# Ledell Wu explains how human-calibrated evaluation improves video generation

> Original title: 8 | @Creatify_AI

- Source: LMSYS Org
- Published: 2026-11-05T22:43:29.000Z
- Bad Influence: https://badinfluence.news/items/x9l9kit85r5d8p5x00cp1c97o
- Original: https://x.com/lmsysorg/status/2118474311963176973

## Summary

Ledell Wu shares how human-calibrated evaluation guides improvements to data, training, and inference for video models. He says the feedback helps video models learn, as part of Creatify AI's Boreal work on self-improving video generation.

## Post

8 | @Creatify_AI 
Boreal: Towards Self-Improving Video Generation

Ledell Wu shares how human-calibrated evaluation guides improvements to data, training, and inference, helping video models learn from feedback.

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