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tao-finetune-anomalygennext

Validate a user AnomalyGenNext dataset and recipe, freeze its validation set, and prepare a canonical texture fine-tuning recipe. Use when AnomalyGenNext task weights do not yet exist. Do not use for ordinary defect generation.

skills/tao-finetune-anomalygennext/SKILL.md

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# Fine-tune AnomalyGenNext

This leaf prepares a user-owned dataset and optional recipe for task-specific
AnomalyGenNext LoRA training. The pinned image is declared in
`references/skill_info.yaml`; do not replace it with the older 1.0 release.
Read `references/input-contract.md` when validating a dataset or adapting a
recipe, and `references/container-runtime.md` before submission.

## Inputs

```text
DATASET/
  defect_spec.jsonl
  TEXTURE/