ClaudSkills / Science & Research / science-misc

torchforge-rl-training

Q: What is a Claude Code skill and how does the torchforge-rl-training skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. torchforge-rl-training is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Science & Research · Sub-category: science-misc · Last updated: 2026-05-31

ai:agent

Provides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms. Use when you want clean RL abstractions, easy algorithm — from meta-pytorch/torchforge

About this skill (catalog notes)

torchforge-rl-training includes a dedicated installation section; 22 code blocks for direct copy-paste. The SKILL.md runs to about 1,095 words, in the catalog's typical mid-range.

License: MIT
Original author: Orchestra Research
Indexed lastmod: 2026-05-31
Catalog position: Science & Research · science-misc
Indexed related skills: 10

How torchforge-rl-training fits the catalog

torchforge-rl-training sits in the Science & Research category under the science-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

torchforge is Meta's PyTorch-native RL library that separates infrastructure concerns from algorithm concerns. It enables rapid RL research by letting you focus on algorithms while handling distributed training, inference, and weight sync automatically.

What this skill does

torchforge-rl-training is a community-contributed Claude Code skill in the science-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/torchforge/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The torchforge-rl-training Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 116,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/torchforge
curl -L https://claudskills.com/skills/torchforge/SKILL.md \
  -o ~/.claude/skills/torchforge/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/torchforge/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/torchforge/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\torchforge\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

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Pro

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See pricing → Download desktop app

Frequently asked questions

How do I install the torchforge-rl-training Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/torchforge/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the torchforge-rl-training skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the torchforge-rl-training skill?

Use torchforge-rl-training when your Claude Code task falls under the Science & Research category — specifically in the science misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use torchforge-rl-training" or describe the task and let Claude pick). Browse related skills at /category/science/.

What is a Claude Code skill and how does the torchforge-rl-training skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. torchforge-rl-training is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/meta-pytorch/torchforge
License: MIT
Author: Orchestra Research

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

Orchestra Research. (2026). torchforge-rl-training [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/torchforge/

BibTeX

@misc{torchforge-2026,
  author    = {Orchestra Research},
  title     = {torchforge-rl-training [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/torchforge/}
}

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