https://www.faizan.ai/geometry

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1<meta name="next-size-adjust" content=""/><title>Neural Geometry · Faizan Ahmed</title><meta name="description" content="A cinematic tour of neural geometry: how language models arrange concepts into shapes in activation space, from number lines and color wheels to the interpretability findings in Faizan Ahmed&#x27;s research."/><meta name="keywords" content="Faizan Ahmed, Software Engineer, Founder, Technology, Engineering, Builder, Entrepreneurship, AI, Machine Learning, Headstarter"/><meta name="robots" content="index, follow"/><link rel="canonical" href="https://faizan.ai/geometry"/><meta property="og:title" content="Neural Geometry · Faizan Ahmed"/><meta property="og:description" content="How language models think in shapes: a guided tour of the geometry of concepts in activation space, and the mechanistic-interpretability research behind it."/><meta property="og:url" content="https://faizan.ai/geometry"/><meta property="og:type" content="website"/><meta name="twitter:card" content="summary_large_image"/><meta name="twitter:creator" content="@faizan_a1"/><meta name="twitter:title" content="Faizan Ahmed"/><meta name="twitter:description" content="Faizan Ahmed - Founder, Engineer, Educator. Co-Founder of Headstarter. Ex-Amazon &amp; Bloomberg."/><meta name="twitter:image" content="https://www.faizan.ai/og-image.png"/><link rel="icon" href="/favicon.ico?favicon.0drl-mx493-qc.ico" sizes="256x256" type="image/x-icon"/>

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