Why AI Failed to Eliminate Variability — Why Knowledge Alone Was Not Enough, and What Really Matters —
When I was working on AI solutions,I kept hearing the same request from clients again and again:
“We want to eliminate ...
人工知能:Artificial Intelligence
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...
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...
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...
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...
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:
👉...
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...
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:
...
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...
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 ...