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Launch NeMo-RL recipes on Kubernetes v1.0.0

Use this resource to launch, monitor and debug a NeMo-RL training run on a Kubernetes cluster with nrl-k8s

New

  • 459 downloads
  • 249 likes
  • 250 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install nemo-rl-kubernetes-launch

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent chooses between ephemeral mode (Ray job) and long-lived mode (RayCluster), launches the recipe with its infrastructure file and iterates on the configuration without touching the shared filesystem. It checks the state of the shared cluster before each action.

Mostly picked by

Updated November 2, 2026

Card for the “Launch NeMo-RL recipes on Kubernetes” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
Apache-2.0

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What you get

  • SKILL.md : modes, procedures and debugging
  • evals/evals.json : evaluation cases for the skill

Good fit for

  • You want to test a NeMo-RL recipe without keeping a cluster running
  • A training job stays stuck on Kubernetes

Not for

    Tags

    • nemo-rl
    • kubernetes
    • ray
    • training
    • nrl-k8s

    About

    You say

    “Launch this NeMo-RL recipe in ephemeral mode on my cluster.”

    Card for the “Launch NeMo-RL recipes on Kubernetes” skill

    Skill published by nvidia under the Apache-2.0 license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to launch, monitor and debug a NeMo-RL training run on a Kubernetes cluster with nrl-k8s
    3. Review and adjust the result

    Content preview

    Files

    • BENCHMARK.md4.1 KB
    • evals/evals.json2.7 KB
    • LICENSE11.3 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • skill-card.md3.7 KB
    • SKILL.md17.7 KB
    • skill.oms.sig4.5 KB

    Origin and licence

    Listed unmodified

    Author
    nvidia
    Source
    github.com/nvidia/skills/tree/ca116d60beafe1b4459f0ab790b7b450912c56b0/skills/launch-nemo-rl
    Licence
    Apache-2.0

    Notice

    « launch-nemo-rl » (nvidia, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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