Cognitive models,
meet AI.

Structuralize cognition — the discipline by which they multiply.

Foundation Models brought general capability. Decades of cognitive science describe the structure by which minds, records, teams, and cultures actually reason. The discipline by which they multiply is what this Institute is here to build.

COGNITIVE  MODELS distortion · affect · trait provenance · tension · cultural grammar FOUNDATION  MODELS general capability · scale multi-agent · substrate-indeterminate cognition‑aware engineering
The Mind Consumer‑friendly
AI companions
The Documents AI‑safe document
process automation
The Decision AI that supports
critical decisions
The Organization Distributed
cognition
PIVOT

How we work

The presenting ask,
met with a strategic redirection.

“Build us a customer‑facing AI.”

Redesign how engagement itself is engineered.

The iteration principle. Not a one‑off product.

“Build us a document AI.”

Reframe what trustworthy reading actually means.

The provenance discipline. Not a black‑box model.

“Build us strategic AI for the executive room.”

Engineer the room where disagreement survives.

The disagreement protocol. Not a forced consensus.

“Build us a culture analytics dashboard.”

Build an instrument for collective reasoning.

The living instrument. Not a frozen dashboard.

What we ship is the strategy. What our clients ship is the system.

PROGRAMMES

Four programmes · Four cognitive contexts

DISTORTION REFRAMING TRAIT AFFECT

Cognition‑aware AI.

Human intent over algorithm.

AI that reads a mind under pressure — distortion, trait, affect — and answers with the timing and tone a person can actually use.

Enter the programme →

Trustworthy Documents.

Every claim, traceable.

Reading contracts, filings, and financial records at a standard an auditor can defend — provenance built into the system, not bolted on.

Enter the programme →

Deliberative Agents.

Tension as method.

Strategic decisions held in their tension by a room of agents — never collapsed into a single confident answer the room cannot defend.

Enter the programme →

Collective Cognition.

Cognition lives between people.

Multi‑agent simulation as the instrument for studying how teams, institutions, and cultures actually reason together — the discipline distributed cognition has waited for.

Enter the programme →
RECORD

Track record

What the Director has been working on — in operating companies and in print — so the verification a careful reader wants to do is reachable from this page.

Founded

Cirius Technologies

Tokyo · Successful Exit · acquired by Yahoo! Japan

Naked Technology

Tokyo · Successful Exit · acquired by Mixi

Cinnamon AI

Tokyo · Operating · Japan–Vietnam document AI in finance, insurance, regulated industry

Nexus FrontierTech

London · Operating · document AI for US/UK financial‑services markets

Invested (picked up)

Agna Capital

Dubai · GP investor · frontier‑tech venture capital (DFSA-regulated)

Momos

Singapore · AI customer‑experience for hospitality · Series A

OpenCommerce Group

Hanoi · Cross‑border e‑commerce SaaS at scale · three continents

DCAP Digital

Kuala Lumpur · AI‑powered lending infrastructure (LaaS) for Southeast Asia

Cotobox

Tokyo · AI‑powered trademark BPaaS · Japan market leader (55,000+ firms)

Cynthialy

Tokyo · Generative‑AI work transformation

Nishika

Tokyo · On‑premise voice AI solutions

SVSS

Yokohama · Cognitive psychology × AI for communication

Featured publications

ACL 2026

CMTD: Cognitive Modeling with Traits and Distortions for Multimodal Emotion Recognition

The 64th Annual Meeting of the Association for Computational Linguistics (ACL 2026), Findings, July 2026

CogSci 2026

From Private Beliefs to Public Silence: A Multi‑Agent LLM Simulation of Psychological Safety

The 48th Annual Meeting of the Cognitive Science Society (CogSci 2026), Accepted

Metamo: Empowering Large Language Models with Psychological Distortion Detection for Cognition‑aware Coaching

The 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025), System Demonstrations, November 2025

Automatic Prompt Selection for Large Language Models

The 29th Pacific‑Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2025), May 2025

See the full publications record → Google Scholar →

Advisory engagements

Active engagements include leading Japanese enterprises across telecommunications, financial services, and strategic consulting. Specific partnerships are protected by mutual agreement.

INSTITUTE

The Institute

Where academic and industrial
discipline meet.

Hajime Hotta

Hajime Hotta, Ph.D.

Director · Principal Investigator

A core team of researchers and engineers across Tokyo and Hanoi, a wider collaborator network, and the conditions for work that takes a decade rather than a quarter.

Read the Director's letter →

First conversations

First conversations
are welcome.

A talk you heard. A paper you read. A name someone mentioned. A passing thought about cognition × AI that you would like to explore aloud.

Any of these is reason enough. No formal proposal is required, no research plan, no decision about which working mode it might become. A short note — “here is what I am thinking about, would you talk?” — is the most useful place to start.

The Director responds personally, and treats first conversations as exploratory.

Write a note →

CORRESPOND

Correspondence

Get in touch.

Whether you have read the Letter, or just want to share a passing thought — a note is the best place to start. There is no shape an inquiry has to take. The Director responds personally.