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Building An Elite AI Engineering Culture In 2026 (Chris Roth)
tl;dr: AI is a multiplier, not an equalizer: Taste × Discipline × Leverage. Senior engineers get 5x the productivity gains from AI tools vs juniors, and PR review times jumped 91% even as output increased. Specific practices from Linear, Stripe, Cursor, and Vercel: spec-driven development before prompting, stacked PRs to solve the AI-generated review crisis, AGENTS.md as a curated (not auto-generated) team artifact, vertical slice architecture for AI-friendliness, cycle time replacing story points, and the Design Engineer role dissolving traditional handoffs.