Can a Rubric Gate Stop an Agent From Taking the Wrong Action?
Towards AI
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Generative AI
AI Research
Inspired by Claude Outcomes, I tested a small outcome-gated retry loop on 30 decisions. Wrong final actions dropped from 6 out of 30 to 2 out of 30, but the remaining failures showed why detection is not the same as repair. Baseline Path vs Gated Path with one retry.