3 posts
Same AI, same codebase, same money-critical feature — built two ways. An apples-to-apples walk through 'normal' AI coding versus pro AI-Driven Development on a real billing-reconciliation milestone, with the tests, gates, and numbers that separate hope from proof.
11 min readIn a large codebase the bottleneck isn't how smart Opus is — it's how precisely you point it and how tightly you verify. Six portable moves to steer a fast agent so its speed lands on the right target instead of becoming faster waste.
19 min readVerify by evidence, not by reading the diff. ADD's earned-green: an adversarial refute-read that tries to break the result, because AI code is frequently plausible and wrong. Trust through proof.
13 min read