The AI Code Avalanche: Building an Adversarial Pipeline to Stop Code Hallucinations Before They Hit
We are shipping code faster than ever. Or rather, our local AI agents are doing it for us. But there is a massive, hidden tax to this speed. Senior engineers are drowning in pull requests filled with AI slop.
The core problem is the hallucination that looks perfectly right but is fundamentally wrong. You know the exact kind. The AI spits out massive volumes of code that compiles perfectly and passes the linter. Beneath the surface, however, it quietly violates module boundaries, bungles a state machine, or breaks architectural rules. I got sick of playing syntax police on every pull request, so I built an adversarial pipeline to catch this garbage before it ever reaches the repository. Here is how you can build it too.
Phase 1: Shift Left and Shield the Local Environment
The absolute best place to kill a hallucination is before it is even committed. I use...
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