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A major shift in the uses of AI — and it starts with Claude

Claude watermarks everything it writes now. Read the limitations page first. On 2 August 2026 the transparency obligations of the EU AI Act became applicable. Anthropic signed the European Commission’s Code of Practice on Transparency of AI-Generated Content and switched on machine-readable marking across every Claude surface, worldwide, not only in the EU. The news…

SAMI
August 12, 2026

Changement majeur dans les usages de l’IA — et ça commence avec Claude

Claude marque désormais tout ce qu’il écrit. Commencez par lire la page des limites. Le 2 août 2026, les obligations de transparence de l’AI Act européen sont entrées en application. Anthropic a signé le Code of Practice de la Commission sur la transparence des contenus générés par IA, et a activé le marquage lisible par…

SAMI
August 12, 2026

La distillation de modèles de langage

Comment un petit modèle apprend à faire un travail aussi bien qu’un grand, ce que cela coûte, et quand c’est une mauvaise idée. Guide conceptuel et opérationnel. Dernière revue : août 2026. Ce que couvre cet article La distillation est la technique derrière la plupart des petits modèles qui dépassent leur catégorie, et derrière une…

SAMI
August 9, 2026

Model distillation in large language models

How a small model learns to do one job as well as a large one, what it costs, and when it is the wrong idea. Conceptual and procedural guide. Last reviewed August 2026. What this covers Distillation is the technique behind most small models that punch above their weight, and behind a large share of…

SAMI
August 9, 2026

Context compaction is not a compression problem

Three days ago I argued that the fix for long-context failure is to send the model less. That was right, and it was incomplete. It tells you to shrink the context. It does not tell you what to keep. The default answer to that second question has been recursive summarization. Every few turns, compress the…

SAMI
August 9, 2026