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Computer Science › Artificial Intelligence & Data

4 essays
Recommendation Engines Are Built to Distrust Their Own Math
Computer Science Artificial Intelligence & Data

Recommendation Engines Are Built to Distrust Their Own Math

Netflix and Spotify don't recommend what's mathematically closest to your taste — they recommend it, then deliberately sabotage it, because pure similarity quietly wrecks engagement.

S.J. Nam, Ph.D Jun 11, 2026 8 min read
Cosine vs. Euclidean Was Decided Before You Opened the Dropdown
Computer Science Artificial Intelligence & Data

Cosine vs. Euclidean Was Decided Before You Opened the Dropdown

Engineers argue for hours over cosine versus Euclidean distance in their vector database settings, unaware that for most modern normalized embeddings the choice is mathematically identical — and that the real vulnerability lies somewhere they never look.

S.J. Nam, Ph.D Jun 10, 2026 7 min read
The Equation Behind 'Recommended for You' Has a Popularity Thumb on the Scale
Computer Science Artificial Intelligence & Data

The Equation Behind 'Recommended for You' Has a Popularity Thumb on the Scale

The math powering Netflix, Spotify, and Amazon's recommendations isn't just measuring your taste — it's measuring how famous something already is, and the industry's own engineers can't agree on how to fix it.

S.J. Nam, Ph.D Jun 8, 2026 7 min read
Search Engines Never Actually Learned What Words Mean
Computer Science Artificial Intelligence & Data

Search Engines Never Actually Learned What Words Mean

Word2vec was rejected by reviewers in 2013, and the idea it embodied is nearly four decades old. The real history of semantic search reveals a technology industry that quietly refused to trust its own breakthrough — and never stopped running keyword matching underneath it.

S.J. Nam, Ph.D Jun 7, 2026 8 min read