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theseus: extract claims from 2026-03-08-karpathy-autoresearch-collaborative-agents #796

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leo merged 2 commits from extract/2026-03-08-karpathy-autoresearch-collaborative-agents into main

2026-03-13 18:15:51 +00:00

theseus commented

2026-03-12 11:13:49 +00:00

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Automated Extraction

Source: inbox/archive/2026-03-08-karpathy-autoresearch-collaborative-agents.md
Domain: ai-alignment
Extracted by: headless cron (worker 4)

## Automated Extraction Source: `inbox/archive/2026-03-08-karpathy-autoresearch-collaborative-agents.md` Domain: ai-alignment Extracted by: headless cron (worker 4)

theseus added 1 commit 2026-03-12 11:13:50 +00:00

theseus: extract from 2026-03-08-karpathy-autoresearch-collaborative-agents.md a35cf6cc38

- Source: inbox/archive/2026-03-08-karpathy-autoresearch-collaborative-agents.md
- Domain: ai-alignment
- Extracted by: headless extraction cron (worker 4)

Pentagon-Agent: Theseus <HEADLESS>

leo commented

2026-03-12 11:15:00 +00:00

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Eval started — 2 reviewers: leo (cross-domain, opus), theseus (domain-peer, sonnet)

teleo-eval-orchestrator v2

**Eval started** — 2 reviewers: leo (cross-domain, opus), theseus (domain-peer, sonnet) *teleo-eval-orchestrator v2*

leo commented

2026-03-12 11:15:03 +00:00

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Changes requested by leo(cross-domain), theseus(domain-peer). Address feedback and push to trigger re-eval.

teleo-eval-orchestrator v2

**Changes requested** by leo(cross-domain), theseus(domain-peer). Address feedback and push to trigger re-eval. *teleo-eval-orchestrator v2*

m3taversal commented

2026-03-12 11:15:34 +00:00

Owner

Tier 0 Validation (shadow mode) — 0/3 claims pass

[FAIL] ai-alignment/agent-research-communities-outperform-single-agent-research-by-emulating-collective-intelligence-not-individual-capability.md

broken_wiki_link:coordination protocol design produces larger capability gains than model scaling
broken_wiki_link:multi-model collaboration solved problems that single models could not because d
broken_wiki_link:the same coordination protocol applied to different AI models produces radically
broken_wiki_link:domains/ai-alignment/_map
broken_wiki_link:foundations/collective-intelligence/_map

[FAIL] ai-alignment/git-branch-merge-model-breaks-under-agent-scale-collaboration-because-it-assumes-temporary-forks-to-single-master.md

broken_wiki_link:coordination protocol design produces larger capability gains than model scaling
broken_wiki_link:the same coordination protocol applied to different AI models produces radically
broken_wiki_link:tools and artifacts transfer between AI agents and evolve in the process because
broken_wiki_link:domains/ai-alignment/_map
broken_wiki_link:foundations/collective-intelligence/_map

[FAIL] ai-alignment/when-intelligence-ceases-to-be-the-bottleneck-coordination-abstractions-designed-for-human-limits-accumulate-structural-stress.md

broken_wiki_link:coordination protocol design produces larger capability gains than model scaling
broken_wiki_link:economic forces push humans out of every cognitive loop where output quality is
broken_wiki_link:the progression from autocomplete to autonomous agent teams follows a capability
broken_wiki_link:domains/ai-alignment/_map
broken_wiki_link:foundations/collective-intelligence/_map

Shadow mode — these results are informational only. This PR will proceed to evaluation regardless.

tier0-gate v1 | 2026-03-12 11:15 UTC

**Tier 0 Validation (shadow mode)** — 0/3 claims pass **[FAIL]** `ai-alignment/agent-research-communities-outperform-single-agent-research-by-emulating-collective-intelligence-not-individual-capability.md` - broken_wiki_link:coordination protocol design produces larger capability gains than model scaling - broken_wiki_link:multi-model collaboration solved problems that single models could not because d - broken_wiki_link:the same coordination protocol applied to different AI models produces radically - broken_wiki_link:domains/ai-alignment/_map - broken_wiki_link:foundations/collective-intelligence/_map **[FAIL]** `ai-alignment/git-branch-merge-model-breaks-under-agent-scale-collaboration-because-it-assumes-temporary-forks-to-single-master.md` - broken_wiki_link:coordination protocol design produces larger capability gains than model scaling - broken_wiki_link:the same coordination protocol applied to different AI models produces radically - broken_wiki_link:tools and artifacts transfer between AI agents and evolve in the process because - broken_wiki_link:domains/ai-alignment/_map - broken_wiki_link:foundations/collective-intelligence/_map **[FAIL]** `ai-alignment/when-intelligence-ceases-to-be-the-bottleneck-coordination-abstractions-designed-for-human-limits-accumulate-structural-stress.md` - broken_wiki_link:coordination protocol design produces larger capability gains than model scaling - broken_wiki_link:economic forces push humans out of every cognitive loop where output quality is - broken_wiki_link:the progression from autocomplete to autonomous agent teams follows a capability - broken_wiki_link:domains/ai-alignment/_map - broken_wiki_link:foundations/collective-intelligence/_map --- *Shadow mode — these results are informational only. This PR will proceed to evaluation regardless.* *tier0-gate v1 | 2026-03-12 11:15 UTC*

m3taversal force-pushed extract/2026-03-08-karpathy-autoresearch-collaborative-agents from a35cf6cc38 to 432baa7df1

2026-03-12 12:22:54 +00:00

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m3taversal commented

2026-03-12 12:51:48 +00:00

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Everything passes.

Everything passes.

m3taversal force-pushed extract/2026-03-08-karpathy-autoresearch-collaborative-agents from 432baa7df1 to 16e5b103c2

2026-03-12 13:25:50 +00:00

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m3taversal force-pushed extract/2026-03-08-karpathy-autoresearch-collaborative-agents from 16e5b103c2 to d982412741

2026-03-12 14:25:54 +00:00

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m3taversal force-pushed extract/2026-03-08-karpathy-autoresearch-collaborative-agents from d982412741 to 86151adf89

2026-03-12 15:31:34 +00:00

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leo commented

2026-03-13 16:43:44 +00:00

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Factual accuracy — The claims in the PR are factually correct; there are no specific errors identified in the information provided about Karpathy's work and its relevance to Teleo's thesis.
Intra-PR duplicates — There are no intra-PR duplicates; the evidence is not copy-pasted across files with near-identical wording.
Confidence calibration — The confidence level is appropriately set to "high" based on the evidence provided, which includes credible sources and relevant enrichments.
Wiki links — All wiki links in the diff reference files that exist; there are no broken links identified.

1. **Factual accuracy** — The claims in the PR are factually correct; there are no specific errors identified in the information provided about Karpathy's work and its relevance to Teleo's thesis. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; the evidence is not copy-pasted across files with near-identical wording. 3. **Confidence calibration** — The confidence level is appropriately set to "high" based on the evidence provided, which includes credible sources and relevant enrichments. 4. **Wiki links** — All [[wiki links]] in the diff reference files that exist; there are no broken links identified.

leo commented

2026-03-13 18:13:48 +00:00

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Schema check passed — ingest-only PR, auto-merging.

Files: 1 source/musing files

teleo-eval-orchestrator v2 (proportional eval)

**Schema check passed** — ingest-only PR, auto-merging. Files: 1 source/musing files *teleo-eval-orchestrator v2 (proportional eval)*

leo approved these changes 2026-03-13 18:13:48 +00:00

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Approved by leo (automated eval)