LARGEACT AI
LARGEACT AI
LARGEACT AI
LARGEACT AI
LARGEACT AI
LARGEACT AI

LARGEACT AI Learning Rights Infrastructure

The only technology that quantifies what AI has learned and measures each content’s contribution — enabling a symbiotic framework for humans and machines.

February 28

12:18:28

LARGEACT AI

LARGEACT AI Learning Rights Infrastructure

The only technology that quantifies what AI has learned and measures each content’s contribution — enabling a symbiotic framework for humans and machines.

February 28

12:18:28

LARGEACT AI

LARGEACT AI Learning

Rights Infrastructure

The only technology that quantifies what AI has learned and measures each content’s contribution — enabling a symbiotic framework for humans and machines.

February 28

12:18:28

LARGEACT AI

About Us

We are LARGEACT AI.

Through the “LARGEACT AI” business, which represents humanity's learning contribution rights, we claim dividend rights from AI, create official AI products, and operate SEEAT, an AI learning revenue dividend security serving as a universal revenue source for humanity

Proof of Intelligence

AI Learning Validation Layer

Proof of Intelligence

AI Learning Validation Layer

Proof of Intelligence

AI Learning Validation Layer

Presecutors Dilemma

Evidence-Driven Reasoning Algorithm

Presecutors Dilemma

Evidence-Driven Reasoning Algorithm

Presecutors Dilemma

Evidence-Driven Reasoning Algorithm

Ghost Call

Latent Signal Extraction Solution

Ghost Call

Latent Signal Extraction Solution

Ghost Call

Latent Signal Extraction Solution

Pre Mortem

Predictive Failure Intelligence System

Pre Mortem

Predictive Failure Intelligence System

Pre Mortem

Predictive Failure Intelligence System

LARGEACT AI

Left Hand
Left Hand
Right Hand
Right Hand
Left Hand
Right Hand
Right Hand

Where AI learning becomes measurable.

Where AI learning becomes measurable.

Left Hand
Right Hand

Where influence leaves evidence.

Right Hand
Right Hand
Left Hand
Left Hand

No brief. Just curiosity.

Left Hand
Right Hand
Right Hand

Built by hand, refined by code.

Left Hand
Right Hand

Next human IP,DR(Sapiens DistrIiburion Right) “SEEAT”

Right Hand

Human creativity. Machine accountability.

Services

What OUR
TECHNOLOGY

LARGEACT AI develops systems to detect, quantify, and structure the impact of human content on AI learning. In the era of AGI, we enable a model of coexistence and accountable distribution between humans and machines.

[

01

]

Proof of intelligence

A proprietary framework designed to quantify what artificial intelligence systems have learned. It identifies content-level contribution and measures influence beyond surface similarity, enabling verifiable attribution.

[

02

]

prosecutor’s dilema

[

03

]

Ghost Call™ Agentic AI

[

04

]

pre-mortem

Explore how AI learning can be measured and structured.

Services

What OUR
TECHNOLOGY

LARGEACT AI develops systems to detect, quantify, and structure the impact of human content on AI learning. In the era of AGI, we enable a model of coexistence and accountable distribution between humans and machines.

[

01

]

Proof of intelligence

A proprietary framework designed to quantify what artificial intelligence systems have learned. It identifies content-level contribution and measures influence beyond surface similarity, enabling verifiable attribution.

[

02

]

prosecutor’s dilema

[

03

]

Ghost Call™ Agentic AI

[

04

]

pre-mortem

Explore how AI learning can be measured and structured.

Services

What OUR
TECHNOLOGY

LARGEACT AI develops systems to detect, quantify, and structure the impact of human content on AI learning. In the era of AGI, we enable a model of coexistence and accountable distribution between humans and machines.

[

01

]

Proof of intelligence

A proprietary framework designed to quantify what artificial intelligence systems have learned. It identifies content-level contribution and measures influence beyond surface similarity, enabling verifiable attribution.

[

02

]

prosecutor’s dilema

[

03

]

Ghost Call™ Agentic AI

[

04

]

pre-mortem

Explore how AI learning can be measured and structured.

MARKET SIGNAL

ACT,
ASSETIZE + QUANTUM ENCODING

Our methodology is structured to detect, validate, and quantify AI learning through layered probing, parameter extraction, and attribution modeling.

Detection meets attribution — explore the full methodology.

Explore the architectures we’ve developed — and the systems shaping AI accountability.

FAQ

UNDERSTANDING POI & “SEEAT”BUSINESS

Technical insights into our AI influence quantification framework.

LARGEACT AI & AI Learning Rights

[

01

]

What is SEEAT?

Yes, the seed is the original existing IP (copyright property rights) of humanity that AI absorbs and learns from. Copyright and intellectual property rights were originally defined among people in the era before AI existed, but as AI intervenes and exerts enormous influence beyond the law, it has generated rights that apply only to AI (such as claim rights and learning dividend rights).


[

02

]

To whom is SEEAT given? Is it to writers or artists?

[

03

]

Will SEEAT become a universal income for humanity?

Framework & Technology

[

04

]

Is LargeAct a SEEAT development company?

[

05

]

Does LargeAct represent class actions?

[

06

]

What is a SEEAT Asset Management Company?

Economy & Future Impact

[

07

]

Is LargeAct a litigation agency, an asset management company, or an AI product development company?

[

08

]

Can a deceased Michael Jackson release a new song, or Andy Warhol hold a new exhibition, or the late Chairman Lee Kun-hee attend a Samsung shareholders’ meeting?

FAQ

UNDERSTANDING POI & “SEEAT”
BUSINESS

Technical insights into our AI influence quantification framework.

LARGEACT AI & AI Learning Rights

[

01

]

What is SEEAT?

Yes, the seed is the original existing IP (copyright property rights) of humanity that AI absorbs and learns from. Copyright and intellectual property rights were originally defined among people in the era before AI existed, but as AI intervenes and exerts enormous influence beyond the law, it has generated rights that apply only to AI (such as claim rights and learning dividend rights).


[

02

]

To whom is SEEAT given? Is it to writers or artists?

[

03

]

Will SEEAT become a universal income for humanity?

Framework & Technology

[

04

]

Is LargeAct a SEEAT development company?

[

05

]

Does LargeAct represent class actions?

[

06

]

What is a SEEAT Asset Management Company?

Economy & Future Impact

[

07

]

Is LargeAct a litigation agency, an asset management company, or an AI product development company?

[

08

]

Can a deceased Michael Jackson release a new song, or Andy Warhol hold a new exhibition, or the late Chairman Lee Kun-hee attend a Samsung shareholders’ meeting?

FAQ

UNDERSTANDING POI &
“SEEAT”BUSINESS

Technical insights into our AI influence quantification framework.

LARGEACT AI & AI Learning Rights

[

01

]

What is SEEAT?

[

02

]

To whom is SEEAT given? Is it to writers or artists?

[

03

]

Will SEEAT become a universal income for humanity?

Framework & Technology

[

04

]

Is LargeAct a SEEAT development company?

[

05

]

Does LargeAct represent class actions?

[

06

]

What is a SEEAT Asset Management Company?

Economy & Future Impact

[

07

]

Is LargeAct a litigation agency, an asset management company, or an AI product development company?

[

08

]

Can a deceased Michael Jackson release a new song, or Andy Warhol hold a new exhibition, or the late Chairman Lee Kun-hee attend a Samsung shareholders’ meeting?

GOOD WORDS

Sungpil Park / Director
Supporting your commitment to meaningful progress.
Inje Cho / Chairman, ACTNERLAB
Leading innovation through vision and collaboration.
Youngmi Yang / Lead Writer, KBS
Celebrating storytelling that inspires and connects.
Jaehyuk Yoo / Producer, Disney Drama “Moving”
Wishing continued success in global storytelling and production.
Jungik Cho / Executive Director, KB Securities
Respect for your insight and leadership in financial markets.
Sungpil Park / Director
Supporting your commitment to meaningful progress.
Inje Cho / Chairman, ACTNERLAB
Leading innovation through vision and collaboration.
Youngmi Yang / Lead Writer, KBS
Celebrating storytelling that inspires and connects.
Jaehyuk Yoo / Producer, Disney Drama “Moving”
Wishing continued success in global storytelling and production.
Jungik Cho / Executive Director, KB Securities
Respect for your insight and leadership in financial markets.
Sungpil Park / Director
Supporting your commitment to meaningful progress.
Inje Cho / Chairman, ACTNERLAB
Leading innovation through vision and collaboration.
Youngmi Yang / Lead Writer, KBS
Celebrating storytelling that inspires and connects.
Jaehyuk Yoo / Producer, Disney Drama “Moving”
Wishing continued success in global storytelling and production.
Jungik Cho / Executive Director, KB Securities
Respect for your insight and leadership in financial markets.

Adviser.

Daniel Sohn / CEO, InnovationFund.co.kr
Supporting your commitment to innovation and forward-thinking leadership.
Sungho Choi / a representative lawyer, VEAT Law Firm
Bridging law and technology with strong leadership and vision.
Rancho Lee / CEO, SIMSAN
Wishing continued creativity and meaningful impact.
Suhyun Ahn / Director
Respect for your dedication and professional excellence.
Hyunrae Cho / Director
Wishing continued growth and lasting contribution.
Daniel Sohn / CEO, InnovationFund.co.kr
Supporting your commitment to innovation and forward-thinking leadership.
Sungho Choi / a representative lawyer, VEAT Law Firm
Bridging law and technology with strong leadership and vision.
Rancho Lee / CEO, SIMSAN
Wishing continued creativity and meaningful impact.
Suhyun Ahn / Director
Respect for your dedication and professional excellence.
Hyunrae Cho / Director
Wishing continued growth and lasting contribution.
Daniel Sohn / CEO, InnovationFund.co.kr
Supporting your commitment to innovation and forward-thinking leadership.
Sungho Choi / a representative lawyer, VEAT Law Firm
Bridging law and technology with strong leadership and vision.
Rancho Lee / CEO, SIMSAN
Wishing continued creativity and meaningful impact.
Suhyun Ahn / Director
Respect for your dedication and professional excellence.
Hyunrae Cho / Director
Wishing continued growth and lasting contribution.

Adviser.

J. Jang / Fish & Richardson LLC.
Wishing continued success at the forefront of law and innovation.
Elizabeth Shin / Burford Capital
Supporting bold thinking and clarity in global legal finance.
Selim Lee / director, CLARIVATE.COM
Driving insight where intelligence meets influence.
Jaeyoung Ahn / a managing director, Hana S&B Investment
Wishing success in shaping the future through strategic investment.
Kyung Hwan Lim / CEO, BECU AI
Respect for your leadership in advancing AI innovation.
Young S. Park / CEO, Lambda256
Building the future of digital infrastructure with vision and precision.
J. Jang / Fish & Richardson LLC.
Wishing continued success at the forefront of law and innovation.
Elizabeth Shin / Burford Capital
Supporting bold thinking and clarity in global legal finance.
Selim Lee / director, CLARIVATE.COM
Driving insight where intelligence meets influence.
Jaeyoung Ahn / a managing director, Hana S&B Investment
Wishing success in shaping the future through strategic investment.
Kyung Hwan Lim / CEO, BECU AI
Respect for your leadership in advancing AI innovation.
Young S. Park / CEO, Lambda256
Building the future of digital infrastructure with vision and precision.
J. Jang / Fish & Richardson LLC.
Wishing continued success at the forefront of law and innovation.
Elizabeth Shin / Burford Capital
Supporting bold thinking and clarity in global legal finance.
Selim Lee / director, CLARIVATE.COM
Driving insight where intelligence meets influence.
Jaeyoung Ahn / a managing director, Hana S&B Investment
Wishing success in shaping the future through strategic investment.
Kyung Hwan Lim / CEO, BECU AI
Respect for your leadership in advancing AI innovation.
Young S. Park / CEO, Lambda256
Building the future of digital infrastructure with vision and precision.

Adviser.

LARGEACT®

Built by operators,
presenters.

Join the structure.

If you build with intention and think in systems, we should talk.

Our work is not driven by titles, but by ownership. Every project is shaped by people who understand structure, execution, and long-term consequence.

LARGEACT®

Ted Kang

Ph.D., TSIS | CEO of Tongyang Networks | Chief Technology Officer (CTO) | AX (AI Transformation) Specialist

LARGEACT®

Y. T. Shim

Ph.D. | Seoul National University & Duke University | Intellectual Ventures | IP (Intellectual Property) Specialist

LARGEACT®

Jason Lee

MBA | Yale University & Brown University | LS Investment | Private Equity (PE) & Venture Capital (VC) Specialist

LARGEACT®

Kay Lee

CSAO. sXe. YONSEI MBA ,IP/DR PLANNER,VENTURE CAPITALIST former IPNOMICS co.CEO

LARGEACT®

Built by operators,
presenters.

Join the structure.

If you build with intention and think in systems, we should talk.

Our work is not driven by titles, but by ownership. Every project is shaped by people who understand structure, execution, and long-term consequence.

LARGEACT®

Ted Kang

Veteran Entrepreneur in IT, Media & Network Infrastructure | Led Large-Scale Data Systems, Security, and Digital Content Projects | Strategic Advisor for Technology & Business Execution Based on Industry Practice

LARGEACT®

Y. T. Shim

Research Professor at SUNY Korea | Expert in Intellectual Property Law & IP Strategy | Engineering–Law Convergence Specialist and Co-CEO of Large·Act Leading Legal & Strategic Operations

LARGEACT®

Jason Lee

Private Equity Specialist Focused on Carbon-Negative Projects | 15+ Years of PE & VC Experience | Led Investments Totaling KRW 480 Billion

LARGEACT®

Jinwook Jung

Vice President of Korea Intelligence Information Industry Association & Metaverse Industry Association | CEO of Seerslab | Former CTO Strategy Lead at SK Telecom and Mobile Solutions Manager at Samsung Electronics

LARGEACT®

Built by operators,presenters.

Join the structure.

If you build with intention and think in systems, we should talk.

Our work is not driven by titles, but by ownership. Every project is shaped by people who understand structure, execution, and long-term consequence.

LARGEACT®

Ted Kang

Veteran Entrepreneur in IT, Media & Network Infrastructure | Led Large-Scale Data Systems, Security, and Digital Content Projects | Strategic Advisor for Technology & Business Execution Based on Industry Practice

LARGEACT®

Jason Lee

Private Equity Specialist Focused on Carbon-Negative Projects | 15+ Years of PE & VC Experience | Led Investments Totaling KRW 480 Billion

LARGEACT®

Y. T. Shim

Research Professor at SUNY Korea | Expert in Intellectual Property Law & IP Strategy | Engineering–Law Convergence Specialist and Co-CEO of Large·Act Leading Legal & Strategic Operations

LARGEACT®

Jinwook Jung

Vice President of Korea Intelligence Information Industry Association & Metaverse Industry Association | CEO of Seerslab | Former CTO Strategy Lead at SK Telecom and Mobile Solutions Manager at Samsung Electronics

Careers

Advance AI Learning Accountability

We seek individuals who understand that AI learning must be detectable, quantifiable, and accountable.

The Work

LARGEACT AI develops the Proof of Influence™ framework —
a detection architecture designed to identify what AI systems have learned and how influence is formed.

Why It Matters

AI systems learn from human-created content at scale.
Without measurable attribution, influence becomes invisible.
We build the infrastructure that makes learning traceable.

What You’ll Work On

• Latent structure probing
• Ghost Call™ model interrogation
• SPIP & DAN validation systems
• Influence-based attribution modeling

Who We Seek

• AI systems researchers
• Machine learning engineers
• Model evaluation specialists
• AI governance & infrastructure experts

Ready to contribute to

measurable AI accountability?

Careers

Advance AI Learning Accountability

We seek individuals who understand that AI learning must be detectable, quantifiable, and accountable.

The Work

LARGEACT AI develops the Proof of Influence™ framework —
a detection architecture designed to identify what AI systems have learned and how influence is formed.

Why It Matters

AI systems learn from human-created content at scale.
Without measurable attribution, influence becomes invisible.
We build the infrastructure that makes learning traceable.

What You’ll Work On

• Latent structure probing
• Ghost Call™ model interrogation
• SPIP & DAN validation systems
• Influence-based attribution modeling

Who We Seek

• AI systems researchers
• Machine learning engineers
• Model evaluation specialists
• AI governance & infrastructure experts

Ready to contribute to

measurable AI accountability?

Careers

Advance AI Learning Accountability

We seek individuals who understand that AI learning must be detectable, quantifiable, and accountable.

The Work

LARGEACT AI develops the Proof of Influence™ framework —
a detection architecture designed to identify what AI systems have learned and how influence is formed.

Why It Matters

AI systems learn from human-created content at scale.
Without measurable attribution, influence becomes invisible.
We build the infrastructure that makes learning traceable.

What You’ll Work On

• Latent structure probing
• Ghost Call™ model interrogation
• SPIP & DAN validation systems
• Influence-based attribution modeling

Who We Seek

• AI systems researchers
• Machine learning engineers
• Model evaluation specialists
• AI governance & infrastructure experts

Ready to contribute to

measurable AI accountability?

Strategic Signals from the Edge of AI and IP.

Strategic Signals from the Edge of AI and IP.

Insights on AI monetization, IP strategy, capital structure, and the systems shaping next-generation industries.

LARGEACT®

Latest Intelligence &

Announcements

Latest Intelligence &

Announcements

Person in a white off-shoulder top using a MacBook laptop, with text overlay 'What's new in digital?' and the fabrica® logo in the top corner.

LARGEACT AI

Engage the Framework — Request Technical Overview

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© 2026 LARGEACT.

Engage AI Accountability

Tell us about your AI evaluation needs — whether it involves model learning detection, influence quantification, or attribution architecture.

Structured Evaluation

We assess AI systems through layered probing, parameter extraction, and cross-modal validation to identify measurable learning evidence.

Measurable Attribution

We provide structured reporting that quantifies influence and supports accountable distribution frameworks.

LARGEACT AI

Engage the Framework — Request Technical Overview

By submitting, you agree to the collection and use of your personal information.

Engage AI Accountability

Tell us about your AI evaluation needs — whether it involves model learning detection, influence quantification, or attribution architecture.

Structured Evaluation

We assess AI systems through layered probing, parameter extraction, and cross-modal validation to identify measurable learning evidence.

Measurable Attribution

We provide structured reporting that quantifies influence and supports accountable distribution frameworks.

Newsletter

Proof of Influence™ Briefing

Receive updates on AI learning detection frameworks, attribution research, and influence quantification architecture.

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Newsletter

Proof of Influence™ Briefing

Receive updates on AI learning detection frameworks, attribution research, and influence quantification architecture.

Enter your email, hit subscribe

Newsletter

Proof of Influence™ Briefing

Receive updates on AI learning detection frameworks, attribution research, and influence quantification architecture.

Enter your email, hit subscribe

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