tao-run-dinov3-ssl-deft SKILL.md skillA
tao-run-dinov3-ssl-deft 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-dinov3-ssl-deft@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-dinov3-ssl-deft/SKILL.md- Versions recorded
- 5
- Latest version
- v0.1.0, committed Oct 13, 2026
- First version recorded
- Sep 22, 2026
- Size
- 7,508 bytes
- Repository stars
- 95
- License
- Apache-2.0
Run iterative DINOv3 SSL DEFT data selection and retraining from an unlabeled pool, using GRIT or multi-task weakness and fixed-encoder retrieval. Use for active-learning-style DINOv3 mining, not plain pretraining/fine-tuning (tao-train-dinov3) or AOI/PAS DEFT.
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
# DINOv3 SSL DEFT The DS-packaged Python controller owns the loop and durable state. This skill prepares and approves its inputs; it does not implement orchestration. ## Instructions 1. Resolve the DINOv3 model using the model resolver. Choose `grit-score` for unlabeled target ranking; its scorer is built in. Offer `multi-task-round-robin` only when the user already has a score adapter that meets the [task scoring contract](references/adapter-contracts.md#task-scoring): DS ships no multi-task scorer, and `validate` rejects the recipe's placeholder. Read [architecture.md](references/architecture.md) for the scientific meaning, task weighting, and stopping policy. 2. Read [tao-container-integration.md](references/tao-container-integration.md). Check release readiness before offering a launch: the resolved `images.tao_toolkit.data_services` image must be a release build whose installed packages contain the reviewed DEFT modules and pass packaged validation. An older DS build is not sufficient. The placeholder rejection (step 1), the cohort checks and the canceled-run exit code 143 need a DS …
Read the whole file at its exact version.
How to install
mdr add nvidia-tao/tao-skill-bank/tao-run-dinov3-ssl-deft@sha256:ad4647326e7a2e14The 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_5w27jujzkanrqf2m)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Sep 22, 2026 and Oct 13, 2026, about one every 5 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.1.0 latest | 2026-10-13 | ddd1ab3 | 7,508 B | A | view · diff |
| v0.1.0 | 2026-10-10 | 6e02278 | 5,997 B | A | view · diff |
| v0.1.0 | 2026-10-06 | 7795d8a | 5,530 B | A | view · diff |
| v0.1.0 | 2026-10-01 | 0e4995a | 5,351 B | A | view · diff |
| v0.1.0 | 2026-09-22 | 75b4f9f | 5,012 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 (7508 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_5w27jujzkanrqf2m GET https://markdownregistry.com/api/v1/resolve?ref=nvidia-tao/tao-skill-bank/tao-run-dinov3-ssl-deft GET https://markdownregistry.com/api/v1/blob/ad4647326e7a2e14cf40b21662bc0542c8e7a0441444b3b44876bf42a76870fc
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.