# Production AI agents

Built agent workflows that operate against real production infrastructure, operational data, internal tools, traces, configuration, and ML systems.

Relationship: demonstrated professional skill

Evidence: [Production AI agents](https://fayed.dev/evidence/agents), [ML infrastructure](https://fayed.dev/evidence/ml-infrastructure), [Developer tooling and programmable operations](https://fayed.dev/evidence/developer-tooling)