Evidence
Production AI agents
Fayed has built production AI-agent workflows that operate against real production infrastructure.
Support
- Agents inspect ML infrastructure state, validate cost attribution, and investigate infrastructure spend.
- Agents help debug live failures in production ML ranking pipelines.
- Alert-management agent workflows used human approval for consequential writes.
Interpretation
Classification: demonstrated professional experience
Where: Meta production and ML infrastructure work.
When: Current role.
Strength: Strong for production agent workflows tied to infrastructure operations.
Limitations: This does not claim public chatbot-product ownership or foundation-model research.