cosmos-automl SKILL.md skillA

cosmos-automl from nvidia/cosmos-framework is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add nvidia/cosmos-framework/cosmos-automl@git:20261024.bf492fe

Pins git:20261024.bf492fe in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
nvidia/cosmos-framework
Path
.agents/skills/cosmos-automl/SKILL.md
Versions recorded
2
Latest version
git:20261024.bf492fe, committed Oct 24, 2026
First version recorded
Oct 17, 2026
Size
14,060 bytes
Repository stars
589
License
a license file GitHub does not identify

Optimize Cosmos Framework reasoner SFT hyperparameters or evaluation prompts with bounded AutoML. Use for numerical, multi-fidelity, population or LLM-guided search, GEPA Auto-Prompter, and monitoring or resuming those experiments.

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

# Cosmos Framework AutoML

Read [docs/automl.md](../../../docs/automl.md) before planning a search. It owns
the installation prerequisites, manifest contract, result semantics
and current limits. Use the native `cosmos-automl` CLI; do not call a TAO runner
or introduce model/runtime selection. Install the optional engine from the
`packages/automl-core` subdirectory of `NVIDIA-TAO/tao-automl`; no TAO application,
SDK, persistent source checkout, or publicly published wheel is required.

Before a new installation, ask: **"Use AutoML core from `tao-automl/main`, or
do you want a development branch from that repository? If so, which branch?"**
Use `main` unless the user selects another branch; if they already supplied a
branch, confirm that selection without asking again. Follow the
[source-install instructions](../../../docs/automl.md#installation-from-source),
including the named-branch override. Do not substitute a development branch
when the selected source is unavailable. Record the resolved commit, installed
package version and `engine_build`; a branch name alone is not a build identity.
For an existing run, inspect and preserve its original environment/build instead
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add nvidia/cosmos-framework/cosmos-automl@sha256:ca734fad752fcddb

The line at the top of this page pins the label git:20261024.bf492fe, 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_vbub6ex23r7434cl.svg)](https://markdownregistry.com/a/art_vbub6ex23r7434cl)

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

Versions

The registry has recorded 2 versions of this file, between Oct 17, 2026 and Oct 24, 2026, about one every 7 days.

versioncommittedcommitsizeaudit
git:20261024.bf492fe latest2026-10-24 bf492fe 14,060 BA view · diff
git:20261017.705caf92026-10-17 705caf9 11,214 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 (14060 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/cosmos-framework · 589 stars · license a license file GitHub does not identify · pushed 2026-10-31 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_vbub6ex23r7434cl
GET https://markdownregistry.com/api/v1/resolve?ref=nvidia/cosmos-framework/cosmos-automl
GET https://markdownregistry.com/api/v1/blob/ca734fad752fcddbd35daaf9565bbd50b341a36ee1f8b9b3af8bbca2c7cec05e

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.

More from nvidia/cosmos-framework

cosmos3-nim-user SKILL.md skill
nvidia/cosmos-framework · .agents/skills/cookbooks/cosmos3/nim/.agents/skills/cosmos3-nim-user/SKILL.md · Guide customers through Cosmos3 NIM deployment, endpoint verification, API example selection, hardware compatibility…
git:20261021.9a70e64 · audit A · 589 stars
AGENTS.md@.agents/skills/cookbooks/cosmos3/nim AGENTS.md file
nvidia/cosmos-framework · .agents/skills/cookbooks/cosmos3/nim/AGENTS.md
git:20261021.9a70e64 · audit A · 589 stars
scenario-to-rds-hq SKILL.md skill
nvidia/cosmos-framework · .agents/skills/cookbooks/cosmos3/simulation/auto/wsm/skills/scenario-to-rds-hq/SKILL.md · Convert a driving scenario or dataset in an unfamiliar format into RDS-HQ for WSM4 rendering, with final Hyperion…
git:20261021.7e918d7 · audit A · 589 stars
cosmos-framework-docs SKILL.md skill
nvidia/cosmos-framework · .agents/skills/cosmos-framework-docs/SKILL.md · Edit the Cosmos-Framework documentation and its MkDocs site. Use when asked to fix, update, add, move or remove a docs…
git:20261021.7e918d7 · audit B · 589 stars
cosmos3-codebase-nav SKILL.md skill
nvidia/cosmos-framework · .agents/skills/cosmos3-codebase-nav/SKILL.md · Navigate the Cosmos3 package codebase to find where parameters, configs, defaults, scripts, and documentation live. Use…
git:20260728.dcb3761 · audit A · 589 stars
cosmos3-env-troubleshoot SKILL.md skill
nvidia/cosmos-framework · .agents/skills/cosmos3-env-troubleshoot/SKILL.md · Diagnose and fix Cosmos3 environment, installation, and runtime errors. Use when the user encounters an ImportError…
git:20261021.7e918d7 · audit B · 589 stars
cosmos3-generate-media SKILL.md skill
nvidia/cosmos-framework · .agents/skills/cosmos3-generate-media/SKILL.md · Generate images, videos, and audio-synchronized videos with the Cosmos3 audiovisual generator models (Edge / Nano /…
git:20261030.86e1ee5 · audit C · 589 stars
cosmos3-inference SKILL.md skill
nvidia/cosmos-framework · .agents/skills/cosmos3-inference/SKILL.md · Guide users through running Cosmos3 inference — offline batch generation, online serving with Ray and Gradio…
git:20260601.1bd5fdc · audit A · 589 stars
cosmos3-nano-sim-auto-inference SKILL.md skill
nvidia/cosmos-framework · .agents/skills/cosmos3-nano-sim-auto/inference/SKILL.md · Prepare inputs or run Cosmos3-Nano-Sim-Auto camera-only or joint camera/LiDAR generation with a released or exported…
git:20261021.a2a7409 · audit A · 589 stars
cosmos3-nano-sim-auto-post-training SKILL.md skill
nvidia/cosmos-framework · .agents/skills/cosmos3-nano-sim-auto/post-training/SKILL.md · Distill Cosmos3-Nano-Transfer-Auto into Cosmos3-Nano-Sim-Auto using customer RGB, WSM, captions and LiDAR in Cosmos…
git:20261021.a2a7409 · audit A · 589 stars
cosmos3-nano-sim-auto-troubleshooting SKILL.md skill
nvidia/cosmos-framework · .agents/skills/cosmos3-nano-sim-auto/troubleshooting/SKILL.md · Diagnose Cosmos3-Nano-Sim-Auto input, causal inference, distillation, checkpoint and export failures in Cosmos…
git:20261021.7e918d7 · audit A · 589 stars
cosmos3-nano-sim-bimanual-inference SKILL.md skill
nvidia/cosmos-framework · .agents/skills/cosmos3-nano-sim-bimanual/inference/SKILL.md · Generate action-conditioned video with Cosmos3 Nano Sim Bimanual in Cosmos Framework. Download the matched release…
git:20261021.7e918d7 · audit A · 589 stars

Every file in nvidia/cosmos-framework

Browse by kind, by grade A, or by owner.