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tao-run-deft-aoi — Claude Code skill for AOI

Runs an improvement cycle for NVIDIA TAO VisualChangeNet and ChangeNet PCB inspection models, from baseline evaluation to deployment checks against a target metric.

Install into Claude Code · Skills CLI (Vercel) All methods and platforms ↓ 
npx skills add NVIDIA/skills --skill tao-run-deft-aoi -a claude-code
Open on GitHub

What tao-run-deft-aoi does

This skill coordinates a full AOI improvement cycle for PCB inspection models. It evaluates the baseline, investigates failure causes, creates synthetic defects with Cosmos AnomalyGen or AMP, mines data with k-NN, retrains the model, then checks deployment conditions against a customer-defined metric and constraints. Its scope is VisualChangeNet and ChangeNet workflows, not a standalone training run or one-off inference.

Progress is recorded in deft_state.json, which the workflow uses to resume from committed stages. Docker and nvidia-container-toolkit are required, and individual stages may need additional resources. Air-gapped runs rely on assets staged in advance; network access and installs are blocked in that mode. If the TAO skill bank plugin did not initialize the session, run tao-setup first.

What it helps with

  • evaluate a baseline VisualChangeNet or ChangeNet model
  • trace failures in PCB inspection results
  • generate synthetic defects for model training
  • retrain toward a target evaluation metric
  • check a model against deployment conditions

Example prompts for the agent

  • Run the DEFT improvement cycle for my ChangeNet AOI model and work toward the target metric.
  • Evaluate my VisualChangeNet baseline, investigate inspection failures, and continue the AOI improvement workflow.
  • Set up the PCB inspection workflow for an air-gapped run with assets staged in advance.

How to install tao-run-deft-aoi

1Skills CLI (Vercel)

npx skills add NVIDIA/skills --skill tao-run-deft-aoi -a claude-code

2Manually: put the files in place

~/.claude/skills/tao-run-deft-aoi/SKILL.md

Copy the whole skill folder; for one project use .claude/skills/tao-run-deft-aoi/

Step by step, with commands for each platform: How to install skills in Claude Code: five ways

Questions about tao-run-deft-aoi

How do I install tao-run-deft-aoi in Claude Code?

Run npx skills add NVIDIA/skills --skill tao-run-deft-aoi -a claude-code. The skill file is placed at ~/.claude/skills/tao-run-deft-aoi/SKILL.md.

What does tao-run-deft-aoi do?

It coordinates AOI model evaluation, failure analysis, synthetic defect generation, data mining, retraining, and deployment checks against a defined metric.

What does tao-run-deft-aoi require?

It requires Docker and nvidia-container-toolkit; some workflow stages have further requirements. For air-gapped runs, stage the needed assets beforehand.

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