AI Coding in Practice

Engineering Methods

Spec / TDV

Back from prompt wrestling to engineering basics: specs, review, security, and verifiable loops.

  1. Why Vibe Coding Is Addictive: It Turns Coding Back Into a Game

  2. 8-Line Spec Beats 8-Hour Prompts: The Real Payoff of Spec-Driven AI Coding

  3. Building a Personal AI Coding Harness: 14 Traps Between "It Runs" and "It Works"

  4. Experience Sediment 2.0: Stop Writing for Colleagues, Start Writing for Agents

  5. Vibe Coding's Security Debt: The Bill Comes Due in H2 2026

AI Coding leverage check

Want to know whether AI Coding is amplifying your judgment or just speeding up execution? The post is a generic framework — your role, judgment, visibility, and team context decide what to fix next.