Rethinking DTM — What It Means to Connect AI to Human Society
As I continued writing blog posts and organizing them into books such as:
AI Is Not Prediction. It Is Decision. — A...
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The True Nature of the Cold Start Problem — Not Data Scarcity, but the Absence of Decision Structure
Machine learning becomes stronger with large amounts of data.
This is true.
However, in the real world of business and...
AI Agent Economy
AI Is Evolving from “Labor” to “Economic Actor”
Today’s AI is mainly used as:
a system that assists human work.
...
Should AI Aim for the “Ultimate Intelligence”? Intelligence Field and the Redesign of the Conditions for Social Existence
Previously, when thinking about the relationship between Bauhaus design philosophy and AI, I wrote that what truly matte...
Decision Trace Model × Multi-Agent Transforming Logistics (Delivery & Transportation) — Evolving from Optimization to Execution-Driven Decision Systems —
Introduction
In logistics operations, the following challenges occur on a daily basis:
Delivery delays
Variab...
How Design Changes with Decision Trace Studio — And How to Build Designed Decisions into a Real System
How Design Changes with Decision Trace Studio — And How to Build Designed Decisions into a Real System
Introduction
In...
From Recording Expertise to Reproducible Decision-Making — How Decision Trace Model × Multi-Agent Transforms Knowledge Transfer in Manufacturing
Introduction
Manufacturing is now at a major turning point.
Retirement of veteran engineers
Severe labor shor...
Decision Trace Model 完全ガイド – AIを予測から意思決定インフラへ
Decision Trace Modelとは何か？AIを予測から意思決定システムへ進化させるフレームワークを、構造・アーキテクチャ・ユースケースまで体系的に解説。
AI Orchestrator Architecture — A Decision OS for Controlling Multi-Agent AI
In recent years, AI systems have rapidly become more complex.
Previously, the typical structure was:
One model
...
Externalizing Judgment in Machine Learning Systems — The Design Philosophy Behind the Decision-Oriented Signal Platform —
Most AI platforms are designed around a single goal: building smarter models.
Improve accuracy.Increase inference speed...