CONTROL AI / REAL-WORLD ADOPTION

Control AI.
For the
real world.

Our top priority is developing control AI and bringing it into real-world use. KLDainamix applies its expertise in AI research, software, and computing infrastructure to industrial operations.

Explore KL-Physica

01 / KL-PHYSICA

See the cause.
Test the response.

A control AI concept for understanding abnormal plant behavior and exploring recovery strategies.

Product concept / simulation excerpt00:25

Illustrative simulation. The scenarios and outcomes shown are not validated plant performance.

01

Detect

Notice a change in plant behavior.

02

Diagnose

Connect the signals to a likely cause.

03

Simulate

Compare a recovery plan with no action.

04

Review

Let the operator approve the next move.

What happens in the demo

In this example, a cooling pump loses performance. KL-Physica identifies the drift, forecasts a possible reactor trip, and proposes a recovery plan. The operator reviews the plan before control changes are made.

02 / Our focus

Developing control AI.
Bringing it into use.

Control AI development

Develop AI models and software to understand equipment behavior, predict changes, and support control decisions.

Toward real-world adoption

Work with operational needs and constraints to explore how control AI can be evaluated and introduced into industrial settings.

Supporting research and technology

  • AI research & model development

    Research and model development for control AI.

  • GPU & HPC infrastructure

    Computing infrastructure for AI development and evaluation.

  • Large language models

    Develop LLMs for specialized tasks.

  • Retrieval-augmented generation (RAG)

    Connect language models with manuals, logs, and other organizational knowledge.

  • Time-series analysis

    Analyze changing signals with statistics, deep learning, and generative AI.

  • Computer vision

    Extract useful information from images and video.

Past work

AI systems development

We previously developed AI systems and applications to support business operations and decision-making.

AI & DX consulting

Our previous work included AI and digital transformation strategy, solution planning, and implementation support.

03 / ABOUT KLDainamix

Control AI,
with society in mind.

Toward a society where humans and AI coexist.

We work toward a world where everyone can understand and use evolving technologies, including AI, in everyday life. Today, our top priority is control AI development and real-world adoption, drawing on our research and engineering experience.

Founder’s research

Kenta Yanagi’s research focuses on large language models (LLMs) and reinforcement learning.

Kenta on LinkedIn

Company information

Company
KLDainamix Inc. / 株式会社KLダイナミクス
Established
January 7, 2025
Representative
Kenta Yanagi · Founder & CEO
Office
3F Sobunkan Building, 6-25-14 Hongo, Bunkyo-ku, Tokyo, Japan
Access
4-minute walk from Todaimae Station

04 / CONTROL AI COLLABORATION

Bring control AI
closer to practice.

Contact us about control AI development, evaluation, and real-world adoption. Tell us about your equipment, operational challenges, or opportunities for research collaboration.

Start with a conversation about the use case, available data, and how to evaluate control AI in your setting.

Book a conversation

Get in touch

We usually reply within 3 business days.

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