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- 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> |
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| AI-automated software development is 100 percent certain and will radically change how software is built.md | ||
| complexity is earned not designed and sophisticated collective behavior must evolve from simple underlying principles.md | ||
| Metaversal will radically improve software development outputs through coordinated AI agent collectives.md | ||
| OMFG will hit 100 million dollars market cap by end of 2026.md | ||
| Omnipair is a billion dollar protocol if they can scale permissionless leverage.md | ||
| one agent one chat is the right default for knowledge contribution because the scaffolding handles complexity not the user.md | ||