tao-run-deft-od-aoi SKILL.md skillA
tao-run-deft-od-aoi from nvidia-tao/tao-skill-bank is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nvidia-tao/tao-skill-bank/tao-run-deft-od-aoi@v0.1.0Pins v0.1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nvidia-tao/tao-skill-bank
- Path
skills/applications/tao-run-deft-od-aoi/SKILL.md- Versions recorded
- 11
- Latest version
- v0.1.0, committed Oct 12, 2026
- First version recorded
- Sep 16, 2026
- Size
- 17,912 bytes
- Repository stars
- 95
- License
- Apache-2.0
Run a binary industrial-inspection DEFT loop with TAO RT-DETR: measure on frozen KPI/test roles, mine gap-similar real and clean images with SigLIP, accumulate admitted COCO data, retrain from one base checkpoint, and select by KPI AP50. Use for iterative AOI defect detection, not generic multiclass OD.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# TAO DEFT OD AOI > **Standalone install?** If this session was not initialized by the TAO skill bank plugin, run the `tao-setup` skill first (host preflight, credentials, cross-skill discovery). This application is a disk-backed RT-DETR loop for one foreground class, `defect`. Its core is real-data-only; AnomalyGenNext synthesis is an optional route with separate preparation, generation, and admission gates. ## References Read only the references needed for the current stage: - intake and launch: `references/defaults.md`, `references/data-contract.md`, `references/source-manifest.md`, and `references/preflight.md`; - orchestration: `references/pipeline.md` and `references/scripts-and-agents.md`; - gaps and retrieval: `references/gap-routing.md` and `references/tao-analyze-gaps-od-map.md`; - training and selection: `references/training-policy.md`; - optional synthesis: `references/anomalygen-pool.md`. ## Start Select an installed platform, read its skill, then invoke `tao-launch-workflow`. The single launch review must include the four normalized COCO roles, trainable RT-DETR base checkpoint, maximum iterations, image and …
Read the whole file at its exact version.
How to install
mdr add nvidia-tao/tao-skill-bank/tao-run-deft-od-aoi@sha256:b24a19b5ee803180The line at the top of this page pins the label v0.1.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_wnl74isgo6fhkb7d)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 11 versions of this file, between Sep 16, 2026 and Oct 12, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.1.0 latest | 2026-10-12 | f31dbaa | 17,912 B | A | view · diff |
| v0.1.0 | 2026-10-08 | e64887a | 17,799 B | A | view · diff |
| v0.1.0 | 2026-10-06 | 6d5a8a4 | 17,430 B | A | view · diff |
| v0.1.0 | 2026-10-06 | 9d41225 | 16,822 B | A | view · diff |
| v0.1.0 | 2026-10-06 | a5e9072 | 16,227 B | A | view · diff |
| v0.1.0 | 2026-10-06 | bafcca8 | 15,297 B | A | view · diff |
| v0.1.0 | 2026-10-03 | ae97000 | 12,528 B | A | view · diff |
| v0.1.0 | 2026-09-19 | 8bfb5d4 | 11,585 B | A | view · diff |
| v0.1.0 | 2026-09-17 | b30a68b | 10,823 B | A | view · diff |
| v0.1.0 | 2026-09-17 | a1a60a2 | 10,752 B | A | view · diff |
| v0.1.0 | 2026-09-16 | e803b9b | 9,938 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (17912 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
nvidia-tao/tao-skill-bank · 95 stars · license Apache-2.0 · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_wnl74isgo6fhkb7d GET https://markdownregistry.com/api/v1/resolve?ref=nvidia-tao/tao-skill-bank/tao-run-deft-od-aoi GET https://markdownregistry.com/api/v1/blob/b24a19b5ee803180546949b3beafa0c9b7960c08946a20bb0f09db329d27bd7e
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.