Toshiaki Kakii

Goal-Questioning Beyond Explicit Conflict: Latent Conflict Discovery and Re-Dimensioning in CHORDI Meta-Reasoning

As large language models (LLMs) are increasingly used for autonomous decision-making and action support, it becomes important not only for them to achieve a given objective efficiently, but also to question whether that objective should be optimized as stated. This study position...

Beyond Knowledge: CHORDI as a Meta-Reasoning Framework for Responsible Reasoning and Action in Autonomous AI

Abstract Autonomous AI systems require more than knowledge and task optimization: they must also determine when a goal, value, safety consideration, or human interest creates a conflict that warrants reconsideration of the current evaluative frame. Building on CHORDI (Conflict to...

Beyond Knowledge: CHORDI as a Meta-Reasoning Framework for Responsible Reasoning and Action in Autonomous AI

Abstract Autonomous AI systems require more than knowledge and task optimization: they must also determine when a goal, value, safety consideration, or human interest creates a conflict that warrants reconsideration of the current evaluative frame. Building on CHORDI (Conflict to...

CHORDI: Conflict to Harmonization Operator via Re-Dimensioning and Integration

AI alignment has become an increasingly important challenge. Advances in AI knowledge and logical capability must be accompanied by ethical and socially responsive reasoning, including the capacity to consider the perspectives of affected individuals and society as a whole. A key...

CHORDI: Conflict to Harmonization Operator via Re-Dimensioning and Integration

AI alignment has become an increasingly important challenge. Advances in AI knowledge and logical capability must be accompanied by ethical and socially responsive reasoning, including the capacity to consider the perspectives of affected individuals and society as a whole. A key...