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I spent a week inside GPT-OSS-20B extracting how it does arithmetic. What I found: it doesn't compute. It remembers. Everything. Every operation is a lookup table. Change one character in your input — different answer. Train on 2-9, test on 11 — catastrophic failure. Single-digit and two-digit multiplication use completely different neurons ...
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