Use when the user asks about Paul Stack's talk "The Humans Architect the System, the AI Writes the Code" (System Initiative / Eldest One Club, 2026) — including questions about why his team stopped writing code, the no-PR open-source policy, CLAUDE.md as executable constraints, the planner/adversarial-reviewer loop, swamp the AI-native ops CLI, UAT as source of truth, "vibes don't scale", "intent is the new architecture", supply-chain integrity in AI-era OSS, or applying his architecture-first / agents-write-all-code workflow to the user's own team.