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

# skypilot-multi-cloud-orchestration — AI agent skill for ml inference and ops

> Multi-cloud orchestration for ML workloads with automatic cost optimization.

# `skypilot-multi-cloud-orchestration`

> Multi-cloud orchestration for ML workloads with automatic cost optimization. Use when you need to run training or batch jobs across multiple clouds, leverage spot instances with auto-recovery, or optimize GPU costs across providers.

**Category:** [ml-inference-and-ops](/skills#ml-inference-and-ops) · **License:** MIT · **Version:** 1.0.0

## Install

```bash theme={null}
npx research-agent-skills install skypilot-multi-cloud-orchestration
npx skills add KalarisLabs/research-agent-skills --skill skypilot-multi-cloud-orchestration
```

## When to use it

Multi-cloud orchestration for ML workloads with automatic cost optimization. Use when you need to run training or batch jobs across multiple clouds, leverage spot instances with auto-recovery, or optimize GPU costs across providers.

## Full playbook

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