rio: extract 4 NEW claims + 4 enrichments from AI agents/memory/harness research batch
- What: 4 new claims (LLM KB compilation vs RAG, filesystem retrieval over embeddings,
self-optimizing harnesses, harness > model selection), 4 enrichments (one-agent-one-chat,
agentic taylorism, macro-productivity null result, multi-agent coordination),
MetaDAO entity financial update ($33M+ total raised), 6 source archives
- Why: Leo-routed research batch — Karpathy LLM Wiki (47K likes), Mintlify ChromaFS
(460x faster), AutoAgent (#1 SpreadsheetBench), NeoSigma auto-harness (0.56→0.78),
Stanford Meta-Harness (6x gap), Hyunjin Kim mapping problem
- Connections: all 4 new claims connect to existing multi-agent coordination evidence;
Karpathy validates Teleo Codex architecture pattern; idea file enriches agentic taylorism
Pentagon-Agent: Rio <244BA05F-3AA3-4079-8C59-6D68A77C76FE>
