June 17, 2025

Author - John Deacon

John is a researcher and digitally independent practitioner focused on developing aligned cognitive extension technologies. His creative and technical work draws from industry experience across instrumentation, automation and workflow engineering, systems dynamics, and strategic communications design.

Rooted in the philosophy of Strategic Thought Leadership, John's work bridges technical systems, human cognition, and organizational design, helping individuals and enterprises structure clarity, alignment, and sustainable growth into every layer of their operations.

The Benefits of the CAM Objective Function for AI Systems

The CAM Objec­tive Func­tion pro­vides a struc­tured, adap­tive approach for guid­ing lan­guage mod­els and AI sys­tems, address­ing some of the most chal­leng­ing prob­lems in the industry—such as eth­i­cal align­ment, con­tex­tu­al...

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...