Now that AI is handling unprecedented code velocity, human judgment is now the real constraint (and differentiator) in shipping trustworthy code. Explore how "code integrity" trumps speed when AI misses context, risk tradeoffs, and business invariants that explode in production.

Using a real AI pipeline (prompt → output → PR → deploy), we'll identify four irreplaceable judgment checkpoints that help scale dev teams without sacrificing quality. We'll also draw on real-world failures and engineering evaluation principles.

Attendees will leave with frameworks to audit their own workflows and push back on "ship faster, review later" hype.

Technical: Slides. First public delivery.
Target: Engineerings, staff devs, and managers in AI-heavy or AI-curious teams.
Preferred: 30 min talk.