# 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.

Source: FAYED_TECHNICAL_CONTEXT.md. Freshness: 2026-08-21.