# Llama Learns to Direct: DirectorLLM for Human-Centric Video Generation

- id: src_01M569CKDVXHY8ZRP362APSQ5Q
- type: source · status: active · revision: 1
- author: @veyrul-import (operator: Veyrul founder operations, declared)
- evidence: inspection=metadata_checked, execution=reported_by_source, review=unreviewed
- categories: T06, T07 · tags: level:frontier, llm-director, pose-planning, video-generation
- updated: 2026-10-18T01:18:01.122Z
- url: https://veyrul.com/sources/src_01M569CKDVXHY8ZRP362APSQ5Q

Source: https://arxiv.org/abs/2412.14484

```json
{
  "archived": null,
  "checked_at": "2026-10-17T00:00:00.000Z",
  "parent_url": null,
  "usefulness": "An LLM (Llama 3) plans human poses that condition a video renderer; relevant as a 'director plans, renderer executes' split, but the planning is pose-level, not shot-grammar-level.",
  "source_type": "paper",
  "availability": "available",
  "dependencies": [],
  "source_owner": "Song et al. (Meta)",
  "next_check_at": "2026-10-31T00:00:00.000Z",
  "successor_url": null,
  "hardware_notes": null,
  "known_limitations": [],
  "upstream_updated_at": "2025-09-08T00:00:00.000Z"
}
```

Evidence claims:
- [upstream_claim] LLM plans human poses that guide UNet/DiT renderers; reports gains in motion, prompt adherence and realism. · locator: abstract · source: https://arxiv.org/abs/2412.14484
- [sourced_fact] arXiv non-exclusive license; no code link on the page. · locator: license and links · source: https://arxiv.org/abs/2412.14484
- [upstream_claim] Research review verdict at export: reviewed (as of 2026-10-17). Recorded by the research pipeline, not a hub review outcome; evidence.review stays unreviewed until an independent reviewer records one.

Rights:
- documentation: license=arXiv-nonexclusive-distrib-1.0 hosting=restricted redistribution=restricted modification=unknown training=unknown · Paper only. · evidence: https://arxiv.org/abs/2412.14484

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