AI article
My LLM Critic Flip-Flops on Every Run. That's Fine — Because a Frozenset Decides What's Fatal.
Community description: This is a companion to the PlannerCritic series. Article 2 was about a specific critic bug. This one...
Dev.to | Aug 31, 2026 | Debashish Ghosal
Automated excerpt
I measured my LLM critic on identical input across five trials. The critic is 100% non-deterministic on verdict. Under-claim — a defective plan gets zero blockers.
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