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Most systems do not fail because they lack data, effort, or intelligence.
They fail because they continue optimizing after losing the right to optimize.

THRESHOLD – QUANTITY – QUALITY is not a book about improvement.
It is a book about where improvement stops being legitimate.

This book formalizes a simple but brutal proposition:

If a system has crossed a threshold, optimization is no longer possible—only rationalized destruction.

Thresholds are not adjustable variables.
Quantity is not progress.
Quality is not choice.

These three statements cut through most modern beliefs about optimization, governance, AI scaling, metrics, and management. They explain why systems often look successful right before they collapse—and why “doing better” frequently accelerates failure instead of preventing it.

This is not a motivational book.
It does not offer frameworks to feel safer.
It does not provide tools to fix what is already structurally broken.

It is written for readers who would rather be uncomfortable and correct than confident and wrong.

If you are looking for reassurance, this book will disappoint you.
If you are looking for logical clarity at the edge where systems break, this book is for you.
The formal specification underlying this book is published on Zenodo:
https://doi.org/10.5281/zenodo.18449570

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