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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Victor P. Berardi

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#large language models Open access Sep 2026

SAFE-AI Unified: A Mathematical Framework for User-Applied Operations on Frozen-Weight LLMs

Monograph I of the SAFE-AI program — Zenodo Version 4. A unified mathematical framework, in four Parts, for what a disciplined user can and cannot do to a frozen-weight large language model by applying structured operations — brackets, anchors, traversal protocols, and engagement modalities — at inference time, without...

Victor P. Berardi · 0 citations

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