The problem
Real enterprise Agent usage requires runtime control, model routing, knowledge, long-term memory, business-system access, permissions, billing, and audit. Scattered scripts and chat pages cannot provide a durable operating boundary.
Core capabilities
- Agent and Team configuration, release, execution, approval, and recovery.
- User portal, API keys, H5 embedding, and mobile entry points.
- Scheduled jobs, workers, sessions, and run records.
- Markdown Wiki, knowledge trees, entity graphs, and retrieval.
- L0-L3 memory injection, conversation compression, and context management.
- OpenAI-compatible Model Gateway, MCP, and realtime channels.
- External-system Connectors, DLP checks, encrypted provider keys, and audit.
- Amount-based billing, usage reporting, and operations console.
System structure
Hub owns the enterprise control plane and policies, Worker performs governed Agent runs, and Desk is the employee workspace. They coordinate through Run, Event, Tool, Session, and Usage protocols while access to knowledge, memory, models, and business systems stays inside the platform boundary.
Current status
The overall implementation is complete and the project has entered pilot operation, meeting the current launch criteria. Single Agent, Team, billing, scheduling, user portal, H5 embedding, memory, knowledge, Connector, DLP, and multi-surface frontends are implemented. Current work focuses on real usage feedback and post-launch operations.
Suggested screenshots
- Enterprise admin login, dashboard, and runtime status.
- Agent / Team configuration, release, and execution.
- Employee workspace conversations, tasks, and approvals.
- Knowledge documents, tree, graph, or retrieval results.
- Long-term memory and session context.
- Connector configuration and tool-call results.
- Scheduled jobs, run history, retries, and human takeover.
- Usage, billing, API keys, DLP, and audit logs.
- H5 embedded chat or mobile entry point.
Trial access
The project is in pilot operation. Contact me to test the enterprise Agent, knowledge, Connector, or employee workspace flows; I can provide access and scenario notes.