Agent sessions
An AgentSession is one FluxVM agent session (/v1/agents/sessions): a
Agent sandboxes
An agent sandbox is a Machine an AI agent or a developer uses for a while
User guide: sandboxes (spec.sandbox)
Run a short-lived, ephemeral workload -- e.g. an AI agent's own generated
User guide: container sandboxes (spec.sandbox.oci)
Run an OCI container image as a Machine, in its own lightweight VM on a
MachinePool and MachineClaim
A MachinePool keeps spec.replicas Machines booted and unclaimed. A
Forking a running Machine
kaironctl fork turns one Running Machine into N live copies on the same
Agent plane
Kairon does not put a model in the reconcile loop. internal/agentplane compiles proposals. Admission and MCP call it. Apply stays with the operator or a later controller that only accepts the compiled object.
User guide: AI agents over MCP (Hermes Agent)
kaironctl mcp serve is a Model Context Protocol
Developer ecosystem
Kairon's developer kit provides dependency-free Python and TypeScript clients,