Why AI Can’t Make Decisions — The Reason We Built Decision Trace Ledger Core
Introduction
Most modern AI systems are designed around:
Prediction
Scoring
Classification
In other wor...
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Deux Ex Machina
Is Kaizen Only Possible by Humans? Decision Trace Model × Multi-Agent Systems Unlock the Next Evolution of Improvement
In manufacturing, improvement (Kaizen) holds a special meaning.
Insights from the shop floor
Ingenuity of worker...
Creativity as Variation — The Essence of Human Creativity Revealed by LLMs and the Design of Controllable Creativity —
Introduction
One of the most fascinating applications of large language models (LLMs) is:
Creative Generation
For exa...
How Does AI Make Decisions in a World Without Data? — The Potential of Decision Systems in Medical Triage —
1. The Question
Can AI do anything without data?
Most AI systems today assume one thing:
👉 Data comes first
But in m...
From IoT as a Detection System to an IoT as a Decision System — The Next Generation of IoT Enabled by the Decision Trace Model × Multi-Agent Systems —
The Evolution of IoT
IoT has evolved as a technology for
👉 visualizing the state of the field
Collecting data t...
What is a Decision System? — From AI Prediction to Decision Systems
■ What is a Decision System?
A Decision System is a mechanism that transformsAI-generated “signal-like outputs” into ac...
What Is DSL? A Design for Adding Rigor to Prompts and the Decision Trace Model
With the rise of generative AI, prompts have rapidly moved to the center of many systems.
We instruct AI using natura...
Transforming Search into a Usable System — Decision Trace Model × Multi-Agent —
Why Is Search Available, Yet Not Usable?
In the past, when working on enterprise AI solutions,issues around search woul...
From Prediction & Analytics to Decision Infrastructure — Transforming the Future of FinTech with Decision Trace Model × Multi-Agent
FinTech has evolved primarily in the following areas:
Credit scoring
Fraud detection
Investment algorithms
...
Time Under the Cherry Blossoms
Spring begins quietly,and passes in an instant.
Cherry blossoms in full bloom are not only beautiful—they feel like a...