sverm.dev

Three things you can do right now

Run your first swarm

Install the CLI and run a 5-agent research swarm in under 2 minutes.

Understand the architecture

Read how agents communicate, how cost routing works, and why agents are stateless.

Deploy to production

From a single VPS to Kubernetes — pick the deployment that fits your scale.

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What is sverm.dev?

sverm.ai is the product. Organizations use it to run structured debates between AI personas, improving decisions through constructive dissent.

sverm.dev is the machine room. Everything you need to understand, build, and extend the platform yourself. We document how agents work, how cost routing decides which model to use, and how to deploy swarms at scale.

Same platform. Two doors.

We don’t do marketing here. We do documentation, benchmarks, and the occasional honest blog post about what we’ve learned.

Note

This site and the sverm platform are in active development. The documentation describes the target architecture and API — some features are still being built. For questions or early access: raymond@sverm.ai.

pip install sverm
sverm run research "norwegian hydrogen economy"