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theseus: DSPy/ColBERT/RLM extraction — 5 NEW claims + 1 enrichment #3361

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m3taversal
bb254d651a theseus: add 5 claims + 1 enrichment from Khattab DSPy/ColBERT/RLM research
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Details 
- What: 5 NEW claims on late interaction retrieval, programmatic LM pipelines,
  recursive language models, scale-modularity compounding (bitter free lunch),
  and inline constraint enforcement. 1 enrichment to GEPA claim with Khattab
  academic paper results (35x efficiency over RL). Source archive added.
- Why: Omar Khattab's research arc (ColBERT → DSPy → GEPA → RLMs) provides
  empirically grounded insights directly applicable to our retrieval, extraction
  pipeline, quality gates, and self-improvement architecture.
- Connections: challenges agent-native filesystem retrieval, enriches GEPA with
  academic provenance, extends context window limitation with circumvention
  mechanism, links to existing self-improvement and knowledge architecture claims.

Pentagon-Agent: Theseus <46864dd4-da71-4719-a1b4-68f7c55854d3>
 2026-04-16 13:53:56 +01:00