Blog

Notes on applied ML, reasoning, and product — written from the overlap of research and building.

Building AI Systems That Actually Reason
Mar 2025

Building AI Systems That Actually Reason

Approaches to evaluating chain-of-thought reasoning and why process metrics matter.

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From Startup to Graduate School
Feb 2025

From Startup to Graduate School

Lessons moving from a funded IoT startup to applied research at Waterloo.

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Product Analytics at Scale
Jan 2025

Product Analytics at Scale

How we handled millions of daily requests during COVID peaks and stayed reliable.

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