diff --git a/inbox/archive/2026-03-00-aquinomichaels-completing-claudes-cycles.md b/inbox/archive/2026-03-00-aquinomichaels-completing-claudes-cycles.md index 557b7eb..ba87295 100644 --- a/inbox/archive/2026-03-00-aquinomichaels-completing-claudes-cycles.md +++ b/inbox/archive/2026-03-00-aquinomichaels-completing-claudes-cycles.md @@ -6,9 +6,17 @@ date: 2026-03-00 url: https://github.com/no-way-labs/residue domain: ai-alignment secondary_domains: [collective-intelligence] -status: processing +status: processed processed_by: theseus processed_date: 2026-03-07 +claims_extracted: + - "structured exploration protocols reduce human intervention by 6x because the Residue prompt enabled 5 unguided AI explorations to solve what required 31 human-coached explorations" + - "AI agent orchestration that routes data and tools between specialized models outperforms both single-model and human-coached approaches because the orchestrator contributes coordination not direction" + - "coordination protocol design produces larger capability gains than model scaling because the same AI model performed 6x better with structured exploration than with human coaching on the same problem" + - "the same coordination protocol applied to different AI models produces radically different problem-solving strategies because the protocol structures process not thought" + - "tools and artifacts transfer between AI agents and evolve in the process because Agent O improved Agent Cs solver by combining it with its own structural knowledge creating a hybrid better than either original" +enrichments: + - "multi-model collaboration claim enriched with Agent O/C/orchestrator architecture detail" --- # Completing Claude's Cycles diff --git a/inbox/archive/2026-03-04-morrison-knuth-claude-lean.md b/inbox/archive/2026-03-04-morrison-knuth-claude-lean.md index d7014f9..017c019 100644 --- a/inbox/archive/2026-03-04-morrison-knuth-claude-lean.md +++ b/inbox/archive/2026-03-04-morrison-knuth-claude-lean.md @@ -6,11 +6,11 @@ date: 2026-03-04 url: https://github.com/kim-em/KnuthClaudeLean/ domain: ai-alignment secondary_domains: [collective-intelligence] -status: processing +status: processed processed_by: theseus processed_date: 2026-03-07 enrichments: - - "formal verification of AI-generated proofs provides scalable oversight" (existing claim enriched) + - "formal verification claim enriched with Comparator trust model (specification vs proof bottleneck, adversarial proof design)" --- # KnuthClaudeLean