Least Privilege Tools
Agents receive scoped permissions only for the action they are authorized to perform.
Architecture Stack
The reference stack separates model reasoning, tool permissions, business memory, workflow execution, and governance telemetry.
Web apps, chat, email, mobile, dashboards, voice, and enterprise portals.
Planner, router, specialist agents, task queue, memory controller, and state manager.
Policy checks, PII masking, confidence gates, approval routing, and content validation.
CRM, ERP, ticketing, databases, calendars, payments, notifications, and internal APIs.
Vector search, business rules, documents, structured records, and event history.
Audit logs, telemetry, error traces, quality metrics, and cost monitoring.
Security and Control
Agents receive scoped permissions only for the action they are authorized to perform.
High-risk decisions are routed to accountable users before execution.
Every decision records prompt context, retrieved data, tool calls, outputs, and approver identity.