# Meta AI says it distilled a 40-step video diffusion teacher into a 2-step streaming student

> Meta AI says it distilled a large 40-step diffusion teacher with 3-way CFG into an unguided 2-step causal student for live video streaming.

- **Topic**: Models
- **Published**: 2026-10-01T11:15:20.870Z
- **Canonical URL**: https://highsignal.sh/stories/meta-ai-says-it-distilled-a-40-step-video-diffusion-teacher-into-a-2-step-1bcb5e43

## Why It Matters

Meta's claim targets the latency-versus-consistency tradeoff in live video generation, but it arrives as a technical note on X with no paper or benchmark numbers supplied and little engagement, while the day's attention sits on Gemini 4 Argon.

## Primary Sources & Citations

- [Live video streaming needs to respond instantly while remaining visually consistent over long conversations](https://x.com/AIatMeta/status/2102997295222432093) — *X - Meta AI* (Community discussion)

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