AI Coding
Precedent Is Not Truth — How AI Turns Patches into Authority
AI reads the structure of code but cannot read whether that structure is a decision or a patch. So the more it copies, the more a flaw accumulates false authority. What broke the loop was not a bigger model — it was a single line of doubt from a human.
huma -- A Ratchet That Never Skips an Endpoint
When you ask an AI agent to test 42 endpoints, it declares 'done' around the 15th. huma turns the endpoint list into a ratchet session so the agent cannot skip a single one. scan, next, write, verify. Four commands, zero config.
Class 1. How to Command AI — Vibe Coding Essentials
From installing Claude Code to managing context with CLAUDE.md. How someone who doesn't know code can command AI.
Class 0. Install Claude Code — What You're Using Might Not Be Claude Code
Half of what YouTube calls 'Claude Code' is not Claude Code. Even with the same model, a different agent produces different results. The gate to this course closes here.
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. Harness with reins.
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
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
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
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
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.