> ## Documentation Index
> Fetch the complete documentation index at: https://docs.kalarislabs.com/llms.txt
> Use this file to discover all available pages before exploring further.

# torchforge-rl-training — AI agent skill for ml training

> Provides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms.

# `torchforge-rl-training`

> 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 experimentation, or scalable training with Monarch and TorchTitan.

**Category:** [ml-training](/research-agent-skills/skills#ml-training) · **License:** MIT · **Version:** 1.0.0

## Install

```bash theme={null}
npx research-agent-skills install torchforge-rl-training
npx skills add KalarisLabs/research-agent-skills --skill torchforge-rl-training
```

## When to use it

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 experimentation, or scalable training with Monarch and TorchTitan.

## Full playbook

Read [SKILL.md](https://github.com/KalarisLabs/research-agent-skills/blob/main/skills/torchforge-rl-training/SKILL.md) for the complete workflow, references and any scripts. The agent installer copies the full skill folder.


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