Software Research and Development Consulting

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...