Meta Platforms
July 2022 – PresentSoftware Engineer
OpsMate — Autonomous Incident Investigation Sept 2025 – Present
Meta's autonomous incident investigation agent, which the program reports investigates roughly 1,500 incidents per day.
- Designed and shipped the evaluation infrastructure — the skill-attribution evaluation with its automatic grading and logging pipeline, plus extended structured capture of human root causes — making agent output systematically gradable across the program. Listed author on “Evaluating OpsMate: Grading AI Incident Investigations at Scale,” @Scale AI & Data 2026.
- Built the mechanisms by which the agent recovers from its own failures without a human in the loop: the improve workflow and its batch mode, the determinism and safety hardening that followed, and a generalized inconclusive-retrigger promoted into the shared adaptive-investigator trait, so every investigation framework inherits automatic reinvestigation rather than getting it one surface at a time.
- Built the observability stack, including a lifecycle investigation skill that lets any engineer trace a failed agent run to the step that failed — silent failure being the characteristic failure mode of LLM agent systems, where the system reports success while producing nothing.
Instagram Feed & Reels Dec 2023 – Sept 2025
Spearheaded latency and reliability optimizations for Instagram Feed and Reels, driving improvements in user engagement and platform performance at scale.
Data Security Systems July 2022 – Dec 2023
Improved UX for a critical data-erasure and destruction system used across Meta's data centers, making technicians more efficient while maintaining the highest data-security standards.