Author here. I run a civil engineering firm in Paraguay and use Claude Code daily in production — 530+ files across three knowledge bases. This essay came from months of watching the same corrections fail across sessions, even after centralizing everything. The five invariants and the "functional scars" pattern came out of cross-referencing 163 findings from my own project logs. Happy to answer questions about the methodology or the hook architecture