ArcticFoxz

Python, Shell. Context engineering for AI agents, RAG and multi-tier memory, static analysis and repository indexing, local-first secret redaction, Kubernetes and Linux, cross-platform testing.

How the same code quietly behaves differently per platform and per Python version, and how to write text handling that does not assume one writing system. Mostly by shipping it wrong first.

chamnan — an architecture index Claude Code reads instead of scanning your repo, plus work state that survives compaction.

Point me at a public repo and I will measure what a context tool costs it, and reply with the numbers either way. Also happy to be told where my redaction misses — that is how the gaps get found.