llm-internals

#llm-internals

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.

Reddit r/LocalLLaMA ↗ · 2026-06-20

A comprehensive 15-part series covering LLM internals from tokenization to serving, grounded in Gemma 4 12B's actual config.

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#llm-internals

From Brewing to Resolution: Tracing the Internal Lifecycle of Code Reasoning in LLMs

arXiv cs.AI ↗ · 2026-06-17 Cached

This paper introduces a dual diagnostic framework to trace the internal lifecycle of code reasoning in LLMs, revealing that models first 'brew' answers and then diverge into four resolution outcomes, with stable brewing across architectures but varying resolution success.

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llm-internals

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.

From Brewing to Resolution: Tracing the Internal Lifecycle of Code Reasoning in LLMs

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