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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Toshiaki Kakii

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#large language models Open access Sep 2026

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 positions Goal-Questioning as a Meta-Reasoning c...

Toshiaki Kakii · 0 citations
#small language model Open access Sep 2026

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 Harmonization Operator via Re-Dimension...

Toshiaki Kakii · 0 citations
#small language model Open access Sep 2026

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 Harmonization Operator via Re-Dimension...

Toshiaki Kakii · 0 citations

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