Marketplace
- Studied how agents buy and sell goods, negotiate prices, and reach agreements.

PERSONNEL FILE NO. AA—01
Engineer. Building AI that works.
I’m a software engineer working across AI: model training, data platforms, and evaluation. I build systems and run experiments to understand how models behave—and make them better.
01 / SELECTED WORK
AI systems, evaluation, and the engineering that makes them useful.
All work ↗INDEPENDENT RESEARCH / 2026 — ONGOING
Built environments to study and evaluate multi-agent negotiation, collecting interaction data and decision traces across marketplace and Catan experiments.
CATAN® is a trademark of CATAN GmbH. The original game was designed by Klaus Teuber. This independent research is not affiliated with or endorsed by CATAN GmbH or CATAN Studio.
Independent research in collaboration with Milind Shah.
EMPLOYMENT / SELECTED CONTRIBUTIONS
Midstream
Pipelines
Meta
02 / THE PERSON BEHIND THE FILE
My work spans the AI development cycle: training models, building data collection platforms, and using evaluations and traces to improve how systems perform.
A little about me ↗03 / OPEN A CONVERSATION