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, John brings a unique ability to bridge technical precision with creative vision, solving complex challenges in situational dynamics with aims set at performance outcomes.

The Value of CAM Objective Function for LLM and AI Engineering

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 model offers tangible...

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 adaptability, and purpose-driven...