Step 10 closes the loop: amend the ADRs, update the metrics, write the close-out note. Why the final 45 minutes of a feature determine whether the next one is harder or easier
25 July 2026
83% test coverage isn't done. Step 6 verification is a structured checklist — requirements, ADR consequences, GDPR constraints — not a feeling
25 July 2026
One review gate catches one class of failures. The ANN SDLC uses three gates — each one designed to catch what the other two structurally cannot
25 July 2026
Why bounded context turns an 847-line PR into a 298-line PR — and how the implementation plan creates the boundary that keeps AI generation predictable
25 July 2026
The cost of writing an ADR is 45 minutes. The cost of not writing one is three days of production investigation, six months later. Here's the math
25 July 2026
How five verifiable acceptance criteria constrain what the AI builds — and why a single 15-second criterion prevented a two-day bug investigation
25 July 2026
The business intent document is the foundation everything else builds on. What goes in it, why the 'so that' clause matters, and what it costs to skip it
24 July 2026
CI green doesn't mean the feature is correct. Why AI self-testing creates a blind spot that only human verification at Step 6 can close
24 July 2026
Why AI-generated codebases look perfect at demo and collapse at handoff — and the 14 documentation gaps that cause every preventable failure
24 July 2026
How an AI's silent backward-compatibility decision turned into a 40-hour production investigation — and why ADRs are the only reliable defense
24 July 2026
Every commit is a message to a future engineer debugging your code at 2am. How writing commit messages from the implementation plan makes that message useful
23 July 2026
A 623-line PR with no context is unreviable. How writing PR descriptions from the implementation plan — not the diff — makes every review tractable
23 July 2026
Learn how to implement golden tests in Flutter to catch UI regressions automatically and verify pixel-perfect rendering across devices.
10 July 2026