 0.84 vs 0.83/0.88 *theirs*; from-scratch ≠ warm-start; JSONL labels ≠ Harbor; Kev-0.5B card Qwen3.5 family pointer; No Jev outputs were used for training; option order can change an answer; 8.2% ≥0.9 on wrong *theirs*; Kev-9B 7.5% ≥0.9 on wrong *theirs*; dabit3/jev-experiments densify 340★; simota/tenbin densify neighbor skill; Promethe-us/awesome-jev ≠ MrJev/awesome-jev ≠ yibie/awesome-jev; kyegomez/open-jev reconstruction ≠ replica; unofficial research implementation with random weights; kyegomez/open-jev ≠ razorback16/openjev ≠ TheoLeeCJ/openjev ≠ Zefan-Cai/Open-Jev ≠ Shalimov04/open-jev; jourdanlabs/assay-001 split verdict; CLINC150 ECE 0.0204 *theirs*; Banking77 ECE 0.0936 *theirs*; 8,576 responses zero type errors *theirs*; brnyxx/jev-ra 3-5x / ~300 ms *theirs*; 8.50× Wikipedia *theirs*; ThePFMind/jev-mcp ≠ jkudish/jev-mcp ≠ burnigtm/jev-mcp; namenu/pi-jev-effort ≠ TheoOliveira/pi-jev; samatv256/mini-Jev ≠ r-ms/mini-jev; comoc/jev-minesweeper ≠ EnesYilmazcode/JevMinesweeper; game success ≠ calibrated Noul; Nutlope/jev-fraud Kimi K3; jeffloo886/jev-notion; hf:akhilaaa3/openjev-v1-allmix-r512-merged ≠ hf:akhilaaa3/openjev-r512-handoff-demo; serving substrate ≠ calibrated replica; catalog ≠ endorsement; SHA move is not a replica; wire-compat ≠ logit-equiv; Qwen3.5 ≠ Archer; Archer still promised_not_landed; Hub archerhume/4rcherhume HTTP 401; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51; notes.md §129


497. **sgoedecke/system-one first-sighting PRIMARY** (sgoedecke/system-one):
position 1 (Operand). Batched single-token choice inference.
SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica.
cache_prefix=True. LICENSE absent. 20★ HEAD ebde2a2db706.
Full cards: `judgment-class.md`, `mixed-architecture.md`.
498. **TypeSafe-compatible ≠ TypeSafe replica** (sgoedecke/system-one):
positions 1 (Operand) × 11 (Bounds). Prefill `choice_index:` and
constrain logits to index tokens. Open LM logit trick, not RLCD
and not hosted jev-1.13. Full cards: `faq.md`, `validation.md`.
499. **system-one namesake lock** (sgoedecke / mithalouni / Kathan / babybear):
sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one.
Full cards: `faq.md`.
500. **mithalouni/system-one-open first-sighting** (mithalouni/system-one-open):
position 1 (Operand). Gemma 4 E2B / Gemma 3 270M Modal. replica ≠ TypeSafe.
18★ MIT HEAD 77f1f7cccf8a. HF upload pending. §78 table stays the board.
Full cards: `judgment-class.md`, `validation.md`.
501. **76.7% vs Jev 86.9% *theirs*** (mithalouni/system-one-open):
position 8 (Metric). 76.7% vs Jev 86.9% strict common subset *theirs*.
97 ms H100 *theirs*. 74.8% held-out *theirs*. Soft scores ≠ hard gates.
*theirs* not Harbor. Full cards: `validation.md`, `faq.md`.
502. **kotoba-lang/typed-decisions first-sighting** (kotoba-lang/typed-decisions):
position 1 (Operand). ModernBERT / DeBERTa / LLaDA-MoE training record.
DeBERTa-v3-large 0.855 / 42 ms *theirs*. ModernBERT-base 0.717 / 68 ms *theirs*.
LLaDA-MoE 0.835 / 676 ms *theirs*. Hub encoder stays §33.
encoder class member not Jev replica. Full cards: `judgment-class.md`.
503. **kotoba ≠ Laya HF namesake** (kotoba-lang/typed-decisions):
kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions.
Full cards: `faq.md`.
504. **aisearchio census catalog ≠ endorsement** (@aisearchio 15-link list):
position 11 (Bounds). 12 already carded 3 gaps this fold.
catalog ≠ endorsement. Skip Archer. SHA move is not a replica.
Full cards: `faq.md`, `mental-models.md`.

User-provided 1936 items 497–504 (`notes.md` §130). Do **not**
re-fold §129 items 481–496 / §128 items 465–480 / §127 items 449–464.
Skip Archer rewrite.
TypeSafe-compatible ≠ TypeSafe replica; replica ≠ TypeSafe;
kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions;
aisearchio 15-link census catalog ≠ endorsement;
soft scores ≠ hard gates; SHA move is not a replica.
do not reopen or amend PR #23–#52.
Soft Noul ≠ hard safety.

**User-provided 1936 HIGH (`notes.md` §130).** sgoedecke/system-one first-sighting. SystemOne.from_pretrained. TypeSafe-compatible ≠ TypeSafe replica. mithalouni/system-one-open first-sighting. 76.7% vs Jev 86.9% *theirs*. replica ≠ TypeSafe. kotoba-lang/typed-decisions first-sighting. DeBERTa-v3-large 0.855 / 42 ms *theirs*. kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions. aisearchio 15-link census catalog ≠ endorsement. soft scores ≠ hard gates. SHA move is not a replica. Do not reopen or amend PR #23–#52. Does not bump 0.5.0. Skip Archer. `invented_signal: false`.
User-provided 1936 uniqueness lock: sgoedecke/system-one 20★ HEAD ebde2a2db706 README SHA d331b567e2c3; SystemOne.from_pretrained; Batched single-token choice inference; TypeSafe-compatible; cache_prefix=True; LICENSE absent; sgoedecke/system-one ≠ mithalouni/system-one-open ≠ KathanModh259/system-one ≠ babybear-labs/system-one; TypeSafe-compatible ≠ TypeSafe replica; mithalouni/system-one-open 18★ MIT HEAD 77f1f7cccf8a README SHA 535f33028a68 LICENSE SHA 2f6f2cf1064e; Gemma 4 E2B / Gemma 3 270M Modal; 76.7% vs Jev 86.9% strict common subset *theirs*; 97 ms H100 *theirs*; 74.8% held-out *theirs*; replica ≠ TypeSafe; HF upload pending; kotoba-lang/typed-decisions 1★ Apache-2.0 HEAD 10d7834d3b99 README SHA 4d6bbf4c4e44 LICENSE SHA 513bb5e3cb4c; ModernBERT / DeBERTa / LLaDA-MoE; DeBERTa-v3-large 0.855 / 42 ms *theirs*; ModernBERT-base 0.717 / 68 ms *theirs*; LLaDA-MoE 0.835 / 676 ms *theirs*; kotoba-lang/typed-decisions ≠ convaiinnovations/laya-typed-decisions; encoder class member not Jev replica; aisearchio 15-link census catalog ≠ endorsement; 12 already carded 3 gaps this fold; soft scores ≠ hard gates; SHA move is not a replica; do not reopen or amend PR #23/#24/#25/#26/#27/#28/#29/#30/#31/#32/#33/#34/#35/#36/#37/#38/#39/#40/#41/#42/#43/#44/#45/#46/#47/#48/#49/#50/#51/#52; notes.md §130
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