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Databases & Data

The most popular blog posts about databases & data on Hacker News. 242 posts.

2026
124

What category theory teaches us about dataframes

Every dataframe library ships with hundreds of operations. pandas alone has over 200 methods on a DataFrame. Is pivot different from melt? Is apply different from map? What about transform, agg, applymap, pipe? Some of these seem like the same operation wearing different hats. Others seem genuinely distinct. Without a…

137

It's Not Just X. It's Y

Against the Quantification of Integrity When the measure of language becomes its target, it ceases to be good language. 💡Nerd Rating: 1/5. I discuss the origins of certain linguistic tics in LLMs and what it means for writing, student assessment, and thinking. "It's not x, it's y.

148

NanoGPT Slowrun: 10x Data Efficiency with Infinite Compute

We've achieved 10x data efficiency with NanoGPT Slowrun within a few weeks. An ensemble of 1.8B parameter models (18B total params) trained on 100M tokens matches what would normally require 1B tokens with a standard LM baseline. Data efficiency matters because compute grows much faster than data . Since our current…

150

We are building data breach machines and nobody cares

A few weeks ago, my longstanding friend and colleague Curt Cunning mentioned to me that he was slogging through Nietzsche, which bespeaks his incredible will to power through things that are unpleasant (one of the many things that makes him an exceptional engineer). In any case, it lead me to revisit some of his work…