theseus: add 5 claims + 1 enrichment from Khattab DSPy/ColBERT/RLM research
- 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>
