I'm a Member Technical Staff at Firecrawl and CS at Rice University. My research focuses on LLM faithfulness and mechanistic interpretability, measuring when chain-of-thought steps reflect what drives model outputs.

Mechanistic Evidence for Faithfulness Decay in Chain-of-Thought Reasoning Introduces NLDD, a logit-space metric for CoT step faithfulness via counterfactual corruption. ICLR 2026 LIT Workshop. Code: NLDD-CoT.

Amazon Inventory Monitor Real-time restock monitor for high-demand Amazon products, async batch polling with transition alerts for restocks. 100ms p50 restock latency from us-east-1.

I'm based in San Francisco. You can find more on LinkedIn.