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 Cybernetic Design of CAM for Self-Regulating Language Models

In cybernetic terms, the CAM Objective Function can be described as a self-regulating system that aligns LLM responses with user intent, ethical standards, and real-world context through continuous feedback loops, adaptive control mechanisms, and...

The Product Development Pathway for a SaaS Workflow Automation Tool

Navigating the Many Facets of Product Development When developing a product, especially one as dynamic as a SaaS workflow automation tool, it's like trying to capture lightning in a bottle. Everyone has their own idea of what the product should be...

Base Code Structure for the CAM Objective Function

At a base level, the CAM Objective Function can be represented programmatically as a structured class-based framework where each CAM layer—Mission, Vision, Strategy, Tactics, and Conscious Awareness—is encapsulated in modular classes with properties...