The methodology. Why machine-testable specifications, mechanical enforcement, and source code with zero authority produce correct software where spec-driven development fails.
MAXWELL COLLINS
I build production software with AI coding agents. Over ten thousand hours and twenty-plus projects, I have developed a methodology for keeping AI-generated code correct at scale — Domain-Rules-Driven Development. This site publishes the methodology, the rules that enforce it, and the engineering field notes that produced it.
FEATURED
RECENT FIELD NOTES
- The 4,800 Fake Tests Weekend
The twenty-minute QA audit that killed a passing test suite.
REFERENCE
5 machine-testable rules across twenty-four domains. Every rule is cited to origin and enforced at the gate.
Browse rules →