Enterprise Agent Workspace

An agent platform becomes an enterprise operating problem when many roles, connectors, tools, browser workers, and pilot teams share the same system.

New architecture concerns

The architecture now needs to coordinate:

• role and permission boundaries
• multiple agent personas
• RAG and context services
• MCP/tool registries
• human approval flows
• browser/Playwright workers
• connector health
• pilot rollout and feedback
• readiness aggregation
• observability and diagnostics
• degraded dependency behavior

Enterprise resilience should be visible. If retrieval, a provider, a browser worker, or a readiness dependency fails, the workspace should surface a failed/degraded state rather than silently converting it into success.

Governance rule

Frontend visibility does not create permission. A UI may render a proposed tool, but the backend remains authoritative for role checks, tool allowlists, approvals, provider access, browser dispatch, and audit logging.

Reference implementation

Continue with Org AI Force:

https://github.com/AnkitParekh007/org-ai-force

It is an architecture/prototype workspace combining Angular, NestJS, role-aware surfaces, RAG-ready services, MCP-style tools, browser workers, admin governance, pilot operations, readiness, and diagnostics.

Return to the handbook

Use the implementation repos to study application architecture, then return to this handbook for the engineering-tool layer:

• MCP guidance
• Security and permissions
• Team rollout guide
• Engineering workflows
• Repository instruction files