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I wrote a free 15-part series on LLM internals — real math, real tensor shapes, real hardware constraints. All grounded in Gemma 4 12B's actual config.

Via r/LocalLlama
Saturday, Jun 20, 2026 · 7:05PM
Summary

If you run open-source models and want to understand what's actually happening under the hood — I spent the last few months writing a 15-part series that covers the full stack from tokenization to production serving. Most articles are grounded in Gemma 4 12B as the running example. The full series:

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