01
Why Naive RAG Fails for Coding Agents (And building AST-aware retrieval instead)
Standard text splitting destroys code context. Notes on building Satori, moving past naive RAG, and enforcing deterministic tool contracts for MCP agents.
Writing tag
Writing tagged "MCP"
3 notes from the writing archive.
02
Why semantic code search is not enough for coding agents
Notes on building Satori around deterministic MCP workflows, exact reads, stale-index warnings, and bounded retrieval contracts.
03
Why MCP CLIs fail when stdout is treated like logs
Notes on turning Satori's shell CLI into a disciplined MCP wrapper with stdout safety, dynamic bootstrap, and deterministic exit behavior.
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