> Markdown version of [/videos/100424-managing-gpus-by-just-asking-infrastructure-in-the-age-of-mcp?t=1181](https://www.wearedevelopers.com/videos/100424-managing-gpus-by-just-asking-infrastructure-in-the-age-of-mcp?t=1181). 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). --- # 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 - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/7545c01f963a007f3b7afb7baf0c5f5d/thumbnails/thumbnail.jpg?time=86221ms ## Access Playback and chapters for this video are available with a Free account. ## Related Moments - [Core concepts and advantages of the Model Context Protocol](https://www.wearedevelopers.com/videos/100305-api-mcp-or-mcp-app-choosing-the-right-surface-for-ai-agents) (from "API, MCP or MCP App? Choosing the right surface for AI agents") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/ac896e8d6e6c4a60793b5fd352249fe2/thumbnails/thumbnail.jpg?time=36800ms - [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") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/1d728ba41211fcb303835f30f9b1951f/thumbnails/thumbnail.jpg?time=387842ms - [The hidden infrastructure costs of building production AI agents](https://www.wearedevelopers.com/videos/100560-microagents-the-microservices-of-the-agentic-era) (from "MicroAgents: The Microservices of the Agentic Era") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/508f72a6467175b5c88f23dc43cafd73/thumbnails/thumbnail.jpg?time=259745ms - [Provisioning a full-stack application using conversational programming prompts](https://www.wearedevelopers.com/videos/100032-under-the-hood-of-building-on-lovable) (from "Under the Hood of Building on Lovable") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/938ad01fcf12aa00515a43075be1a319/thumbnails/thumbnail.jpg?time=66750ms - [Leveraging the comprehensive generative artificial intelligence stack](https://www.wearedevelopers.com/videos/969-make-it-simple-using-generative-ai-to-accelerate-learning) (from "Make it simple, using generative AI to accelerate learning") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/ef9f7f4bec7edd5b1f336f377cf285e1/thumbnails/thumbnail.jpg?time=83905ms - [Orchestrating tools autonomously using agent AI and MCP](https://www.wearedevelopers.com/videos/1549-create-ai-infused-java-apps-with-langchain4j) (from "Create AI-Infused Java Apps with LangChain4j") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/b5eb696c7e2e32df1079265d68086dd1/thumbnails/thumbnail.jpg?time=42255ms ## Related Articles - [Everything a Developer Needs to Know About MCP with Neo4j](https://www.wearedevelopers.com/magazine/604-everything-a-developer-needs-to-know-about-mcp-with-neo4j) - [What is Agentic Programming and Why Should Developers Care?](https://www.wearedevelopers.com/magazine/625-what-is-agentic-programming-and-why-should-developers-care) - [MLOps And AI Driven Development](https://www.wearedevelopers.com/magazine/82-mlops-and-ai-driven-development) - [How we Build The Software of Tomorrow](https://www.wearedevelopers.com/magazine/120-how-we-build-the-software-of-tomorrow) ## Related Jobs - [Senior AI Platform Engineer](https://www.wearedevelopers.com/jobs/ext/3709265-senior-ai-platform-engineer) at **ARM** - [Senior AI Platform Engineer](https://www.wearedevelopers.com/jobs/ext/3711642-senior-ai-platform-engineer) at **ARM** - [Principal Solutions Architect, Professional Services](https://www.wearedevelopers.com/jobs/ext/3705353-principal-solutions-architect-professional-services) at **Docker, Inc.** - [Staff Software Engineer, Agentic Platform](https://www.wearedevelopers.com/jobs/48464-staff-software-engineer-agentic-platform) at **Docker, Inc.** - [Principal Solutions Architect, Professional Services](https://www.wearedevelopers.com/jobs/ext/3759559-principal-solutions-architect-professional-services) at **Docker, Inc.** - [Engineering Manager, Google Cloud AI/ML](https://www.wearedevelopers.com/jobs/ext/3559458-engineering-manager-google-cloud-ai-ml) at **PwC**