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 "AI"
3 notes from the writing archive.
02
Why AI cleanup should not be the extraction engine
How PromptReady changed AI cleanup from raw HTML rewriting into a quality-gated pass over a local Markdown baseline.
03
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.
/ Topics