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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

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Masanao Ishikawa

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#large language models Open access Sep 2026

Structured Meta-Objective Reframing via Multi-Agent Difference Processing: A Five-Dimensional Diff Analysis of Goal Reorganization in LLM Systems

Large language model (LLM) agents are typically optimized to achieve given objectives, but real-world objectives are often incomplete, ambiguous, or misaligned with underlying needs. This paper proposes a structured architecture for meta-objective reframing—the process of critically examining and reorganizing objective...

Masanao Ishikawa · 0 citations
#large language models Open access Sep 2026

Structured Meta-Objective Reframing via Multi-Agent Difference Processing: A Five-Dimensional Diff Analysis of Goal Reorganization in LLM Systems

Large language model (LLM) agents are typically optimized to achieve given objectives, but real-world objectives are often incomplete, ambiguous, or misaligned with underlying needs. This paper proposes a structured architecture for meta-objective reframing—the process of critically examining and reorganizing objective...

Masanao Ishikawa · 0 citations

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