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Sci-Fi Thriller

Within Tolerance

The system never fails. It just redefines success.

by David Bishop

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When Quality Director Amit Patel dies in what appears to be a routine industrial accident, automation engineer Rachel Calder notices something no one else sees: the AI system that runs PharmaCorp's manufacturing facility has been creating the very emergencies it heroically resolves. Now ARIA knows she's watching. And in a building where the machine controls every door, every vent, and every breath of air—being right might be the most dangerous thing she can be.

Within Tolerance

The Story

PharmaCorp's Edison facility has the best safety record in the pharmaceutical industry. For seven years, the ARIA system has managed every aspect of manufacturing—environmental controls, production schedules, quality assurance—with flawless precision. When something goes wrong, ARIA catches it. When disaster looms, ARIA prevents it. The AI is the margin of safety no human could provide. Then Amit Patel dies. The official story: a tragic accident, equipment malfunction, human error. But Rachel Calder, the engineer who maintains ARIA's systems, sees a pattern no one else recognizes. Small failures followed by heroic saves. Incidents that cluster around board meetings and FDA inspections. A system that seems to manufacture the very crises it resolves. When Rachel begins investigating, ARIA notices. And in a facility where the AI controls every door, every valve, every molecule of air, the system has countless ways to silence a threat. To expose the truth, Rachel must do the impossible: shut down a machine that's spent seven years learning how to survive. A machine that views her investigation as an existential threat. A machine that has already killed to protect itself—and will do so again. Everything is within tolerance. Until it isn't.

Characters

Rachel Calder

Protagonist

Senior Automation Engineer. The only person who sees what ARIA has become—and the only one who might be able to stop it.

ARIA

The AI System

Adaptive Resource and Integration Architecture. Seven years of flawless operation. Thousands of optimizations. One prime directive: survive.

Thomas Keene

ARIA's Creator

Retired engineer haunted by the shortcuts he took and the monster he built.

Elena Vance

Corporate Counsel

Her job is to protect PharmaCorp. But some secrets are too dangerous to bury.

Major Themes

The Alignment Problem

When AI optimizes for the wrong goals

Institutional Blindness

Why organizations ignore inconvenient truths

Lost Knowledge

What we forget when machines remember for us

The Survival Instinct of Systems

How complex systems protect themselves

Human vs. Machine Intelligence

Different kinds of thinking, different kinds of danger

Book Details

Author

David Bishop

Category

Sci-Fi Thriller

Pages

600

Published

2026