Tao Run Deft Aoi Cosmos3

NVIDIAOfficialCreated by NVIDIA Corporation

Skill
Workflow
Data and AI
Link-only
Medium risk
Has scripts

From the author

Run the disk-backed DEFT AOI improvement loop for NVIDIA Cosmos Reason 3 / Cosmos3 models, using Nano by default and Edge or Super when explicitly requested: evaluate the base model on Proxy and frozen Benchmark splits, mine real image pairs from Proxy gaps, generate AnomalyGen synthetic NG pairs, assemble a per-iteration Train JSON from both producers, train with Cosmos Framework LoRA SFT, and repeat through the selected platform's submit/status/logs/cancel contract. This migration supports bare labels only: the assistant response must be exactly OK or NG. Use for "run Cosmos3 DEFT AOI", "CR3 AOI loop", or "improve Cosmos3 PCB inspection with bare OK/NG"; do not use for rich/reasoning annotation, one-off Cosmos training, or generic anomaly generation.

— 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-cosmos3

Documentation by NVIDIA Corporation

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

Files

BENCHMARK.md(opens on GitHub)Not mirrored: opens on GitHub7.6 KiB
SKILL.md(opens on GitHub)Not mirrored: opens on GitHub19.4 KiB
agents/reporter.md(opens on GitHub)Not mirrored: opens on GitHub781 B
config/skillspector-baseline.yaml(opens on GitHub)Not mirrored: opens on GitHub5.1 KiB
eval.config(opens on GitHub)Not mirrored: opens on GitHub20.7 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 GitHub14.1 KiB
references/RCCA_REPORT_TEMPLATE.md(opens on GitHub)Not mirrored: opens on GitHub1.1 KiB
references/REPORT_RENDERING.md(opens on GitHub)Not mirrored: opens on GitHub5.5 KiB
references/air-gap.md(opens on GitHub)Not mirrored: opens on GitHub3.0 KiB
references/aoi-annotation.md(opens on GitHub)Not mirrored: opens on GitHub5.3 KiB
references/cosmos-reason.md(opens on GitHub)Not mirrored: opens on GitHub8.6 KiB
references/cosmos_framework_sft_full.toml(opens on GitHub)Not mirrored: opens on GitHub2.0 KiB
references/cosmos_framework_sft_smoke.toml(opens on GitHub)Not mirrored: opens on GitHub1.9 KiB
references/data-layout.md(opens on GitHub)Not mirrored: opens on GitHub7.4 KiB
references/deft_state.json(opens on GitHub)Not mirrored: opens on GitHub4.3 KiB
references/gap-analysis.md(opens on GitHub)Not mirrored: opens on GitHub2.5 KiB
references/metric-contract.md(opens on GitHub)Not mirrored: opens on GitHub1.1 KiB
references/network-bootstrap.md(opens on GitHub)Not mirrored: opens on GitHub625 B
references/pipeline-and-state.md(opens on GitHub)Not mirrored: opens on GitHub9.6 KiB
references/preflight.md(opens on GitHub)Not mirrored: opens on GitHub20.8 KiB
references/rcca-artifact-manifest.json(opens on GitHub)Not mirrored: opens on GitHub1.1 KiB
references/scripts-and-agents.md(opens on GitHub)Not mirrored: opens on GitHub5.8 KiB
references/tao-generate-anomalies.md(opens on GitHub)Not mirrored: opens on GitHub12.3 KiB
references/tao-mine-aoi-images.md(opens on GitHub)Not mirrored: opens on GitHub4.5 KiB
scripts/align_token_usage.py(opens on GitHub)ScriptNot mirrored: opens on GitHub11.8 KiB
scripts/analyze_gaps.py(opens on GitHub)ScriptNot mirrored: opens on GitHub10.6 KiB
scripts/assemble_training_json.py(opens on GitHub)ScriptNot mirrored: opens on GitHub6.3 KiB
scripts/cfw_cr3_aoi_adapter.py(opens on GitHub)ScriptNot mirrored: opens on GitHub6.4 KiB
scripts/check_annotations.py(opens on GitHub)ScriptNot mirrored: opens on GitHub6.7 KiB
scripts/commit_stage.py(opens on GitHub)ScriptNot mirrored: opens on GitHub31.4 KiB
scripts/deft_context.py(opens on GitHub)ScriptNot mirrored: opens on GitHub2.8 KiB
scripts/deft_exec.py(opens on GitHub)ScriptNot mirrored: opens on GitHub6.5 KiB
scripts/deft_python.sh(opens on GitHub)ScriptNot mirrored: opens on GitHub1.6 KiB
scripts/emit_mined_sharegpt.py(opens on GitHub)ScriptNot mirrored: opens on GitHub7.4 KiB
scripts/emit_sdg_sharegpt.py(opens on GitHub)ScriptNot mirrored: opens on GitHub10.9 KiB
scripts/filter_mined_by_cosine.py(opens on GitHub)ScriptNot mirrored: opens on GitHub10.2 KiB
scripts/finalize_run.py(opens on GitHub)ScriptNot mirrored: opens on GitHub1.4 KiB
scripts/init_deft_state.py(opens on GitHub)ScriptNot mirrored: opens on GitHub23.5 KiB
scripts/metric_contract.py(opens on GitHub)ScriptNot mirrored: opens on GitHub9.1 KiB
scripts/record_metric_result.py(opens on GitHub)ScriptNot mirrored: opens on GitHub5.9 KiB
scripts/render_cfw_evaluate.py(opens on GitHub)ScriptNot mirrored: opens on GitHub7.0 KiB
scripts/render_cfw_sft.py(opens on GitHub)ScriptNot mirrored: opens on GitHub10.5 KiB
scripts/render_report.py(opens on GitHub)ScriptNot mirrored: opens on GitHub36.0 KiB
scripts/submit_cfw_evaluate.py(opens on GitHub)ScriptNot mirrored: opens on GitHub11.9 KiB
scripts/submit_cfw_inference.py(opens on GitHub)ScriptNot mirrored: opens on GitHub8.5 KiB
scripts/submit_cfw_train.py(opens on GitHub)ScriptNot mirrored: opens on GitHub14.6 KiB
scripts/validate_sharegpt.py(opens on GitHub)ScriptNot mirrored: opens on GitHub7.2 KiB
scripts/validate_split_contract.py(opens on GitHub)ScriptNot mirrored: opens on GitHub11.3 KiB
skill-card.md(opens on GitHub)Not mirrored: opens on GitHub5.6 KiB
skill.oms.sig(opens on GitHub)Not mirrored: opens on GitHub17.8 KiB
tests/test_cfw_train_backend.py(opens on GitHub)ScriptNot mirrored: opens on GitHub12.9 KiB
tests/test_checkpoint_conversion_cli_contracts.py(opens on GitHub)ScriptNot mirrored: opens on GitHub3.2 KiB
tests/test_cosmos3_bare.py(opens on GitHub)ScriptNot mirrored: opens on GitHub67.0 KiB
tests/test_cosmos3_init_state_contract.py(opens on GitHub)ScriptNot mirrored: opens on GitHub7.2 KiB
tests/test_cosmos3_rcca_report_contract.py(opens on GitHub)ScriptNot mirrored: opens on GitHub6.0 KiB
tests/test_cosmos3_report_rendering.py(opens on GitHub)ScriptNot mirrored: opens on GitHub20.6 KiB
tests/test_documentation_contracts.py(opens on GitHub)ScriptNot mirrored: opens on GitHub11.7 KiB
tests/test_execbit_packaging.py(opens on GitHub)ScriptNot mirrored: opens on GitHub12.0 KiB
tests/test_sdg_path_compat.py(opens on GitHub)ScriptNot mirrored: opens on GitHub8.4 KiB
tests/test_validator_truthfulness.py(opens on GitHub)ScriptNot mirrored: opens on GitHub8.4 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 the companion TAO skill-bank skills from `eval.config`, host Python with `pyarrow`, `yaml`, and either Python 3.11+ `tomllib` or Python 3.10 with the `tomli` fallback used by the shared `cosmos_workflow.py` planner, the selected platform's native CLI, and PR 230 model helper `--backend`.