Use when the user asks about Tammuz Dubnov's talk "When Our PM Started Writing Code: What Merge Rate Taught Us About AI Adoption" — including questions about what "AI-native" means, harness engineering, merge rate as an AI-adoption metric, non-technical contributors (PMs, designers) opening pull requests, PR fatigue, the ~74% merge rate / ~84% zero-dev-touch numbers from Autonomy AI, why Uber/Microsoft's AI spend isn't translating to velocity, Shopify as a positive example, Calamarous Coding, feature-flag-driven developer autonomy, or applying his framework to the user's own engineering org.