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Optimization Bug

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Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 5, 2026 · Artificial Intelligence

Did OpenAI’s Original Scaling Law Contain a Fatal Bug That Wasted Trillion‑Scale Compute?

The article argues that the original scaling law proposed by OpenAI was flawed due to an optimizer bug, leading the AI community to waste massive compute on oversized models, and it examines subsequent corrections, hidden assumptions, and language‑bias implications.

AI Compute EfficiencyData vs Model SizeLanguage Bias
0 likes · 8 min read
Did OpenAI’s Original Scaling Law Contain a Fatal Bug That Wasted Trillion‑Scale Compute?