agentic-sdlc-patterns
Two AI reviewers, independently, with real build and openssl access, found a bypassable revocation path and a spoofable certificate identity field in device-CA code. Both were confirmed with a live exploit, before and after the fix.
28 Aug 2026
agentic-sdlc-patterns
Five doubt cycles on one small registry guard, and the finding rate never reached zero. What actually caught the headline bugs was mutation testing and fresh-context review, self-inspection caught none of them.
27 Aug 2026
agentic-sdlc-patterns
A live-model coordination comparison looked decisive: peer-delegation succeeding, central-orchestrator starving the colony. An independent review asked whether it was actually a fair fight. It wasn't.
26 Aug 2026
agentic-sdlc-patterns
Adversarial review, applied at intent-declaration time instead of code-review time, caught real defects before a single commit existed to review, proving the doctrine is a decision-making technique, not just a code technique.
25 Aug 2026
agentic-sdlc-patterns
Three adversarial review rounds on the same new codebase, and the diagnostic that separated a durable fix from a fragile one: did it change a rule, or just a line?
24 Aug 2026
agentic-sdlc-patterns
Four documented review cycles, one recurring shape: a fix, left unreviewed by a second perspective, quietly introduces the next bug. The sentence the factory arrived at after proving it the hard way, four times.
23 Aug 2026