IDEAS, EXPERIMENTS & LESSONS

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Notes from building video generation, verification, and reward systems.

2026

Prompt-Aware Rubrics for Video Generation

How human evaluation workflows inspired task-specific rubrics, a trained verifier, and an evolving system of specialist tools for video generation.

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VIDEO GENERATION / VERIFICATION
PAR
From human evaluation
to task-aware verification.
Handbook→Generator→Verifier