Dev Tools · 9h ago
Building a Verification Ladder for AI-Assisted Coding
A developer shares a system for verifying AI-generated code across four timescales: turn, session, cross-session, and week. The approach uses tests that must fail for the right reason, adversarial review, and fresh-instance checks. The goal is to catch silent confidence failures that single checks miss.
Meridian48 take
The piece offers practical, battle-tested techniques for anyone using AI coding assistants, though its value depends on how rigorously you already verify AI output.
ai-codingverification