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Examples of CTQP in practice

Openisec was conceived from the perspective of CTQP.

Aug 30, 2026

From the perspective of CTQP, I conceived Openisec, an open-source initiative, as follows. CTQP is not an approach for finding the correct answer, but to think and come up with the "right questions" to get the essence of a matter and turning that insight into proactive communication and real action.

Curiosity (Be curious)When AI chat tools first became a hot topic in the world, I decided to give them a try myself. Like everyone else, I quickly realized just how incredibly useful they are.
Thinking (Think critically)So, how and in what ways are they useful? It is not just their ability to search for information; it is the fact that they can instantly summarize that information clearly and provide customized responses tailored specifically to each user’s initial interests and questions.
Questioning (Ask the right questions)Amidst this, I started hearing voices calling for management to ensure "responsible AI usage," which made me wonder: "Wait, what exactly are we managing, and how do we do it?"
Proactivity (Act proactively)As an answer to that question, I launched Openisec—an open initiative that leverages AI to help individuals, organizations, and society make better decisions.

As shown above, the CTQP perspective is effective in guiding us toward structured thinking and proactive action.

In some cases, examining things from an even deeper angle, as follows, can help further organize our thoughts.

Curiosity (Be curious)I decided to look into what methods currently exist for "managing toward responsible AI usage."
Thinking (Think critically)Through this brief research, I came across various policy documents and guidelines. I also discovered two distinct approaches to management: one that promotes AI utilization (essentially taking risks), and another that focuses on preventing problems as much as possible (avoiding risks).
Questioning (Ask the right questions)In the midst of this, a new question struck me: "Even if we manage it, aren't policies and guidelines alone insufficient for understanding what is actually happening on the ground?"
Proactivity (Act proactively)As an answer to that question, I thought, "Yes, we should start by handling high-risk content with extra care, and ensure we can explain how decisions are being made—in other words, our first priority must be to fulfill accountability." With this approach, we are actively driving initiatives forward within Openisec.