تطوير وكلاء الذكاء الاصطناعي المؤسسيين

With the workflow owner we write down the input, the acceptable result, the forbidden actions, the data boundary, failure examples, budgets, and the decisions that stay with a person; that contract is what the planning and execution loop, tool contracts, identity and access rules, state, and safe-stop path are built against. Representative, edge, and adverse tasks produce traces we read for completion, tool calls, permissions, cost, latency, stalled loops, recovery, and escalation, and the agent gains another tool, permission, or workflow step only when that evidence supports it. Release happens within agreed limits, with tracing, monitoring, intervention, rollback, and operating ownership connected and new tests written from the failures we actually observed.