One paper / recent focus
Agent infrastructure, compressed.
The old site was a research archive. This version is intentionally narrower: recent agent systems first, research as proof, education as context.
- Ship
- Production agent systems
Build AI agents for real work surfaces, where reliability, tool use, and trust matter more than demos.
- Build
- Product + infrastructure
Own the connective tissue across product UX, orchestration, memory, tools, evaluation, and debugging.
- Loop
- Research to product
Turn frontier model behavior into measured software systems through shipping, observation, and iteration.
What I do now
I make agents operational.
I build the product surface and the system underneath it.
Harnesses, orchestration, tools, memory, evaluation loops, debugging surfaces, and the product patterns that make agents usable by real people.
I turn frontier behavior into reliable software.
The work is a tight loop between modeling, product, infrastructure, and user friction: ship, observe, evaluate, and feed the hard cases back into the system.
I care about reliability, legibility, and the last mile.
My background spans ML systems, distributed infrastructure, traffic engineering, research prototypes, and production product engineering.
Selected systems
Recent work that defines the profile.
Production agent platforms
Led product and systems work on production AI agents, spanning user surfaces, harnesses, tools, and evaluation loops.
Agent harnesses and eval loops
Co-designing the scaffolding that lets agents use tools, remember context, recover from mistakes, and improve through measured feedback.
ML systems and network intelligence
Built prediction, optimization, automation, and applied ML systems for infrastructure at production scale.
Research signal
Research is present, not the whole story.
Background
A compact arc.
Meta TBD Lab
Senior Staff Research Scientist leading agentic AI products and systems.
Netflix
Senior Research Engineer on ML systems and production infrastructure.
UIUC + Tsinghua
Ph.D. Transportation, M.S. Applied Mathematics, and B.E. Civil Engineering and Economics.
Contact