March 4, 2025

Author - John Deacon

John is a researcher and practitioner committed to building aligned, authentic digital representations. Drawing from experience in digital design, systems thinking, and strategic development.

The Value of CAM Objective Function for LLM and AI Engineering

117 views
4 min read

The Objec­tive Func­tion frame­work is of prac­ti­cal val­ue for LLM and AI engi­neer­ing, as it address­es sev­er­al per­sis­tent chal­lenges in deploy­ing adap­tive, con­tex­tu­al­ly aware, and eth­i­cal­ly aligned AI sys­tems. Here’s why the CAM...

The Benefits of the CAM Objective Function for AI Systems

112 views
4 min read

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...

CAM Objective Function (JSON)

114 views
3 min read

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...