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Recommendation Systems Articles

Read monotirou articles about recommendation systems, workflow decisions, and operating notes.

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Machine LearningRecommendation SystemsEngineeringFounder Story

How We Built a Recommendation System (And What Actually Moved the Needle)

The honest version of building a "For You" feed, including fake metrics we caught before shipping, a ranker that beat the heuristic 4x offline but went flat in production, and the single fix that mattered more than any change to the model.

9 min read

September 16, 2026