Victor P. Berardi

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...

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...