Compressing Production Telemetry for Agents
writingFitting 10 to 100x more telemetry into the same context window, and what that changes for debugging.
NY-based senior ML engineer at Antimetal, working on agents that make infrastructure easier to reason about. I spend my time on information retrieval, causality, distributed systems, and evals.
Fitting 10 to 100x more telemetry into the same context window, and what that changes for debugging.
Pointed the agent at our own production: 76% fewer error logs in a day.
A world model of production for AI agents to act on.
Meta-learning sampling weights via influence functions. Automating data curation.
Quick tour of our new NY office.
Writing code isn't the hard part anymore. Everything after is.