AI Systems Engineer. New York.

I build production AI systems where runtime, model behavior, and business constraints meet. My work centers on inference economics, verification economics, AI runtimes, real-time inference, distributed systems, and financial systems infrastructure.

Public field notes: https://ifitsmanu.com

Most work here is systems in motion: experiments, notes, implementation traces, and durable public artifacts rather than polished demos.