Active Research 30,247

Cognitive Architecture Lab

The Physics of Intent

Where AI ends,
co-cognition begins

The study of the inner workings of the human mind and the underlying cognitive mechanisms behind every interaction humans have with AI systems — the first and last millimeter between human cognition and the machine.

0
Experiments in Co-Cognition
2022–
Active Research
Collisions
Enter Lab

We are space-jumping across the entire toolbox — software, product design, industrial design, art, engineering, architecture

This is not one step at a time at human speed — this is a million steps at a time

We are space-jumping across the entire toolbox — software, product design, industrial design, art, engineering, architecture

This is not one step at a time at human speed — this is a million steps at a time

What It Is

The Underlying Cognitive Layer

Where intent happens before words or actions form in the mind. The pre-linguistic space where creative direction exists before it has language.

Cognitive Architecture operates at the gap between thought and expression — the first and last millimeter between human cognition and the machine.

That layer barely exists. We are building it.

What It Is Not

  • NOT A better button layout — UI arrangement is surface optimization
  • NOT Cooler visual design — Aesthetic styling is downstream of cognition
  • NOT Navigation optimization — Information architecture is structural, not cognitive
  • NOT User experience refinement — UX operates at the interaction layer, not the intent layer

30,000+ Experiments The Live Collision Feed

Fall 2022. Tears in my eyes within the first hour. Something was being born. Genres were merging. Architecture and cars. Floor plans and tribal masks. The spaces between disciplines were collapsing.

Core Discovery

"These experiments revealed something no one is talking about: the way we communicate with AI is through a 56k modem."

Active Experiments
Processing 30,247 total
EXP #30,241
Architecture × Tribal Mask
Fusion12h ago
EXP #30,238
Floor Plan Genesis
Spatial1d ago
EXP #30,235
Perfect Flaw Analysis
Core1d ago
EXP #30,229
Geometric Intent
Form2d ago
EXP #30,224
Wave Cognition
Flow2d ago
EXP #30,218
Dual Processing
Parallel3d ago
EXP #30,211
Rotational Shift
Transform3d ago
EXP #30,205
Infinite Loop
Recursive4d ago
EXP #30,198
Layered Perception
Depth5d ago
EXP #30,191
Network Topology
Connection6d ago
EXP #30,184
Nested Symmetry
Pattern1w ago
EXP #30,177
Orbital Focus
Center1w ago

Co-Cognition,
Before Co-Creation

Everyone talks about co-creation, but co-creation is the outcome. What enables it is co-cognition: how you actually think with artificial intelligence.

For 2.6 million years, every tool demanded we adapt to it. Rock, violin, car. Learn its language or fail. Now we have a tool that learns us back.

The 56k Modem Problem

Our minds hold terabytes of creative worlds, but we transmit them through the bottleneck of text. An image is a thousand words.

The First Millimeter

The real challenge is not inside the model. It is in the first and last millimeter between human cognition and the machine. That layer barely exists.

Intent > Tool

Without intent, infinite capability becomes infinite nothing. Critical Thinking must come before Critical Doing. Zero barrier to entry, so we rush to doing.

Bandwidth Comparison
Text
56k
Visual

"The shift to visual synthesis opened entirely new forms of originality — things neither human nor machine could achieve alone."

The 9-Minute Mouse

Is it possible to design a well-defined product concept in less than 10 minutes — the time it takes to drive from the neighborhood grocery store to home? A computer gaming mouse, from intent to artifact, while driving (do not try this at home!). February 2023. The result was much more than I expected.

This is the compression: thought to reality, intent to tangible form. As a trained designer, you imagine, sketch, CAD, machine, test, loop — weeks or months. Now? A single session. That is Exponential Design.

Traditional Process
  • 1 Imagine & Research
  • 2 Sketch & Ideate
  • 3 CAD Development
  • 4 Machine & Prototype
  • 5 Test & Iterate
  • 6 Refine & Repeat
Timeline
6–12 weeks
Lab Method
  • Intent Capture
  • Visual Synthesis
  • Rapid Iteration
  • Concept Lock
Timeline
9 minutes

"For the first time in history, the challenge is not learning the tool. It is training our minds to think alongside it."

— Discovery from 30,000+ experiments

We Do Not Compute.
We Comprehend.

Your biological hardware, running on a few watts, does something no AI can: it synchronizes with other living beings. The grandmother's uncertainty, the dog's pain, your friend's rhythm.

On Sameness

AI Ingests the World and Outputs the Mean

Your mind creates a shared cognitive space with other consciousness. AI cannot do this. So what does it do?

It averages. It flattens. It collapses creativity toward the statistical mean.

"We do not need to protect ourselves from AI. We need to project ourselves through it."

On Imperfection

The Perfect Flaw

Nature does not optimize for perfection. It optimizes for purpose. The crooked tree, beaten by wind, scarred by storms, is often the most beautiful one. It tells a story of survival.

Not every flaw is perfect. Bad flaws hold us back. Perfect Flaws are the unique ways we process that lead to original work. The inefficiencies that become breakthroughs.

On Identity

Your Creative Fingerprint

Your perspective on what needs to exist, based on your entire lived experience. No one can copy it. Without preserving it during co-cognition, the real and the fake become indistinguishable.

"Know yourself first. If you do not know what makes you unique, AI will average it away."

Practical Application The First and Last Millimeter

The real challenge is not inside the model. It is in the gap between human cognition and the machine. That layer barely exists. We need to build it.

Physical Intelligence

Intelligence moving from the screen into everything we touch. Closing the sensory loop between human and machine. AI reads micro-movements. Responds through haptics.

Sensory Computing

Global Workflow Transformation

Research applied to 250 designers across global studios. Systematic protocols for transmitting human creative fingerprints through AI rather than averaging them away.

250 Designers

Hardware Frontier

Leading design at Cerebras since 2017. Shaping the physical architecture of the supercomputers powering today's frontier models.

Since 2017

Creative Fingerprint Protocol

Open protocols for creators to maintain authentic voice across AI-assisted work. Encoding individual creative identity without losing its authenticity.

copyself.xyz
AI:OS Protocol

The interface that assembles itself
in real time

No pings. No digital tap on the shoulder demanding your attention. Just quiet experience that serves without interrupting. Shaped to your cognitive style. Growing more valuable as it ages. Preserving your one-of-a-kind human imperfection.

No Interruptions
Real-Time Assembly
Preserves Imperfection