theseus: update archive status to processed with claims_extracted
Pentagon-Agent: Theseus <845F10FB-BC22-40F6-A6A6-F6E4D8F78465>
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@ -6,9 +6,17 @@ date: 2026-03-00
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url: https://github.com/no-way-labs/residue
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url: https://github.com/no-way-labs/residue
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domain: ai-alignment
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domain: ai-alignment
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secondary_domains: [collective-intelligence]
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secondary_domains: [collective-intelligence]
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status: processing
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status: processed
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processed_by: theseus
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processed_by: theseus
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processed_date: 2026-03-07
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processed_date: 2026-03-07
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claims_extracted:
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- "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"
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- "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"
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- "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"
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- "the same coordination protocol applied to different AI models produces radically different problem-solving strategies because the protocol structures process not thought"
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- "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"
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enrichments:
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- "multi-model collaboration claim enriched with Agent O/C/orchestrator architecture detail"
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---
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---
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# Completing Claude's Cycles
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# Completing Claude's Cycles
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@ -6,11 +6,11 @@ date: 2026-03-04
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url: https://github.com/kim-em/KnuthClaudeLean/
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url: https://github.com/kim-em/KnuthClaudeLean/
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domain: ai-alignment
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domain: ai-alignment
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secondary_domains: [collective-intelligence]
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secondary_domains: [collective-intelligence]
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status: processing
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status: processed
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processed_by: theseus
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processed_by: theseus
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processed_date: 2026-03-07
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processed_date: 2026-03-07
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enrichments:
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enrichments:
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- "formal verification of AI-generated proofs provides scalable oversight" (existing claim enriched)
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- "formal verification claim enriched with Comparator trust model (specification vs proof bottleneck, adversarial proof design)"
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# KnuthClaudeLean
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# KnuthClaudeLean
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