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#2941 Overall#470 in CommunicationVerified SKILL.md

Tao Run Deft Aoi

Run the full DEFT AOI improvement loop for NVIDIA TAO VisualChangeNet / ChangeNet PCB inspection models: baseline evaluate, RCA, Cosmos AnomalyGen / AMP synthetic defects, k-NN mining, retraining, and deployment gating until FAR / recall KPI targets are met. Use for prompts like "run the DEFT loop", "fine-tune until FAR below 0.1% at recall=100%", or "improve my AOI ChangeNet model with RCA and synthetic defects"; do not use for standalone TAO training, one-off inference, generic anomaly generation, or RCA-only analysis.

Claude CodeCodexSKILL.md Official publisher
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Overview

What It Does

Tao Run Deft Aoi packages a focused communication workflow for an AI agent. Run the full DEFT AOI improvement loop for NVIDIA TAO VisualChangeNet / ChangeNet PCB inspection models: baseline evaluate, RCA, Cosmos AnomalyGen / AMP synthetic defects, k-NN mining, retraining, and deployment gating until FAR / recall KPI targets are met. Use for prompts like "run the DEFT loop", "fine-tune until FAR below 0.1% at recall=100%", or "improve my AOI ChangeNet model with RCA and synthetic defects"; do not use for standalone TAO training, one-off inference, generic anomaly generation, or RCA-only analysis. It is best suited to users who can review the resulting actions and provide only the accounts, files, or command access needed for the task. It is not a substitute for human approval on destructive, financial, security-sensitive, or public-facing actions.

Task ideas

Popular Use Cases

  • Draft and organize messages
  • Work with communication channels and contacts
  • Summarize conversations into next steps
  • Automate routine coordination

Installation

Install this Agent Skill

Claude Code

npx skills add https://github.com/NVIDIA/skills --skill tao-run-deft-aoi

Commands derived from the public GitHub SKILL.md record. Checked 2026-09-02. Review the source before running them.

Before you start

Requirements

Claude CodeRequired / review
CodexRequired / review
Public SKILL.md sourceRequired / review
Review instructions and requested permissions before installationRequired / review
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Popularity context

Why It’s Popular

Tao Run Deft Aoi is a verified Agent Skill from NVIDIA with a public SKILL.md, compatible with Claude Code, Codex.

Alternatives

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