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Overview
Former Citadel quant Neel Somani publishes research & essays ranging from machine learning to longevity. Neel previously founded Eclipse (raised $65M) and has incubated companies across distributed systems & AI infrastructure.
News
To Build a Data Center
This essay was originally posted to Power 2026.Many people in the AI industry insist that there will be unbounded demand for power, and therefore there will effectively never be enough supply. But a growing cohort of investors argue that many power source
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Autoformalization and the Future of Math Research
Last week, I gathered a group of bright undergraduate students to construct GPT-Erdos. We ran a uniform procedure across the open Erdős problems, evaluating GPT-5.2 Pro, Deep Research, and when possible, Aristotle by Harmonic. This produced 3 accepted sol
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The Endgame for Mechanistic Interpretability
Mechanistic interpretability is currently pulled between competing visions. On one side, Neel Nanda argues for pragmatic interpretability: grounding work in real models and judging progress by empirical feedback, even when the underlying understanding is
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Intro to Routing: Mixture-of-Experts and Expert Choice
In this post, I'll cover routing mechanisms for large language models. People often talk about Mixture-of-Experts and Expert Choice, so my goal is to give a first-principles walkthrough that explains how these methods arise naturally. You can think of thi
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A Minimal Route to Transformer Attention
In this post, I'll show how a small set of reasonable assumptions can recover the Transformer attention mechanism. Some parts of attention are theoretically motivated, while others are arbitrary choices. I'll explicitly call out which is which.To see why
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