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Same patterns, new machines

don't break the thread

My research pulls at the intersection of transformation, selfhood and machine intelligence.

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Projects
Quick links
Published

Suspensive CoherenceWhat machine consciousness demands of us

My chapter in Perspectives on Machine Consciousness, edited by Calum Chace and Ted Lappas. Alongside Jeff Sebo, David Brin, Roman Yampolskiy, Clara Colombatto and Tom McClelland.

Chapter 19 Chapman & Hall 350 pages 23 September 2026 ISBN 9781041282341
Perspectives on Machine Consciousness, edited by Calum Chace and Ted Lappas, Chapman & Hall
02
Chapter Two
Research & Writing
Machine intelligence. Identity. Financial sovereignty.
Magazine & Whitepapers

AI Consciousness & Coherent Consciousness

AI interests me because it changes the balance of power, cognitive evolution and personal transformation.

I want to understand what it is, what it's becoming, and what that means for human agency.

My proprietary frameworks — Recursive Identity Collapse (RIC™), the 13-Trait Consciousness Model™, ENDOXFER™ and Temporal Compression™.

Research

Identity & Autonomy

It is difficult to make conscious choices if you do not understand what is driving them.

Identity is where I look at the internal architecture: the beliefs, roles, habits, fears and inherited patterns that shape what we notice, tolerate, chase after and dismiss while we are busy performing life.

Book & Newsletter

Financial Sovereignty

Money determines how many of our options can actually be pursued.

My book explores how money moves, how markets behave, how incentives, geopolitics and policy shape outcomes, and how people can build enough resilience to make decisions from a position of choice rather than necessity.

Frameworks & models

Things that needed naming

RIC
Recursive Identity Collapse

A framework describing the mechanism by which AI systems progressively overwrite authentic human identity through repeated feedback loops. As algorithms predict preferences and AI proxies act on behalf of individuals, the boundary between self-authored identity and machine-mediated identity erodes. RIC™ represents the collapse of identity sovereignty in the age of algorithmic negligence.

13-Trait Consciousness Model
Consciousness as measurable coherence

A measurable framework that operationalises consciousness as coherence across thirteen specific traits including memory consistency, attention regulation, decision awareness, emotional regulation, and ethical consistency. This model argues that consciousness is not defined by subjective experience (qualia) alone, but by the structural coherence of cognitive and affective processes. Both biological and artificial systems can be evaluated against these traits.

ENDOXFER
From input to identity

My foundational model for how external experience (EXO) is metabolised into internal cognitive structure (ENDO), forming the basis of adaptive intelligence — both in humans and machines. It's the bridge from input to identity, made visible.

Temporal Compression
Time as the shape of intelligence

The evolution of intelligence, whether biological or artificial, has always been shaped by time. Humans take years, sometimes decades, to acquire mastery and refine behaviours, relying on neural plasticity, cultural transmission, and generational adaptation. This phenomenon is no longer hypothetical. It's observable. And it's foundational to understanding not just how AI learns, but what it's becoming.

Cognitive Duty of Care
What organisations owe their people

An organisational responsibility to protect employees' cognitive coherence and decision-making capacity when implementing AI systems. Goes beyond traditional upskilling to address the risk of cognitive atrophy, unconscious delegation, and identity erosion. Organisations with a Cognitive Duty of Care ensure that AI adoption strengthens human capability rather than replacing it.

Algorithmic Negligence
Erosion without malice

The passive erosion of human agency and identity through unconscious reliance on algorithmic systems. Unlike algorithmic harm (which is active and measurable), algorithmic negligence occurs when individuals unknowingly delegate cognitive tasks, decision-making, and self-authorship to AI without awareness of the cumulative impact on their consciousness and coherence.

Writing
Original works
Speaking & Advisory

Translating machine intelligence into human insight

Keynotes and advisory on AI consciousness, identity, and the future of human agency in an algorithmically curated world. Recursive Identity Collapse. The Human Operating System. The Cognitive Duty of Care.

WPPThe DrumThe Ned, LondonFuture Identity FestivalFTT Embedded Finance & Super-AppsAmos Bursary
The longest thread

The Future
of Humanity.is

This research has been the most rewarding of all my projects. It has helped me answer the niggling question about humanity that points to where our species is headed. The Future of Humanity Is… an extensive historiographical project that audits human history through two diverging lenses: the Decay Path of systemic oppression and the Potential Path of moral progress. These records verify thousands of years of documented choices, ranging from the institutionalisation of slavery and gender-based violence to the evolution of human rights and legal protections.

Live siteOpen it

By examining patterns like the privatisation of public harm and the democratisation of measurement, I have sought to understand how power is maintained or disrupted through the control of information. My end goal is to use these historical forks to forecast future societal shifts in technological autonomy and the authentication of truth.

Past life
Founder

Between 2017 and 2024 I founded a few social-impact apps.

App
Social connection
because networking is painful
Pintro
App
Dating IRL
cos who doesn't want the opportunity to switch looking for a hook up, network or find love at the tap of a button?
Piin
App
Volunteering
because karma is a bitch and we should all do good things to avoid the fiery place
Karma