Common KernelAgent swarm engineering
We design, build and run swarms of AI agents that do real work for your business: research, outbound, operations. On an open-source kernel you can inspect down to the byte.
Common KernelWe design, build and run swarms of AI agents that do real work for your business: research, outbound, operations. On an open-source kernel you can inspect down to the byte.
What Common Kernel is
The system we build your swarm on. Open source, and it records everything the agents do, so you can see what you're paying for.
Forty agents on one screen: what each one is doing, what it has spent, what failed. Costs are priced from each provider's own rates, to the fraction of a cent.
Open any agent's turn and see the request it sent, what the model answered, and every file it touched. Nothing is a summary of a summary.
Agents propose. Writes to your CRM, inbox or Slack wait for your approval, with the evidence attached.
HubSpot, Slack, Linear, any API or MCP server. The agents never hold your keys.
Open source. Run it yourself, or have us build and run your swarm on it.
Research
Papers, field notes and worked examples from the swarms we run will appear here as we publish them. Each one links to the recorded runs behind it.