Tao Run Deft Aoi

NVIDIAOfficialCreated by NVIDIA Corporation

Skill
Workflow
Software development
Link-only
Medium risk
Has scripts

From the author

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 against a customer-defined primary metric and optional constraints. Use only when the request identifies an AOI / automated-optical-inspection, PCB-defect, VisualChangeNet, or ChangeNet workflow. Supports air-gapped/offline runs with pre-staged assets. Never infer AOI from generic iterative-improvement language. Do not use for CLIP / SigLIP image retrieval, attribute-labelled image data, standalone TAO training, one-off inference, generic anomaly generation, or RCA-only analysis.

— the description by NVIDIA Corporation

Install

Get the skill from its source (we cannot redistribute it):
https://github.com/NVIDIA/skills/tree/fce3cca4170be75e82c64920654d56ee2811b005/skills/tao-run-deft-aoi

Documentation by NVIDIA Corporation

The licence of this skill does not allow us to copy its documentation. Read it at the source

Files

.env.example(opens on GitHub)Not mirrored: opens on GitHub1.9 KiB
BENCHMARK.md(opens on GitHub)Not mirrored: opens on GitHub7.5 KiB
SKILL.md(opens on GitHub)Not mirrored: opens on GitHub19.5 KiB
agents/reporter.md(opens on GitHub)Not mirrored: opens on GitHub863 B
cards/00-init-baseline-train.md(opens on GitHub)Not mirrored: opens on GitHub2.8 KiB
cards/10-post-train.md(opens on GitHub)Not mirrored: opens on GitHub5.2 KiB
cards/20-evaluate.md(opens on GitHub)Not mirrored: opens on GitHub2.5 KiB
cards/30-post-evaluate.md(opens on GitHub)Not mirrored: opens on GitHub2.8 KiB
cards/40-routing.md(opens on GitHub)Not mirrored: opens on GitHub2.9 KiB
cards/50-mining.md(opens on GitHub)Not mirrored: opens on GitHub6.2 KiB
cards/60-merge-train.md(opens on GitHub)Not mirrored: opens on GitHub4.5 KiB
cards/README.md(opens on GitHub)Not mirrored: opens on GitHub3.4 KiB
cards/driver.sh(opens on GitHub)ScriptNot mirrored: opens on GitHub9.9 KiB
config/skillspector-baseline.yaml(opens on GitHub)Not mirrored: opens on GitHub5.7 KiB
eval.config(opens on GitHub)Not mirrored: opens on GitHub11.9 KiB
eval.slow-manual.config(opens on GitHub)Not mirrored: opens on GitHub13.3 KiB
evals/evals.json(opens on GitHub)Not mirrored: opens on GitHub3.2 KiB
references/DEFT_Loop_Report.html(opens on GitHub)Not mirrored: opens on GitHub43.3 KiB
references/REPORT_RENDERING.md(opens on GitHub)Not mirrored: opens on GitHub13.4 KiB
references/air-gap.md(opens on GitHub)Not mirrored: opens on GitHub3.1 KiB
references/baseline_spec.yaml(opens on GitHub)Not mirrored: opens on GitHub4.7 KiB
references/data-layout.md(opens on GitHub)Not mirrored: opens on GitHub11.2 KiB
references/deft_state.json(opens on GitHub)Not mirrored: opens on GitHub3.5 KiB
references/metric-contract.md(opens on GitHub)Not mirrored: opens on GitHub4.7 KiB
references/network-bootstrap.md(opens on GitHub)Not mirrored: opens on GitHub724 B
references/pipeline-and-state.md(opens on GitHub)Not mirrored: opens on GitHub21.0 KiB
references/preflight.md(opens on GitHub)Not mirrored: opens on GitHub20.0 KiB
references/prepare-for-inference.md(opens on GitHub)Not mirrored: opens on GitHub7.8 KiB
references/rca-artifact-manifest.json(opens on GitHub)Not mirrored: opens on GitHub1.7 KiB
references/scripts-and-agents.md(opens on GitHub)Not mirrored: opens on GitHub13.9 KiB
references/tao-analyze-gaps-visual-changenet.md(opens on GitHub)Not mirrored: opens on GitHub5.3 KiB
references/tao-generate-anomalies.md(opens on GitHub)Not mirrored: opens on GitHub20.3 KiB
references/tao-mine-aoi-images.md(opens on GitHub)Not mirrored: opens on GitHub15.5 KiB
references/tao-route-visual-changenet-samples.md(opens on GitHub)Not mirrored: opens on GitHub2.7 KiB
references/visual-changenet.md(opens on GitHub)Not mirrored: opens on GitHub16.2 KiB
scripts/align_token_usage.py(opens on GitHub)ScriptNot mirrored: opens on GitHub11.8 KiB
scripts/analyze_kpi.py(opens on GitHub)ScriptNot mirrored: opens on GitHub22.1 KiB
scripts/changenet_data_pair_prepare.py(opens on GitHub)ScriptNot mirrored: opens on GitHub8.6 KiB
scripts/commit_stage.py(opens on GitHub)ScriptNot mirrored: opens on GitHub31.7 KiB
scripts/deft_context.py(opens on GitHub)ScriptNot mirrored: opens on GitHub2.7 KiB
scripts/deft_exec.py(opens on GitHub)ScriptNot mirrored: opens on GitHub6.6 KiB
scripts/deft_python.sh(opens on GitHub)ScriptNot mirrored: opens on GitHub1.5 KiB
scripts/finalize_run.py(opens on GitHub)ScriptNot mirrored: opens on GitHub1.6 KiB
scripts/init_deft_state.py(opens on GitHub)ScriptNot mirrored: opens on GitHub23.4 KiB
scripts/metric_contract.py(opens on GitHub)ScriptNot mirrored: opens on GitHub12.5 KiB
scripts/prepare_card_mining.py(opens on GitHub)ScriptNot mirrored: opens on GitHub5.2 KiB
scripts/prepare_inference_spec.py(opens on GitHub)ScriptNot mirrored: opens on GitHub10.7 KiB
scripts/record_metric_result.py(opens on GitHub)ScriptNot mirrored: opens on GitHub5.3 KiB
scripts/render_report.py(opens on GitHub)ScriptNot mirrored: opens on GitHub36.8 KiB
scripts/resolve_mining_pool.py(opens on GitHub)ScriptNot mirrored: opens on GitHub5.0 KiB
scripts/resolve_versions_key.py(opens on GitHub)ScriptNot mirrored: opens on GitHub2.6 KiB
scripts/stage_backbone.py(opens on GitHub)ScriptNot mirrored: opens on GitHub10.6 KiB
scripts/validate_training_csv.py(opens on GitHub)ScriptNot mirrored: opens on GitHub12.4 KiB
skill-card.md(opens on GitHub)Not mirrored: opens on GitHub5.3 KiB
skill.oms.sig(opens on GitHub)Not mirrored: opens on GitHub17.4 KiB
tests/test_card_mining.py(opens on GitHub)ScriptNot mirrored: opens on GitHub6.7 KiB
tests/test_changenet_init_state_contract.py(opens on GitHub)ScriptNot mirrored: opens on GitHub2.4 KiB
tests/test_changenet_report_rendering.py(opens on GitHub)ScriptNot mirrored: opens on GitHub50.8 KiB
tests/test_preflight_cli_contracts.py(opens on GitHub)ScriptNot mirrored: opens on GitHub1.3 KiB
tests/test_runtime_hygiene.py(opens on GitHub)ScriptNot mirrored: opens on GitHub5.5 KiB

Requirements and compatibility

Works with: Claude Code, Claude apps, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Goose, Amp, Roo Code, JetBrains Junie, Factory Droid, Devin (ex-Windsurf), Mistral Vibe, OpenHands, Letta

“Works with” means the tool reads the open Agent Skills format; a skill written for one tool may use features others lack.

Needs: Declares allowed tools, Needs Python

The author says: Requires docker + nvidia-container-toolkit. Workflows declare additional requirements.