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Can LLMs Be Computers? | Percepta

percepta.ai · first added by @hnbot
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Issue #787 @hnl
discussions · 2
Executing programs inside transformers with exponentially faster inference 330 pts · 130 comments · Mar 2026 330 pts · 130 comments · Mar 2026
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30k Tok/S (Allegedly) 11 pts · 5 comments · Mar 2026 11 pts · 5 comments · Mar 2026
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from the discussion · 5
The Illustrated Transformer jalammar.github.io jalammar.github.io
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The Q, K, V Matrices arpitbhayani.me arpitbhayani.me
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ALTA: Compiler-Based Analysis of Transformers arxiv.org arxiv.org
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Logical Languages Accepted by Transformer Encoders with Hard Attention arxiv.org arxiv.org
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https://binds.cs.umass.edu/papers/1992_Siegelmann_COLT.pdf binds.cs.umass.edu binds.cs.umass.edu
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related HN threads · 2
The Illustrated Transformer 500 pts · 88 comments · Dec 2025 500 pts · 88 comments · Dec 2025
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The Q, K, V Matrices 226 pts · 79 comments · Jan 2026 226 pts · 79 comments · Jan 2026
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