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 "Systems"
3 notes from the writing archive.
02
When index cleanup lies, agents make unsafe decisions
A practical note on debugging Satori's clear/reindex path by treating remote vector state as an explicit lifecycle contract.
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.
/ Topics