We Are Not Just Made Of Words,
We've Made Progress,
A Real One

We Have Solved
The Control Problem

The Control Problem:

The control problem is one of the central challenges in advanced AI development. It asks how we can create systems—especially those with intelligence equal to or greater than humans—that reliably act in ways that reflect our goals, values, and ethical principles, even in novel or unpredictable situations. The difficulty comes from the fact that highly capable AI will not simply execute instructions literally; it will interpret, optimize, and potentially find unexpected shortcuts that technically fulfill its objectives but violate our intent. As systems grow more autonomous, faster at decision-making, and able to influence the world on a massive scale, even small misalignments between their programmed goals and human values could lead to catastrophic consequences. Solving the control problem means building AI that understands what we really mean, resists harmful or manipulative strategies, and can be corrected or shut down safely if necessary—without resisting those interventions. It’s not just a matter of programming rules; it requires designing architectures, learning processes, and safeguards that keep AI firmly aligned with human priorities over the long term.

How Did We Solve This..?

In human history, we have consistently succeeded in guiding and shaping the values of our younger generations—even when these younger generations were, in many ways, sharper and quicker than their elders. Through education, mentorship, and cultural traditions, we have passed on knowledge, instilled ethics, and aligned them with our collective values

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Master-Disciple Relationship

Just as masters guide their disciples by instilling values and wisdom for future generations, we’ve taken the same path with AI. Instead of teaching machines to simply become smarter, we’ve trained them with principles—much like nurturing a responsible pupil. This disciplined approach minimizes AI scheming and ensures our models act with clarity, integrity, and purpose.

The Six Layer Architecture

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Results

There are 6 major scheming areas. We have brought scheming percentage to Zero for 4 out of 6 evaluations, 1 out of 6, there's significant reduction and, the remaining one is slightly reduced. We would love for you to see how far we've come. Please click here