01
Recommendation is not publication authority
How a local X publishing tool grew into a network-growth system with relationship intelligence, writing strategy, measured learning, explicit main-feed approval, and tightly bounded reply automation.
Writing tag
Writing tagged "AI"
4 notes from the writing archive.
02
Why naive RAG fails for coding agents—and what Satori does instead
Why fixed text chunks are weak evidence for code changes, and how Satori combines symbol-aware chunking, hybrid retrieval, freshness checks, and exact bounded reads.
03
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.
04
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.
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