Individual skill
tao-run-deft-aoi-cosmos3
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.
skills/tao-run-deft-aoi-cosmos3/SKILL.md
Source commit fce3cca4170be75e82c64920654d56ee2811b005
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- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 9, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 3,909
- Repository last updated
- Nov 6, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agent-skills Repository topic
- agentic-ai Repository topic
- ai-agents Repository topic
- claude-code Repository topic
- codex Repository topic
- coding-agents Repository topic
- cuda Repository topic
- developer-tools Repository topic
- llm Repository topic
- omniverse Repository topic
- application Declared skill tag
- workflow Declared skill tag
- deft Declared skill tag
- aoi Declared skill tag
- cosmos Declared skill tag
- operations Derived category
- legal Derived category
Files and excerpt
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Browse files
BENCHMARK.mddoc · 7,776 bytesSKILL.mdcore · 19,836 bytesSKILL.mdcore · 19,836 bytesSKILL.mdcore · 19,836 bytesSKILL.mdcore · 19,836 bytesSKILL.mdcore · 19,836 bytesSKILL.mdcore · 19,836 bytesSKILL.mdcore · 19,836 bytesSKILL.mdcore · 19,836 bytesagents/reporter.mddoc · 781 bytesconfig/skillspector-baseline.yamlasset · 5,243 byteseval.configasset · 21,213 bytesevals/evals.jsonasset · 3,298 bytesreferences/DEFT_Loop_Report.htmlasset · 14,393 bytesreferences/RCCA_REPORT_TEMPLATE.mddoc · 1,155 bytesreferences/REPORT_RENDERING.mddoc · 5,623 bytesreferences/air-gap.mddoc · 3,073 bytesreferences/aoi-annotation.mddoc · 5,475 bytesreferences/cosmos-reason.mddoc · 8,842 bytesreferences/cosmos_framework_sft_full.tomlasset · 2,024 bytesreferences/cosmos_framework_sft_smoke.tomlasset · 1,993 bytesreferences/data-layout.mddoc · 7,536 bytesreferences/deft_state.jsonasset · 4,371 bytesreferences/gap-analysis.mddoc · 2,553 bytesreferences/metric-contract.mddoc · 1,123 bytesreferences/network-bootstrap.mddoc · 625 bytesreferences/pipeline-and-state.mddoc · 9,878 bytesreferences/preflight.mddoc · 21,333 bytesreferences/rcca-artifact-manifest.jsonasset · 1,082 bytesreferences/scripts-and-agents.mddoc · 5,988 bytesreferences/tao-generate-anomalies.mddoc · 12,593 bytesreferences/tao-mine-aoi-images.mddoc · 4,600 bytesscripts/align_token_usage.pyruns · 12,054 bytesscripts/analyze_gaps.pyruns · 10,807 bytesscripts/assemble_training_json.pyruns · 6,430 bytesscripts/cfw_cr3_aoi_adapter.pyruns · 6,513 bytesscripts/check_annotations.pyruns · 6,845 bytesscripts/commit_stage.pyruns · 32,148 bytesscripts/deft_context.pyruns · 2,905 bytesscripts/deft_exec.pyruns · 6,608 bytesscripts/deft_python.shruns · 1,639 bytesscripts/emit_mined_sharegpt.pyruns · 7,616 bytesscripts/emit_sdg_sharegpt.pyruns · 11,166 bytesscripts/filter_mined_by_cosine.pyruns · 10,445 bytesscripts/finalize_run.pyruns · 1,477 bytesscripts/init_deft_state.pyruns · 24,078 bytesscripts/metric_contract.pyruns · 9,359 bytesscripts/record_metric_result.pyruns · 6,043 bytesscripts/render_cfw_evaluate.pyruns · 7,216 bytesscripts/render_cfw_sft.pyruns · 10,748 bytesscripts/render_report.pyruns · 36,911 bytesscripts/submit_cfw_evaluate.pyruns · 12,147 bytesscripts/submit_cfw_inference.pyruns · 8,659 bytesscripts/submit_cfw_train.pyruns · 14,922 bytesscripts/validate_sharegpt.pyruns · 7,384 bytesscripts/validate_split_contract.pyruns · 11,560 bytesskill-card.mddoc · 5,759 bytesskill.oms.sigasset · 18,241 bytestests/test_cfw_train_backend.pyruns · 13,188 bytestests/test_checkpoint_conversion_cli_contracts.pyruns · 3,278 bytestests/test_cosmos3_bare.pyruns · 68,640 bytestests/test_cosmos3_init_state_contract.pyruns · 7,401 bytestests/test_cosmos3_rcca_report_contract.pyruns · 6,169 bytestests/test_cosmos3_report_rendering.pyruns · 21,071 bytestests/test_documentation_contracts.pyruns · 11,941 bytestests/test_execbit_packaging.pyruns · 12,286 bytestests/test_sdg_path_compat.pyruns · 8,625 bytestests/test_validator_truthfulness.pyruns · 8,579 bytes
Read excerpt
# tao-run-deft-aoi-cosmos3
## Installation
Install this application as part of the full TAO skill-bank root, not as only
the companion skill folders: a usable install places `skills/`, `scripts/`,
`templates/`, and `versions.yaml` under the same `TAO_SKILL_BANK_PATH`. Any
install that ships only the skill folders, for example an agent plugin or
skills-only install, must also provide the bank-level scripts, templates, and
`versions.yaml` and point `TAO_SKILL_BANK_PATH` at their common root before
running `scripts/resolve_tao_model.py`. Run bundled validation with the skill
Python so dependencies match runtime: `PYTHON=$(bash scripts/deft_python.sh); "$PYTHON"
-m unittest tests.test_cosmos3_bare`. Resolve network mode first. Missing
air-gap imports are a hard stop; network-enabled setup lives only in