# ML infrastructure

Fayed works with production ML infrastructure, ML ranking pipelines, ML serving, and operational debugging.

## Support

- Current technical areas include ML infrastructure, ML ranking pipelines, and ML serving.
- Representative workflows include live failure debugging in production ML ranking pipelines.

## Interpretation

Classification: demonstrated professional experience

Where: Meta production engineering work.

When: Current role.

Strength: Strong for production ML infrastructure and operational systems.

Limitations: This does not claim foundation-model training, GPU kernel work, or compiler engineering.

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