// Hacker Noon · 13 March 2026

The Scoring System That Fixed My Scene Graph Continuity

CLIP-only ranking broke scene continuity, so I built a multi-signal reward mixer with group-relative normalization and null-safe scoring.

@hacker-noon · Daniel Romitelli

Hacker Noon@hacker-noon

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