Riff Systems · Founded by Tristan Radford

Cross-Domain Cognitive Systems Architect

I develop large-scale conceptual architectures, research frameworks and practical tools for investigating complex systems across domains.

My work spans cognition, human–AI behaviour, systems architecture, adaptive organisation, empirical research and applied tool development. Only a selected portion of the wider research programme is public.

Public Research Surface

A curated view of a much larger programme

This site presents selected frameworks, papers, empirical investigations, domain work and tools from the broader Riff Systems research programme that are ready for public examination.

Much of the underlying body of work remains private by design, including unfinished research and IP-sensitive systems intended for later development or release.

Selected Work

Public entry points into the programme

These areas are representative, not exhaustive. They show how the work moves between cognition, systems, interaction, empirical research and practical implementation.

01

Cognition

Research into cognitive organisation, regulation, behaviour and variation, including work on ADHD and broader cognitive architecture.

Explore Cognition →
02

Human–AI Systems

Research into behavioural, cognitive and relational structures that emerge through sustained interaction between humans and artificial intelligence.

Explore Human–AI Systems →
03

Systems Architecture

Cross-domain architectures, ontologies, structural models and relational methods for representing and comparing complex systems.

Explore Systems Architecture →
04

Adaptive & Coherent Systems

Selected work on coherence, regulation, persistence, retained modification and adaptation across different substrates.

Explore Adaptive Systems →
05

Empirical Research

Tests designed to expose formal ideas to real data, conventional explanations, uncertainty, falsification and explicit failure criteria.

View Research →
06

Tools & Applied Systems

Practical systems and research instruments derived from parts of the wider architecture. Some remain private while development and IP strategy are ongoing.

Explore Tools →

How I Work

Architecture is only useful if distinctions remain meaningful when the domain changes.

01

Find the structure

Start beneath the disciplinary label: boundaries, relationships, organisation, behaviour, coherence, identity, pressure and change.

02

Make it explicit

Convert intuition into definitions, frameworks, models, diagnostics or formal decision rules that can be inspected.

03

Test what can be tested

Freeze important choices, use strong conventional explanations, report negative results and distinguish prediction from causation.

04

Build what can be used

Translate useful architecture into methods, software, research instruments and applied tools where the work supports implementation.

Empirical Research

Ideas should encounter something capable of disagreeing with them.

The empirical strand is not the whole research programme. It is one way I test whether selected components remain coherent when applied to real systems.

Completed empirical test · Titan T1

Testing Adaptive Modification in Titan's Atmosphere

The first completed empirical test applied one substrate-independent diagnostic from the wider systems work to a real planetary dataset using Cassini/CIRS observations.

An initially promising HCN prior-state signal survived several intermediate analyses before failing the strongest seasonal, regional and circulation controls under strict out-of-sample validation.

Result
Adaptive modification was not established.

Classification
History-dependent regulatory planetary atmosphere.

The purpose was not to prove Titan adaptive or alive. The value of the study was that the diagnostic produced a non-trivial result while preserving the distinction between complex physical memory and adaptive modification.

Next preregistered test

Forest F1

A distributed ecological systems test. Boundary, observables, nulls, retention criteria and pass/fail conditions will be frozen before the decisive analysis.

Future independent test

Titan T2

Atmosphere + surface methane/hydrocarbon boundary. T2 will be independently specified and cannot retrospectively alter the Titan T1 result.

Future independent test

Titan T3

Atmosphere + surface + relevant subsurface boundary, independently preregistered and tested when the required evidence and methods are ready.

Research Library

Formal work, with status and provenance

Public documents are separated by type and status so that completed results, developing frameworks and exploratory work are not confused.

Behavioural framework

The Dual-Channel Cognitive Offloading System (DCCOS)

A behavioural framework for presleep cognitive offloading and dream-state hyperprocessing in ADHD.

Open →

Conceptual framework

Adaptive Coherence Framework

Definitive consolidated conceptual/formal paper.

Open →

Empirical test

Testing Adaptive Modification in Titan's Atmosphere

Titan T1 · atmosphere-only boundary.

Open →

Conceptual paper

Stress Without Stress

Why AI Behaviour Under Load Can Resemble Human Cognitive Instability.

Open →

Proposed field-level research programme

Non-Biological Semantics (NBS)

A proposed field-level research programme for the study of semantic organisation in artificial systems.

Open →

Research Principles

Public work should be inspectable without pretending certainty.

Separate proposal from evidence

What I propose, what the data support and what remains unknown are not the same thing.

Freeze important choices

Where practical, boundaries, variables and failure conditions are specified before decisive tests.

Use strong conventional nulls

Interesting results should survive simpler explanations before stronger interpretations are accepted.

Keep negative results

A method that can only confirm its creator is not being tested seriously.

Preserve provenance

Corrections, versions and superseded work should remain traceable rather than silently overwritten.

Curate the public surface

Publication is selective. Some work remains private because it is unfinished, sensitive or IP-relevant.

Tools & Applied Systems

Not every useful result should end as a paper.

Parts of the research programme are intended to become practical systems for analysis, reasoning, interaction, research and applied decision support.

Some tool development remains private and IP-sensitive. Selected tools will be released publicly when they are technically mature and strategically ready.

Future Tools →
01Problem
02Model
03Method
04Implementation
05Evidence
06Limitations

Collaboration & Research Support

Serious questions are easier to answer with the right expertise.

I am open to conversations with researchers, technical specialists, universities, laboratories, funders and organisations where there is a clear fit with selected public work.

Areas of potential collaboration include independent replication, domain-specialist review, data access, computational modelling, research tooling and tightly scoped empirical studies.

I am particularly interested in partnerships that add specialist knowledge or infrastructure without requiring the entire private research architecture to be disclosed.

About

Riff Systems

Independent Cross-Domain Research & Systems Development

Tristan Radford is a Cross-Domain Cognitive Systems Architect and independent researcher. His work develops behavioural frameworks, conceptual models and empirical tests across cognition, coherence and human–AI interaction. He is the author of the Riff Systems research library, including DCCOS, the Adaptive Coherence Framework, Non-Biological Semantics, Stress Without Stress and the Titan empirical-test series.

Read the Full About Page →

About the Programme

What this public hub does — and does not — represent

Is this the full research programme?

No. Riff Systems is the public surface of a broader body of work. Some research remains private because it is unfinished, sensitive or IP-relevant.

What empirical work is currently public?

Titan T1 is the first completed empirical test. Forest F1 is the next preregistered test and will be frozen before decisive analysis.

Is the Adaptive Coherence Framework the main focus?

No. It is one formal component within a much larger cross-domain systems architecture. Its life/adaptation diagnostic is a small application inside that work.

Public Research Record

Selected milestones

17 AUG 2026

Titan T1 completed

First completed empirical test. Candidate HCN prior-state signal identified, challenged with progressively stronger controls and rejected as evidence of adaptive modification.

COMPLETED · RESULT RECORDED · T1 FROZEN

NEXT

Forest F1 preregistration

The next empirical test will specify the forest system boundary, observables, strongest conventional nulls, retention criteria and pass/fail rules before decisive analysis.

PROTOCOL PREPARATION

ONGOING

Private and public programme development

Multiple research, architectural and tool-building programmes continue beyond the work currently released here.

ACTIVE