# ML infrastructure

Works with production ML infrastructure, ML ranking pipelines, ML serving, and operational debugging workflows.

Relationship: demonstrated professional skill

Evidence: [ML infrastructure](https://fayed.dev/evidence/ml-infrastructure), [Production AI agents](https://fayed.dev/evidence/agents), [Distributed systems](https://fayed.dev/evidence/distributed-systems)