July 15, 2025

Author - John Deacon

John Deacon is a systems architect and researcher developing aligned cognitive extension technologies for the next generation of digital thought leadership.

His work integrates decades of cross-disciplinary experience - from instrumentation and automation to workflow engineering, systems dynamics, and strategic communication - into practical frameworks that scale personal and organizational clarity.

Grounded in the philosophy of Strategic Thought Leadership, John bridges technical infrastructure, human cognition, and brand architecture to help professionals and enterprises embed alignment into every layer of their operations - from message to system to market.

The Role of Attractors in AI and Machine Learning.

In AI, an attrac­tor refers to a set of states or pat­terns toward which a sys­tem tends to evolve, regard­less of its ini­tial state, often used in the con­text of machine learn­ing and dynam­i­cal sys­tems. Attrac­tors help describe the sta­ble...

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...