Designing agents that know what they are allowed to do.
Useful agents need more than a prompt. They need context, tools, boundaries, durable state and a clear path to human judgment.
Problem
Conversational prototypes often lose the thread when work spans multiple steps, sources or operators. Without state and boundaries, an agent can answer but cannot reliably carry a process.
System
The architecture separates coordination from execution. A durable task state records intent, evidence, tool calls, status and next action. Specialized agents operate inside explicit permissions and return their work to a visible control surface.
Implementation
Implementation focuses on tool contracts, retrieval, observability, retries, escalation and the small interfaces that let people inspect and redirect the system.
Result
The supported outcome is a more dependable foundation for agentic work: intelligence that can resume, explain itself and stop when a decision requires a person.