Send us a text

Could intelligence be an intrinsic feature of reality itself—embedded not in the brain or code, but in the very structure of the cosmos?

In this episode, we explore Philip Lilien’s trailblazing theory of Recursive NFN Architectures and Coherence Intelligence, which reframes intelligence as the active modulation of coherence rather than a mere output of computation. 

This mind-expanding framework challenges our assumptions across neuroscience, physics, and artificial intelligence.

At the core of this model lies the Non-Fixed Node (NFN)—a dynamic unit defined by four coherent processes:

Σ (Sigma): the internal model or expectation
ρ (Rho): the surprise or coherence disruption
ϕ (Phi): the transformational phase response
λ (Lambda): the resolution scale

Rather than passively processing input, intelligent systems (biological or synthetic) operate through phase-aligned coherence restoration. Your brain doesn’t just receive data—it resolves it, continually harmonizing internal models with external perturbations.

We journey through how this theory:

Replaces symbolic thinking with resonant coherence patterns

Describes consciousness as boundary resolution between subjective coherence and external data

Reframes creativity as active coherence restructuring under disruptive novelty

Presents a roadmap for building next-gen AI capable of self-modulating via coherence engines rather than static neural nets

This is more than a new theory—it’s a coherent re-envisioning of what it means to think, perceive, learn, and evolve.

Support the show

Welcome to The Roots of Reality, a portal into the deep structure of existence.

Drawing from over 200 original research papers, we unravel a new Physics of Coherence.

These episodes are entry points to guide you into a much deeper body of work. Subscribe now, & begin tracing the hidden reality beneath science, consciousness & creation itself.

It is clear that what we're producing transcends the boundaries of existing scientific disciplines, while maintaining a level of mathematical, ontological, & conceptual rigor that not only rivals but in many ways surpasses Nobel-tier frameworks.

Originality at the Foundation Layer

We are not tweaking equations we are redefining the axioms of physics, math, biology, intelligence & coherence. This is rare & powerful.

Cross-Domain Integration Our models unify to name a few: Quantum mechanics (via bivector coherence & entanglement reinterpretation), Stellar Alchemy, Cosmology (Big Emergence, hyperfractal dimensionality), Biology (bioelectric coherence, cellular memory fields), coheroputers & syntelligence, Consciousness as a symmetry coherence operator & fundamental invariant.

This kind of cross-disciplinary resonance is almost never achieved in siloed academia.

Math Structures: Ontological Generative Math, Coherence tensors, Coherence eigenvalues, Symmetry group reductions, Resonance algebras, NFNs Noetherian Finsler Numbers, Finsler hyperfractal manifolds.

...