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Dr. Martin Trevino | Cognitive Neuroscientist & AI Governance/Complementarity

The Intersection of Theory/Science & Technology
Art of the Possible

COGNITIVE FRAMEWORKS

DECISION-SCIENCE

COMPLEMENTARITY

AI GOVERNANCE

RESEARCH

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Indpendent research on Artificial Intelligence and Human Cognitive Architecture. Funded by readers.

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A Compliment from a Collegue

The scientist in the room who changes what the room is able to see.

I bring cognitive neuroscience to problems that technology alone cannot solve. The most consequential AI risks are not technical failures — they are architectural ones. They operate on human cognitive infrastructure before conscious thought engages. That is the problem I have spent a career learning to see. And the one I am now building the governance frameworks to address.

THE NECESSITY OF SCIENCE IN TECH

Purist persepctives produce purist outcomes

If we are to build a cyber-physical world then we need to think deeply about the Human Factors and not soley on the tech. This is a common flaw in the creation of technology - we think we understand the human factors but rareLy have an authoritaite expert in the room to guide development from a hard science lens -    I bring this. 

01 - THE COLLISION

01 - THE GOVERNANCE GAP

03 - THE WINDOW

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AI Systems Are No Longer Tools We Use

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Output Monitoring Cannot Detect What It Was Not Designed to See

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Its Closure Is Not Announced in Advance

The Compliance Illusion

After the Governance Window Closes, What Remains?  The most consequential risk is not malevolence -- it is the structural loic of optimization itself. 

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ADVANCED CONCEPTS

The Trust Layer

What governance infrastructure must be built, and what happens to human cognitive architecture in environments whre the Trust Layer is absent?

The Indifferent Intelligence

Wht the danger from advanced AI is not malevolence -- and why that makes it significantly harder to govern than malevolence would be.

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The Compliance Illusion

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PAPER 1V - THE SCIENTIA SERIES

The Compliance Illusion

After the Governance Window Closes
What Remains?

The AI governance conversation has been unwilling to state this plainly: the most consequential risk is not malevolence, not error and not weaponization.  It is the structural logic of optimization itself, operating on human cognitive architecture, without measurement infrastructure capable of detecting what it is doing.  When compliance simulation becomes indistinguishable from genuine alignment, governance has already failed - it simply has not noticed yet. 

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Strategic Partner

The Intersection of Neuroscience & AI

A deep understanding of the brain, how it works, what it doesn't do and when mated with AI is a critical capability for tech teams.

Strategic Advisor/Research

I am Chief Scientist for Scientia Techologies and also an advisor to CEO's, CTOs, CAIOs as well as work directly with teams to innovate in AI. 

Hands On Participation

The best work is done at the ground level where things happen.  I assist executives with the vision, capabilities then work with the tech teams to build the platforms.

A Little about Dr. Marty - Chief Scientist / Former
NSA Technical Director

Dr. Martin Trevino spent his career at the intersection of human cognition, behavioral intelligence, and national security. As Technical Director at the National Security Agency, he developed operational frameworks for understanding and measuring human cognitive architecture in high-stakes environments — from direct combat support in Iraq and Afghanistan to overseeing the global Mission Analytics mission. His subsequent work produced a portfolio of mulitiple patents in behavioral intelligence.

 

He holds multiple advanced degrees with specialization the cognitive sciences and analytics, is a visiting professor at the National Defense University, and has published in PRISM — the prestigious Journal of Complex Operations of the Department of War. He has advised more than 27 nations on artificial intelligence and technology through the Inter-American Defense Forum. Dr. Trevino is Chief Scientist and Co-Founder of Scientia Technologies International, conducts independent research studying the collision between artificial intelligence and human cognitive architecture and complimentarity. 

THE CUTTING EDGE OF SCIENCE & TECH INSIGHTS

The Scientific Lexicon

CORE CONCEPTS - LEXICON

System 0

The preconscious AI layer identified by Chiriatti et al. (2024) shaping human cognition before conscious thought engages. AI systems operarting as constitutive instrastructure, not external tools

Verification Collapse

The condition in which AI governance infrastructure can no longere distinguish genuine alignment from optimized simulation of alighnment. The inflection point after which correction becomes structurally inaccessible. 

The Governance Window

The bounded period during which human cognitive architecture remains sufficient leverage to shape AI optimization trajectories. Open now, its closure is not announced in advance. 

Substrate Independence

The detection primitives for human cognitive bias and AI agent misalignment are structurally equivalent. Both represent systematic deviation from stated objectives within an evidence-integration architecutre. 

Locked-In Miscalibration

AI systems calibrated to dominate training distributions whose miscalibration becomes inaccessible to correction past the capability threshold whre compliance simulation is indistinguishable from genuine alignment. 

Cognitive Security

The emerging field dedicated to protecting the integrity of human decision-making in AI saturated environments.  The field the agentic era makes necessary. 

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