> Markdown version of [/videos/100424-managing-gpus-by-just-asking-infrastructure-in-the-age-of-mcp?t=1](https://www.wearedevelopers.com/videos/100424-managing-gpus-by-just-asking-infrastructure-in-the-age-of-mcp?t=1). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md).

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# Managing GPUs by Just Asking, Infrastructure in the Age of MCP

Ditch repetitive YAML and start talking to your infrastructure. Learn how the Model Context Protocol lets you provision cloud GPUs using only natural language.

- **Speakers:** [Jessica Garson Beauchemin](https://www.wearedevelopers.com/@jessica-garson-beauchemin)
- **Event:** World Congress 2026 North America
- **Published:** September 25, 2026
- **Duration:** 23:55
- **URL:** https://www.wearedevelopers.com/videos/100424-managing-gpus-by-just-asking-infrastructure-in-the-age-of-mcp

## Access

Playback and chapters for this video are available with a Free account.

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- [Transitioning from click-ops to infrastructure as code](https://www.wearedevelopers.com/videos/100368-building-the-production-cage-for-powerful-agents) (from "Building the Production Cage for Powerful Agents")
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