> ## 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.

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

> Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime.

# `miles-rl-training`

> Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4, needing train-inference alignment, or requiring speculative RL for maximum throughput.

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

## Install

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

## When to use it

Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4, needing train-inference alignment, or requiring speculative RL for maximum throughput.

## Full playbook

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


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