Volume II
The Inner Mechanics of LLMs
Understanding the mechanisms, building tools, checking their results
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Volume 02 · The investigation
Understand the mechanisms, build tools, check their results
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Volume II
Understanding the mechanisms, building tools, checking their results
Volume II
Comprendre les mécanismes, construire des outils, vérifier leurs résultats
Volume II
Coming soonComprender los mecanismos, construir herramientas, verificar sus resultados
Volume II
Compreender os mecanismos, construir ferramentas, verificar seus resultados
The reading journey
Build, measure, inspect and test what you observe. A method for putting results to the test.
For readers who want to build and evaluate their tools. Python and familiarity with tables help when reproducing experiments. The explanations can be read without running the code.
A convincing answer is not proof. This volume starts with an explicit task, examines a tool’s results and asks which controls support a conclusion.
Its four parts connect building, measurement and investigation. The French edition analyzed describes twenty-four experiments. Small-model examples and controlled datasets teach methods; they do not rank current models.
Inspection and intervention are distinguished: what can be observed or decoded does not, by itself, establish what causes a result. The final chapters examine transfer across languages and estimation on a corpus.
Companion code on GitHub
Companion code on GitHubThe repository accompanies the book. Check its contents and instructions for the resources currently available.
Reference to the French edition; pagination in other editions may differ. PDF pages 6–14 · T2-FR-20260927.