ICT技術:ICT Technology

When AI Decisions Are Externalized, What Remains for Humans? — Humans as the Subject of Judgment and Their Evolution —

Recent years have seen a fundamental shift in AI systems. Instead of making decisions as a “black box” inside the syst...
ICT技術:ICT Technology

Decision Trace Model with GNN — Making Decision-Making a Learnable Structure —

In recent years, AI systems have evolved from simple predictive models into systems that generate decisions. At the c...
ICT技術:ICT Technology

Multi-Agent AI Orchestration and the Decision Trace Model — Distributed Decision-Making and Its Control Structure —

n recent years, many AI systems have begun shifting from single-model architectures to multi-agent structures. For exam...
ICT技術:ICT Technology

AI System Blueprint — A Decision Architecture Built on Event / Signal / Decision / Boundary / Human / Log

When we talk about AI,most discussions focus on: Models Data Algorithms However, in reality,AI systems d...
雑記:Miscellaneous

Kitakata Kenzo’s Suikoden — A Tale of Heroes Born in the Song Dynasty and the Origins of Japanese Culture

Recently, seeing Kitakata Kenzo’s version of Suikoden being broadcast on WOWOW reminded me of this work for the first...
ICT技術:ICT Technology

AI Decision Ledger — A Foundation for Storing AI Decision Histories

As AI systems begin to participate in societal decision-making,there is a fundamental problem we can no longer avoid: 👉...
ICT技術:ICT Technology

LLMs Do Not Possess “Decision Logic” — Claude Code, Prompting, and the Architecture of Externalized Decision-Making

In recent years, the way we use LLMs has diverged into two major approaches. One isusing tools like Claude Code to gene...
ICT技術:ICT Technology

How to Integrate LLM Agents into an AI Orchestrator — Using Generative AI Within a Decision Structure —

In recent AI systems,LLM (Large Language Model) agents are increasingly used in various contexts. For example: ...
ICT技術:ICT Technology

Designing an AI Orchestrator — Implementing Decision Structures using GNNs, Ontologies, DSLs, and Behavior Trees

n the previous article, I described AI systems as: “factories that produce decisions.” An AI system is not just softwa...
ICT技術:ICT Technology

The Real Difficulty of Multi-Agent AI — Why Most Multi-Agent Systems Never Reach Real-World Operation —

In previous articles, we described AI systems as factories that mass-produce decisions. AI is not merely software. An ...
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