tao-run-deft-pas SKILL.md skillA

tao-run-deft-pas from nvidia-tao/tao-skill-bank is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add nvidia-tao/tao-skill-bank/tao-run-deft-pas@v0.4.1

Pins v0.4.1 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-pas/SKILL.md
Versions recorded
7
Latest version
v0.4.1, committed Oct 13, 2026
First version recorded
Aug 28, 2026
Size
19,752 bytes
Repository stars
95
License
Apache-2.0

Run iterative improvement for NVIDIA TAO CLIP / SigLIP image-text retrieval on attribute-labelled data. Use when a request combines retrieval evaluation, weak-attribute or caption-pair mining, repeated retraining, and a stopping condition based on a retrieval KPI, validation plateau, or iteration budget; the customer need not know the DEFT or People Attribute Search (PAS) names. The self-contained workflow performs dataset preparation, zero-shot evaluation, attribute gap analysis…

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

# PAS DEFT Workflow

> **Standalone install?** If this session was not initialized by the TAO skill
> bank plugin, run the `tao-setup` skill first for host preflight, credential
> checks, and cross-skill discovery.

Run the canonical PAS flow as one resumable, disk-backed workflow. All PAS
workflow logic, templates, and host adapters ship with this skill; customers do
not need a separate source checkout. The bundled scripts make stage calls
deterministic without adding another orchestration layer.

This skill supports every packaged TAO execution platform: Docker, SLURM,
Kubernetes, Brev, and virtualenv. The workflow produces a platform-neutral,
schema-validated action bundle; the selected platform skill owns native
`submit`/`status`/`logs`/`cancel` and the job-record.
Virtualenv execution uses separate immutable `pyt` and `ds` runtime profiles;
the workspace control `.venv` is not an execution runtime.

## Entry Contract

The archive-location boundary is active as soon as the user supplies a data
root, archive root, or archive file path. The first and only operation allowed
to enumerate or inspect that location's contents is the packaged
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add nvidia-tao/tao-skill-bank/tao-run-deft-pas@sha256:02c9f552f5a9d23f

The line at the top of this page pins the label v0.4.1, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_67r4xokc3mfygdkm.svg)](https://markdownregistry.com/a/art_67r4xokc3mfygdkm)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 7 versions of this file, between Aug 28, 2026 and Oct 13, 2026, about one every 8 days.

versioncommittedcommitsizeaudit
v0.4.1 latest2026-10-13 ae7f044 19,752 BA view · diff
v0.4.02026-10-09 b5b3c8a 18,760 BA view · diff
v0.4.02026-10-09 ae889ca 18,126 BA view · diff
v0.4.02026-10-08 f4fafd8 17,818 BA view · diff
v0.4.02026-09-29 cd1a030 17,742 BA view · diff
v0.4.02026-08-28 b99df7e 16,887 BA view · diff
v0.4.02026-08-28 0ea1223 15,984 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (19752 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

GitHub

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_67r4xokc3mfygdkm
GET https://markdownregistry.com/api/v1/resolve?ref=nvidia-tao/tao-skill-bank/tao-run-deft-pas
GET https://markdownregistry.com/api/v1/blob/02c9f552f5a9d23f5d229fb39c1732328a56772342f75068f0add2267c887346

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.

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