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tao-run-deft-od-aoi

Run a binary industrial-inspection DEFT loop with TAO RT-DETR: measure on frozen KPI/test roles, mine gap-similar real and clean images with SigLIP, accumulate admitted COCO data, retrain from one base checkpoint, and select by KPI AP50. Use for iterative AOI defect detection, not generic multiclass OD.

skills/tao-run-deft-od-aoi/SKILL.md

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Nov 6, 2026
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# TAO DEFT OD AOI

> **Standalone install?** If this session was not initialized by the TAO skill bank plugin, run the `tao-setup` skill first (host preflight, credentials, cross-skill discovery).

This application is a disk-backed RT-DETR loop for one foreground class,
`defect`. Its core is real-data-only; AnomalyGenNext synthesis is an optional
route with separate preparation, generation, and admission gates.

## References

Read only the references needed for the current stage:

- intake and launch: `references/defaults.md`, `references/data-contract.md`,
  `references/source-manifest.md`, and `references/preflight.md`;