April 19, 2025

Author - John Deacon

John is a researcher and digitally independent practitioner working on aligned cognitive extension technology. Creative and technical writings are rooted in industry experience spanning instrumentation, automation and workflow engineering, systems dynamics, and strategic communications design.

CAM Objective Function (JSON)

This JSON code rep­re­sents the CAM frame­work as an objec­tive func­tion with well-defined roles, para­me­ters, feed­back mech­a­nisms, and oper­a­tion flow. Each lay­er has a spe­cif­ic func­tion with­in the objec­tive func­tion, adapt­ing based...

Technical Description of CAM Framework as an Objective Function

The Core Align­ment Mod­el (CAM) frame­work func­tions as a mul­ti-lay­ered objec­tive func­tion designed to align lan­guage mod­els and AI sys­tems with spe­cif­ic user inten­tions, eth­i­cal guide­lines, and real-world con­text. CAM decom­pos­es...