Extended Coherence Fields
ECF models systems through coherence relations: what fits, what conflicts, and how local constraints propagate across a wider field of organization.
Recent Research Program
Extended Coherence Fields and RAF Networks
ECF and RAF networks are part of my recent work on how coherent organization emerges, stabilizes, breaks down, and regenerates across minds, markets, institutions, and learning systems.
Coherence
Constraints
Autocatalysis
Thresholds
Learning
Markets
Mind
Core Ideas
A Language for Self-Organizing Systems
The framework treats complex systems as networks of constraints that either reinforce coherence or generate tensions that force reorganization.
Self-Sustaining Networks
RAF networks describe structures whose internal processes regenerate the conditions that sustain the network, making them useful for cognition, biology, and institutions.
From Prediction to Coherence
The research shifts attention from prediction alone to the deeper question of how systems maintain consistency, identity, and adaptive organization under pressure.
Applications
Where the Framework Is Being Applied
Social and Political Change
Revolutions can be interpreted as coherence failures in existing institutions followed by rapid reconfiguration into new constraint structures.
Markets and Medical Ecosystems
Market categories, incentives, therapies, and clinical pathways can be modeled as interacting coherence fields with competing attractors.
Reinforcement Learning
Learning systems can be studied through consistency, coherence maintenance, and the relation between local rewards and global organization.
Consciousness and Active Inference
ECF provides a way to compare coherence dynamics with free-energy and active-inference accounts of perception and action.
References
Papers and Notes
New papers can be placed in articles/recent/. This page already includes stable
entry points for the current ECF-related work.
Recent ECF and RAF Papers
Use this folder for the newest drafts, preprints, and working papers as they are added.
Open recent folder →Explaining Revolutions Through the ECF Framework
A short paper on macro-level change through coherence collapse and systemic reorganization.
Read paper →ECF Dynamics in Epilepsy Markets
An application of coherence-field analysis to market structure and medical decision ecosystems.
Read paper →ECF, Reinforcement Learning, and Friston
A theoretical bridge between coherence dynamics, reinforcement learning, and free-energy thinking.
Read paper →Coherence and Consistency in Reinforcement Learning
A research note on coherence properties and consistency considerations in learning systems.
Read paper →Conscious Machines
An accessible essay connecting ECF to consciousness, active inference, and future AI systems.
Read essay →