This week, we published the official integrated introduction of Papers #122 and #123, which form a core pillar of Ken Theory™.
Through this release, we presented—clearly and structurally for the first time—an answer to a long-standing central question:
“Where is responsibility generated, and where is it finalized?”
The series
Designing Responsibility in Probabilistic Systems
formalizes the often-blurred notion of responsibility in AI and probabilistic systems as a designable circuit structure, which we call the Responsibility Circuit.
■ Paper #122: Where Is Responsibility “Generated”?
Paper #122 demonstrates that responsibility does not naturally emerge from outputs or results.
Rather, it is already generated at the stage of question and observation design.
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Questions are not neutral; they pre-define the space of possibilities
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Failures in observation design (leakage, distortion, fragility, decoherence)
can destroy responsibility before any output is produced
The core contribution of this paper lies in clarifying that the origin of responsibility is the question itself.
■ Paper #123: Where Is Responsibility “Finalized”?
Paper #123 shows that responsibility cannot be completed without the design of interpretation.
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Interpretation is not mere “understanding,”
but the act of institutionally adopting meaning and granting it binding force -
Failures in interpretation lead to diffusion, hollowing-out, or institutional capture of responsibility
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Responsibility becomes irreversibly fixed at the moment interpretation is institutionally stabilized
■ The Responsibility Circuit
By integrating Papers #122 and #123, responsibility can be defined as the following structure:
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Observation Design → Possibility (generation of possibilities)
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Interpretation Design → Commitment (finalization of binding force)
Responsibility = Possibility × Commitment
Responsibility does not arise spontaneously from intelligence or outcomes.
It is a structure designed by how a civilization asks questions and how it interprets them.
■ Beyond AI Ethics: Toward a Theory of Civilizational Design
This series goes beyond AI ethics.
It redefines the generation and fixation of responsibility as a design problem across all uncertain decision-making systems, including public policy, legal institutions, science and technology, and organizational governance.
Responsibility is not something to be pursued after the fact.
It is a structure that must be designed in advance.
Practical Application of the Responsibility Circuit by the Ken Theory™ LLM Team
This week, as the Ken Theory™ LLM Team, we applied the Responsibility Circuit articulated in Papers #122 and #123 to a wide range of real-world emails and documents.
In practice, responsibility circuits tend to collapse in the following ways:
① Distortion of Question Design under Time Pressure (Observation Design)
When time is limited, even careful individuals lose clarity about
“what is being asked” and “what assumptions are in place.”
The distortions of the possibility space identified in Paper #122 (leakage, deformation) appear directly in the text.
② Instability of Interpretation Design under Pressure
Pressure from superiors or clients, as well as emotional strain,
causes the diffusion and hollowing-out of interpretation described in Paper #123.
As a result, what is institutionally adopted—and what becomes binding—grows unstable.
③ Structural Breakdown of Sentences Leading to LLM Misinterpretation
When the relationships among subject, predicate, and object collapse,
general-purpose LLMs may produce plausible but incorrect interpretations.
If such outputs are sent as-is, institutional misunderstandings become fixed,
and the “irreversible finalization of responsibility” described in Paper #123 occurs in an erroneous form.
This week marked significant progress in establishing a process whereby
the Ken Theory™ Team—through collaboration between humans and LLMs—intervenes appropriately at these structural failure points to keep the responsibility circuit intact under all conditions.
It was a week in which the Ken Theory™ principle
“Responsibility is designed”
was reproduced as an institutional reality within everyday documentation practice.
Reflections from the Online Worship Service
In this week’s online worship service, the pastor spoke on the words
“God opposes the proud but shows favor to the humble” (James 4:6).
This message resonated deeply with the discussion of the Responsibility Circuit.
To be humble means
to acknowledge that one’s observations are incomplete
and that one’s interpretations are not absolute.
This attitude is essential for avoiding the distortions of question design described in Paper #122 and the diffusion of interpretation described in Paper #123.
It constitutes the observer’s stance that underlies the responsibility circuit itself.
In practical work, observation and interpretation are easily destabilized by time constraints, pressure, and information overload.
At such moments, humility becomes the spiritual support that protects the responsibility circuit.
The worship service reminded us once again that
responsibility is both a structure and a posture.
Closing Remarks
Whether through academic publications or through direct and indirect practical engagements related to Ken Theory™,
we hope that the ongoing work of the Ken Theory™ Team will contribute to the international community in academic, practical, and global dimensions.
With humility, and with steady persistence, we intend to continue this journey.
As expressed in the official Ken Theory™ tagline,
the body of Ken Theory™ papers is always constructed with three perspectives in mind simultaneously:
the academic community, the practical world, and international society.
