Accuracy Is Becoming a Commodity
I. The bottleneck in modelling has quietly changed.
Research / current public state
Research & Systems
This page connects the public article archive to the programme zones rather than listing documents by date alone.
Current statePUBLIC RECONSTRUCTION
Drift Is Not Noise
Act I: Everything still works
Why I Built an Audit Engine for Hidden Instability
Most engineering systems are not difficult to analyse because they fail. They are difficult because they continue working while the structure supporting that output is changing. A model can retain a good test score while
What Systemica Engineering Is Making
What Systemica Engineering is making Pre-validation, model audit, and evidence packs before expensive action.
The Same Four States Keep Appearing Everywhere
How stability, drift, collapse and recovery connect chronic illness, artificial intelligence, furnaces and galaxies At first glance, this publication may look like several different Substacks accidentally sharing a homep
Navigating the Tumultuous Seas of AI
How to stay captain of your own vessel and turn an LLM into a research assistant rather than an answer machine Most advice about AI teaches people how to speak to the machine. Be specific. Give examples. Define the tone.
The Kardashev Scale Holds a Hidden Lesson for AI
Subtitle: AI already contains the stardust of a universal intelligence. The next challenge is turning raw capability into a governed civilisation. Artificial intelligence already contains something extraordinary. Inside
Time as the Invariable Pressure Constant
Time is usually treated as the neutral background of change. A clock advances. Events occur. A system evolves. That framing is useful for ordering events, but it is often weak as an explanation. When a bridge fails after
When Geometry Breaks
- A regime-Dependent View of Cosmology Cosmologia Series Part 2
The Problem with Snapshots
: Reading the Microstructure of the Cosmos Revising the Materials of the Universe
Opening the System
This is the first proper post here, so I should probably explain what this place is meant to be before I start throwing models, diagrams, chronic illness maps, engineering notes, weird cosmology essays and various “this
A Substrate Framework for Emergent Geometry, Regime Transitions, and Loss-Driven
A Substrate Framework for Emergent Geometry, Regime Transitions, and Loss-Driven Structure Cosmologia Series Part 1 MAY 26 0. Orientation Cosmologia is a framework for reasoning about how stable large-scale structure can
Analogy Is THE Universal Rosetta Stone, Not a Shortcut
Analogy Is THE Universal Rosetta Stone, Not a Shortcut How to compare systems without turning structure into myth MAY 26 Analogy is one of the most powerful tools humans have. At its core an analogy is to represent the s
Barometric Praxinomics - Technical Outreach
Technical Specimen: Barometric Praxinomics in Use A practical descriptor-reliability audit for materials modelling Prepared by: Joseph Maxwell Context: Systemica Engineering / GIL–EDK / Barometric Praxinomics Purpose: De
Compression planes of cognition
Compression planes of cognition Autism, ADHD, AuDHD and Neurotypical cognition without the moral nonsense MAY 25 This is not a diagnostic tool. It is not a ranking system.
Evidence & Technical Specimens
Evidence & T echnical Specimens The working artefacts behind Systemica Engineering MAY 25 The development of stronger proofing for the engine is ongoing. The current work includes front-end cleanup, larger sample testing
From Nucleation to Galaxies
From Nucleation to Galaxies A materials-informed view of early cosmic structure MAY 24 This is not a replacement cosmology. It does not propose new forces, new constants, new particles, or a new explanation for the early
Geometry driven emergence substack
Geometry-Driven Emergence Constraint, invariance, and the shape of interaction across domains Emergence is usually described as what happens when many interacting parts produce a behaviour that cannot be reduced to any o
Likologia
Likologia A formal grammar for systems defined by constraint MAY 26 Systems do not usually fail suddenly. They fail when recovery can no longer keep up with drift.
Minimal Topology of Perturbed Dynamic Systems
Minimal T opology of Perturbed Dynamic Systems Constraint, state space, and the emergence of geometry MAY 26 Abstract Complex systems across many domains often exhibit a similar behavioural pattern: sustained stability u
Structuring Elegance From within Constraint
Structuring Elegance From within Constraint A Systemica Invite MAY 24 Before we start This is one of the starting pieces for the wider Systemica work. It is a bit more formal than the opening note, but it comes from the
The mechanics beneath chronic complex illness
The mechanics beneath chronic complex illness How autonomic gain, sleep failure, central sensitisation, connective-tissue load, immune priming and energy restriction may converge in ME/CFS, Long COVID, fibromyalgia and d
The Somatica Model - Sub
The Somatica Model Martial law of the Soma MAY 25 This is a model of chronic complex illness built from within. It is still developing, but it is the clearest way I have found to explain what these conditions feel like m
The Wellian scale
The Wellian scale A critique of scalar intelligence metrics MAY 24 I have never really liked the idea that intelligence is one ladder. It feels too flat.
When the mind runs faster than the body - Ramanujan, Nightingale and the cost of
When the mind runs faster than the body - Ramanujan, Nightingale and the cost of asymmetric cognition There is a way people talk about genius that has always felt slightly off to me. Not completely wrong. Just incomplete