01
Preprint · SSRN2026
The Swayambu Triad: A Unified Architecture for Behavioral Risk
The unifying architecture that binds the program's frameworks into one structure.
DOI: 10.2139/ssrn.6230818Independent Researcher · Author · Chennai, India
MuraliSwayambu
Behavioural sciences · Addiction in the digital environment · Human–machine temporal stability · AI. Independent research on the structural risks emerging where human cognition meets machine speed — published openly for scrutiny, collaboration, and improvement.
“Available for review, replication, falsification, and improvement.”
0
Papers & Manuscripts
0
Open Software Artifacts
0
Books Published
0
ORCID Works
Chapter 01The Arc
He did not begin in academia.
He began on delivery routes.
Moving through cities, weather, and deadlines — watching decisions get made under pressure by people who had no framework for it. The portfolio is not a career change. It is the long transcription of a single question asked in motion.
I am an independent researcher based in Chennai, India. My work focuses on the structural risks emerging at the intersection of human cognition and machine speed — particularly in high-stakes environments where temporal pressure, emotional vulnerability, and cognitive overload intersect.
I hold a B.Sc. in Statistics from the University of Madras (1992–1996) and have professional experience in payroll systems. My research is interdisciplinary and draws on observation, existing scientific literature, and open experimental frameworks rather than formal training in computer science, cryptography, or cognitive neuroscience. It is driven by twenty-five years of observation: watching the gap between machine speed and human cognition close in trading platforms, social media, fraud environments, and now in AI companions and relational machines.
My approach is architectural rather than algorithmic. My central concern is structural residue: the unintended traces left by systems designed for high engagement, frictionless experience, and universal accessibility. My solution is structural: systems built without the capacity to retain identity-linked cognitive and behavioural data beyond a single session.
AI language models are used as research-assistance tools for literature analysis, critical review, drafting, and instrument development. I publish openly for independent human scrutiny and peer review. Those with greater resources and expertise are invited to take this work further.
“Each book is a different doorway into the same room.”
— From the portfolio deck
1992–1996
Statistics, University of Madras
A B.Sc. in Statistics — the analytical foundation for an interdisciplinary research programme.
1996 → 2021
Payroll systems & delivery routes
Twenty-five years watching digital systems grow into human life — watching decisions made under pressure by people who had no framework for it.
2021 → 2026
From delivery partner to author-researcher
The questions that emerged in motion became books, then papers, then open instruments. Not a career change — the long transcription of a single question.
Open by design
Published across SSRN & Zenodo · Available for review, replication, falsification, and improvement.
Chapter 02The Inquiry
A single question, explored across nine books, research papers, and open instruments.
The work asks how structural risk forms at the boundary between human cognition and machine speed — and whether the architecture of a system can be made safe by design, rather than patched after harm.
The concern
Structural residue
The unintended traces left by systems built for high engagement, frictionless experience, and universal accessibility.
The approach
Architectural, not algorithmic
The research asks whether structural changes to systems can reduce risks that are otherwise placed on the individual user.
The solution
Zero-PII architecture
Systems built without the capacity to retain identity-linked cognitive and behavioural data beyond a single session.
The framework corpus9 core frameworks
DDGS
Digital Democratic Governance Standard
An open public framework for ethical digital crisis governance — the ethical spine of the program.
HMTS
Human–Machine Temporal Stability
How system speed can conflict with user intention — and how to restore the gap.
TCMT
TCMT Theory (HMTS + IDD)
Temporal synchronisation and information-density displacement as a single model for cognitive restoration.
IDD
Information-Data Density
Why the volume of data overrides the evaluation of the user — density-captured decision bias.
D³-FRAUD
Digital Democratic Dynamic Fraud Response
An open public extension of DDGS for ethical cyber-fraud containment.
V²-CORE
Velocity-Variance Control-Oriented Response Engine
An open technical architecture for ethical system behaviour under uncertainty.
CITR
Cognitive Integration Time Regulation
A risk-awareness framework for high-velocity human-in-the-loop environments.
Zero-PII
Zero-PII Architecture
A structural precondition for safer human–machine interaction in the age of cognitive biomarkers.
STS
Swayambu Temporal Symmetry
A temporal framework for mitigating systemic behavioural risk in financial execution interfaces.
Chapter 03Why Now
The gap between machine speed
and human cognition is closing.
For twenty-five years that gap has narrowed in trading floors, feeds, fraud channels, and now in AI that simulates relationship. The architectures we build in the next few years will decide whether digital systems protect cognition — or quietly consume it.
Cognition
Temporal pressure
Structural risk
AI companions & relational machines
As machines simulate relationship, the structural residue of intimacy becomes a safety problem the field has not yet named.
Trading & financial execution
HMTS proposes that speed-optimised interfaces can create conditions in which system tempo conflicts with user intention. This is a central hypothesis of the HMTS framework.
Digital addiction & attention
Engagement-optimised systems can shape attention through structural design. The research therefore explores whether recovery interventions should address environmental structure alongside individual behaviour.
Cyber-fraud environments
D³-FRAUD proposes that some fraud environments exploit a combination of cognitive overload, time pressure, and information asymmetry.
“Every artifact is published for review, replication, falsification, and improvement.”
Chapter 04Body of Work
Three anchor frameworks.
One open inquiry.
The frameworks that anchor the books — published openly so their claims and mechanisms can be examined, tested, replicated, or challenged. Each carries a persistent DOI and is openly archived.
I
Core framework I
The Swayambu Triad
A unified architecture for behavioral risk — the framework that binds the program into a single structure.
SSRN · Preprint10.2139/ssrn.6230818
II
Core framework II
The HTCP Research Program
Theoretical foundations, falsifiable protocols, and governance frameworks for human–machine decision chains.
Zenodo · Preprint10.5281/zenodo.21281629
III
Core framework III
TCMT Theory (HMTS + IDD)
Human–machine temporal synchronisation and information-density displacement, fused for cognitive restoration.
Zenodo · Preprint10.5281/zenodo.19597791
15
Papers & manuscripts
SSRN · Zenodo
06
Open software artifacts
Open source
03
Core frameworks cited
Across the catalog
Chapter 05Papers & Manuscripts
Research papers and manuscripts,
openly archived.
Frameworks, protocols, and falsifiable theory — each with a persistent DOI. Not peer-reviewed; offered openly for scrutiny, collaboration, and improvement.
02
Preprint · SSRN2026
Swayambu Temporal Symmetry (STS): A Temporal Framework for Mitigating Systemic Behavioral Risk in Financial Execution Interfaces
Temporal design as a structural defence in trading interfaces.
DOI: 10.2139/ssrn.623587803
Preprint2026
The HTCP Research Program: Theoretical Foundations, Falsifiable Protocols, and Governance Frameworks for Human-Machine Decision Chains
The program's theoretical core and its falsifiable protocols.
DOI: 10.5281/zenodo.2128162904
Preprint2026
TCMT Empirical Study — Binary Bypass: A Mechanism-Level Taxonomy of LLM Hallucinations Under Cognitive Pressure
How cognitive pressure changes what a language model gets wrong — and how.
DOI: 10.5281/zenodo.2013961905
Preprint2026
The Cognitive-Temporal Collapse Model (CTCM)
The model that names the collapse of cognition and time under load.
DOI: 10.5281/zenodo.2003612106
Preprint2026
Picture-Frame Visual Backcasting: A Cognitive Architecture for Solving Problems Before Knowing the Question
A visual cognitive architecture for working backward from a stable future.
DOI: 10.5281/zenodo.2000862907
Preprint2026
TCMT Theory: Human-Machine Temporal Synchronization (HMTS) and Informational Density Displacement (IDD) for Cognitive Restoration
The fused theory behind temporal synchronisation and density displacement.
DOI: 10.5281/zenodo.1959779108
Working Paper2026
Information-Data Density and Density-Captured Decision Bias: Why the Volume of the Data Overrides the Evaluation of the User
The hypothesis that information density can become a dominant contributor to decision failure.
DOI: 10.5281/zenodo.1949543009
Working Paper2026
Zero-PII Architecture: An Exploratory Structural Precondition for Safer Human-Machine Interaction in the Age of Cognitive Biomarkers
A proposed system architecture designed not to retain identity-linked cognitive data beyond a session.
DOI: 10.5281/zenodo.1921997810
Working Paper2026
CITR: Cognitive Integration Time Regulation — A Risk Awareness Framework for High-Velocity Human-in-the-Loop Digital Environments
Regulating the time the mind is given to integrate what the machine just showed it.
DOI: 10.5281/zenodo.1919159911
Working Paper2026
Human-Machine Temporal Stability (HMTS): Why the Speed of the System Overrides the Intention of the User
The foundational hypothesis: machine speed, when insufficiently structured around human decision time, may conflict with human intent.
DOI: 10.5281/zenodo.1911589312
Book2026
The Anchor & The Abyss: An Addiction Recovery Manual for High-Gravity Minds (Anchor-Abyss Framework v1.0 · CC BY-NC-ND)
The recovery manual behind the addiction books.
DOI: 10.5281/zenodo.1887829213
Working Paper2026
D³-FRAUD: Digital Democratic Dynamic Fraud Response Architecture — An Open Public Extension of DDGS for Ethical Cyber Fraud Containment
Extending governance into fraud containment without surveillance.
DOI: 10.5281/zenodo.1882007614
Working Paper2026
V²-CORE: Velocity-Variance Control-Oriented Response Engine — An Open Technical Architecture for Ethical System Behaviour Under Uncertainty
A proposed architecture for governing system velocity under variance.
DOI: 10.5281/zenodo.1882013015
Working Paper2026
Digital Democratic Governance Standard (DDGS): An Open Public Framework for Ethical Digital Crisis Governance
The governance standard underpinning the whole program.
DOI: 10.5281/zenodo.18805343Chapter 06Open Instruments
Six artifacts,
shipped with code & sample data.
Browser-native instruments designed to make the proposed mechanisms testable, rather than merely descriptive. Each is published openly for replication.
01 · 2026
HTCP Implementation Suite
Browser-native artifacts for volatility measurement, protocol logic, and interactive visualization.
DOI: 10.5281/zenodo.2128299702 · 2026
TCMT Stress Lab v1
An interactive stress laboratory for testing temporal-synchronisation hypotheses.
DOI: 10.5281/zenodo.1960420303 · 2026
IDD Suite v3.0 — Density Capture Assessment Tool
A browser-based instrument for testing informational divergence in real time.
DOI: 10.5281/zenodo.1949734904 · 2026
Zero-PII Architecture: Prototype Documentation & Working Code
A working prototype of a system built to retain no identity-linked cognitive data.
DOI: 10.5281/zenodo.1922031305 · 2026
HMTS Result Viewer
A browser-based analysis tool for HMTS Behavioral Testing Suite CSV data.
DOI: 10.5281/zenodo.1915988006 · 2026
HMTS Behavioral Testing Suite (Version 3)
Open instrument, sample dataset, and documentation — built for replication.
DOI: 10.5281/zenodo.19118694Chapter 07The Shelf
Nine books, one inquiry —
different doorways into the same room.
From delivery partner to author-researcher. Nine field guides across decision, attention, and interior architecture.
Books are companion works and public-facing applications of the broader research programme; they are not presented as peer-reviewed research papers.
01
The Witness Architecture
Why Human-in-the-Loop Failed, the Co-Training Paradox, and the Blueprint for Trusted AI
MURALI SWAYAMBU
02
The Orbit
Breaking the Hidden Addiction That Fuels Every Character Defect — and the Operating System to Reclaim Your True Self
MURALI SWAYAMBU
03
My Orbit Is Home
A Memoir of the Man Who Became the Dataset
MURALI SWAYAMBU
04
Zero PIIism
The Complete Two-Book Edition · Book One: Restoring Human Authorship at the Decision Edge · Book Two: Removing the Label at the Heart of the Decision
MURALI SWAYAMBU
05
The Smartphone Trap
An Anchor & Abyss Recovery Book · A Two-Book Addiction Recovery Omnibus
MURALI SWAYAMBU
06
Risk Without Ruin
Global Edition · Trading Addiction, Structural Risk, and the Road Back to Choice
MURALI SWAYAMBU
07
The Verification Fork
A Cognitive Framework for Understanding Obesity, Ending the Diet War, and Authoring Your Mind
MURALI SWAYAMBU
08
Unlocking the Guilt Feel Lock
The 6-Step Protocol to Turn Guilt from a Survival Alarm into a Compass for Wisdom
MURALI SWAYAMBU
09
The Inner Courtroom
A Field Guide to Deciding Well Under Pressure
MURALI SWAYAMBU
A · Decision Under Pressure
- IThe Inner Courtroom
- IIThe Verification Fork
- IIIRisk Without Ruin
B · Attention & the Digital Mind
- IThe Smartphone Trap
- IIMy Orbit Is Home
- IIIThe Orbit
C · Interior Architecture
- IThe Witness Architecture
- IIUnlocking the Guilt Feel Lock
- IIIZero PIIism
Chapter 08Support the Research
Make the work sturdier.
Support that allows an independent researcher to sustain the time required for long-form research, experimentation, documentation, and publication. The work is open. The invitation is to make it sturdier.
API Frameworks & Compute
Sustained access to language-model APIs and compute supports literature analysis, critical review, instrument development, experimentation, documentation, and replication tooling.
Software Licences & Subscriptions
The tools, hosting, and platforms required to keep the open instruments running and freely accessible.
Peer Review & Collaboration
Funding to engage expert reviewers and collaborators — moving the work from open preprint toward peer-reviewed publication.
Journal Publishing
Article-processing costs for open-access journals so the research stays free to read and free to build on.
Living Expenses
Support that sustains the time required for long-form research, experimentation, documentation, and publication.
Open Infrastructure
Zenodo archiving, DOI registration, versioning, and the long-term upkeep of an openly-published corpus.
Ways to support
UPI · India
murali.swayambu@okaxis
9884059447
PayPal · International
murali.swayambu@gmail.com
Published openly across SSRN and Zenodo · Available for review, replication, falsification, and improvement.
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Chapter 09Contact & Profiles
Collaborators and supporters —
reach out.
Open to review, replication, falsification, and improvement. Those with greater resources and expertise are invited to take this work further.
ORCID
Become a patron of independent inquiry.
No institutional backing. Open by design. Your support is what keeps the work moving from preprint toward peer review.