{"data":{"evidence":{"claim":"Fayed works with production ML infrastructure, ML ranking pipelines, ML serving, and operational debugging.","classification":"demonstrated professional experience","limitations":"This does not claim foundation-model training, GPU kernel work, or compiler engineering.","related":["agents","distributed-systems","performance"],"slug":"ml-infrastructure","source":"FAYED_TECHNICAL_CONTEXT.md","source_freshness":"2026-08-21","strength":"Strong for production ML infrastructure and operational systems.","support":["Current technical areas include ML infrastructure, ML ranking pipelines, and ML serving.","Representative workflows include live failure debugging in production ML ranking pipelines."],"title":"ML infrastructure","when_supported":"Current role.","where_supported":"Meta production engineering work."},"subject":"Fayed Nassor"},"description":"Fayed works with production ML infrastructure, ML ranking pipelines, ML serving, and operational debugging.","last_updated":"2026-08-21","title":"ML infrastructure","url":"https://fayed.dev/evidence/ml-infrastructure"}