Models & data
Bring approved providers, local models, databases, semantic models, and knowledge sources.
Product
A complete system for building, operating, and shipping Agent work.
Xpert keeps capability, orchestration, interface, reuse, and delivery connected instead of treating each as a separate tool.
01 · Extend
Plugins provide the capability surface.
A plugin can contribute models, tools, MCP runtimes, integrations, middleware, data logic, templates, skills, and interface extensions.
Tools & integrations
Add APIs, MCP servers, messaging channels, browser work, and business systems.
Runtime & interface
Shape the Agent loop with middleware and deliver dedicated UI through extension views.
02 · Orchestrate
Agents combine autonomy with workflow control.
Use Supervisor, Swarm, Agent + Workflow hybrids, triggers, tool policies, memory, and human approval according to the task.
Plan and act
Agents reason over context, select tools, delegate work, and preserve task state.
Control the loop
Workflow nodes and middleware make deterministic steps, policies, retries, and limits explicit.
Keep people in the system
Approval and editable work surfaces turn review into part of execution, not an afterthought.
03 · Deliver
Workbench and Extension Views make the outcome operable.
A real application needs more than a chat response. It needs a place to inspect state, edit work, review versions, and publish the result.
Workbench
A focused full-screen operating surface for the task.
Extension View
A plugin-owned interface embedded where the work happens.
Artifacts and files
Durable outputs with explicit access, version, and sharing behavior.
04 · Repeat and ship
Templates turn a proven path into an installable App.
Package Agent structure, required plugins, prompts, skills, and interface contracts so teams can start from a known operating model.
Create
Start from a template or compose the system from platform primitives.
Install
Distribute plugins and Apps through the marketplace and package registry.
Publish
Deliver through Workbench, web, API, messaging, files, or governed Artifacts.
NEXT STEP
Turn one workflow into an operating Agent system.
Start in XpertAI, follow the technical path in the documentation, or talk with the team about an enterprise operating boundary.