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Humza Tareen6d ago • 6 min read
Hardening a Video Planner: Contradiction Gates, Dead Code, and a Scorer That Can Disagree
Auditing an AI ad planner for failures that report success: a candidate frame scorer dormant in prod...
#aiplanning#observability#codequality#videogeneration
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Humza Tareen6d ago • 7 min read
The Plan Gate Contradiction Chain: When a Planner Is Blind to Its Own Grading Criteria
A recurring bug class in an AI ad planner: the plan and the gate meant to check it disagree, a role ...
#aiplanning#promptengineering#videogeneration#observability
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