AI Coding

yongol — The Keel of AI-Coded SaaS

yongol — The Keel of AI-Coded SaaS

Vibe coding collapses at 200 endpoints because AI cannot distinguish decisions from implementation details. yongol shifts the AI workload from code to 10 declarative specs and enforces cross-layer consistency before compilation.

tsma -- Regression Defense Line for Legacy Code

tsma -- Regression Defense Line for Legacy Code

A CLI tool that indexes every function, detects test presence, measures coverage, and gives precise feedback to LLM agents. One command builds a regression defense line around legacy code.

Constraints Are Contracts

Constraints Are Contracts

Without agreements there is chaos; with too many there is oppression. Rational constraints strike the golden ratio. The principles of rule of law apply equally to code and knowledge.

filefunc — One File, One Concept

filefunc — One File, One Concept

The navigation unit for an AI code agent is the file. filefunc is a Go code structure convention and CLI tool that enforces one concept per file.

Feature Chain — Tracing the full stack with one operationId

Feature Chain — Tracing the full stack with one operationId

Which files do you need to touch to modify a single feature? Feature Chain takes one operationId and automatically extracts the entire scope — API spec, DB schema, authorization policy, state diagram, function implementations, test scenarios, and frontend.

whyso — What git blame doesn't tell you

whyso — What git blame doesn't tell you

git blame tells you who changed what and when. whyso tells you why. A tool that automatically extracts per-file change history from Claude Code session data.