Reliable delegation is more than passing a prompt from one AI agent to another. It requires an explicit task contract, capability-aware routing, bounded authority, output validation, and traces that explain every handoff.

AI agent engineering is shifting from prompt refinement toward operational layers for skills, memory, MCP connections, credentials, behavioral evaluation, and execution. For web teams, these controls separate an impressive demo from a system that can be tested, governed, and maintained.