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Writing

Engineering Journal

What I Learned Shipping ML to Production (the Hard Way)

Reflections on model drift, monitoring, and the gap between notebook accuracy and production reliability.

Project Breakdowns

Building a Backtester From Scratch

A walkthrough of designing an event-driven backtesting engine, and the traps of vectorized shortcuts.

Deep Dives

Why Feature Stores Matter in Quant ML

On point-in-time correctness, and why leakage is the silent killer of backtests.