Code Review is Dead. Long Live Spec Review.
At AI velocity, code review breaks because reviewers approve code they don't understand. The solution is to shift review upstream to plans.
AI can be highly capable and still fundamentally unreliable. The difference between accuracy and reliability is structural, not a scaling problem.
At AI velocity, code review breaks because reviewers approve code they don't understand. The solution is to shift review upstream to plans.
Scope creep persists in well-managed programs because teams can't perceive cumulative change. Here's what's actually happening, and the three simple visibility tools that counter it.
Agents navigate your codebase differently than humans. Without the right architecture, their speed amplifies your system's flaws. Here's what to do about it.
Enterprises see ~10% gains from AI tools while startups achieve 10x velocity. The gap isn't the tools, it's the workflow.
Nearly half of all code is now AI-generated, but your review process wasn't designed for it. The failure is structural, not a matter of discipline.
Requirements capture the 'what' while losing the 'why,' creating a Knowledge Transfer Tax that compounds over time.