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"An endless demand for compute" | Jonathan Ross, founder of Groq

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Category
Education
Type
ARTICLE
Added
Jul 28, 2026

About

Jonathan Ross is the founder of Groq, a hardware chip specifically designed for LLM inference, which entered a $20 billion strategic agreement with NVIDIA. Topics covered: • The "success disaster" at Google that led to the TPU and eventually Groq • LPU vs. GPU: Pareto curves, cost-per-token, and when each wins • Static scheduling • Mixture-of-experts models • Auto-regressive vs. diffusion models • How Groq and NVIDIA's Vera Rubin work together at inference time • Jevons Paradox: why cheaper AI w

Why it made the leaderboard

Inference economics decide what agent workloads are viable in production, and this explains the hardware tradeoffs behind them.

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"An endless demand for compute" | Jonathan Ross, founder of Groq

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