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

CONTROL AI / REAL-WORLD ADOPTION
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-Physica01 / KL-PHYSICA
A control AI concept for understanding abnormal plant behavior and exploring recovery strategies.
Illustrative simulation. The scenarios and outcomes shown are not validated plant performance.
Notice a change in plant behavior.
Connect the signals to a likely cause.
Compare a recovery plan with no action.
Let the operator approve the next move.
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
Develop AI models and software to understand equipment behavior, predict changes, and support control decisions.
Work with operational needs and constraints to explore how control AI can be evaluated and introduced into industrial settings.
Research and model development for control AI.
Computing infrastructure for AI development and evaluation.
Develop LLMs for specialized tasks.
Connect language models with manuals, logs, and other organizational knowledge.
Analyze changing signals with statistics, deep learning, and generative AI.
Extract useful information from images and video.
We previously developed AI systems and applications to support business operations and decision-making.
Our previous work included AI and digital transformation strategy, solution planning, and implementation support.
03 / ABOUT KLDainamix
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.
Kenta Yanagi’s research focuses on large language models (LLMs) and reinforcement learning.
Kenta on LinkedIn04 / CONTROL AI COLLABORATION
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 conversationWe usually reply within 3 business days.
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