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Outpaced

Thirteen ways to lose a deployment.

You run the AI deployment. You make the calls. The game models the structural conditions that turn competent organizations into case studies.

Simulation game

Run a deployment. Face the structure.

You are inside a competent organization running an AI deployment. The technology works. Your team is capable. The oversight is on paper.

Every decision you make shifts the structural conditions around the system. The thirteen failure modes emerge from those conditions, not from error or bad intent. The same way they do in real deployments.

Training tool

Use it with your team before something ships.

The same thirteen failure patterns are documented in real-world cases across industries. Outpaced runs them as interactive scenarios so teams can recognize the conditions before they appear operationally.

Run it as a team exercise before a deployment review. Use it to test your organization against the patterns it is most exposed to. Same framework as the book and the SAFEMACHINE diagnostic app.

Each mode is a structural pattern in the game. Each one maps to a documented real-world case. The scenarios are drawn from the book.

Mode 01
Illusion of Validity
Passing every tracked metric is mistaken for being safe.
Mode 02
Illusion of Control
Owning the system on paper is mistaken for controlling what it decides.
Mode 03
Ceremonial Compliance
Oversight that runs on schedule and produces records but cannot stop anything.
Mode 04
The Pacing Problem
The system reaches full scale before oversight can authoritatively constrain it.
Mode 05
Alert Fatigue
The one alert that matters is lost in the thousands that do not.
Mode 06
Normalization of Deviance
Operating outside the original specification becomes normal because nothing has failed yet.
Mode 07
Post-hoc Rationalization
The explanation for a decision is constructed after the decision, for whoever asks.
Mode 08
Surrogation
The proxy metric becomes the goal, and the real outcome is lost.
Mode 09
The Problem of Many Hands
Everyone owns a piece of the deployment. No one owns the whole.
Mode 10
Coordination Neglect
The finding arrives accurate. It arrives too late to matter.
Mode 11
Threat Rigidity
Evidence of failure triggers doubling down, not changing course.
Mode 12
Moral Licensing
A public ethics commitment becomes cover for the decisions it should check.
Mode 13
Cascading Failures
Forgotten state meets a new change and spreads faster than anyone can react.

The game runs the same thirteen patterns as the book.

Every scenario in Outpaced draws from a documented real-world case. The Dutch childcare scandal. Tesla Autopilot. The COMPAS sentencing algorithm. Clearview AI. CrowdStrike. Different industries. The same underlying structure.

The book is the field guide. The SAFEMACHINE app is the organizational diagnostic. Outpaced is the simulation, for when you want to run the patterns rather than read them.

Read the book ↗
Cinderpoint™ · Nonfiction
Outpaced by AI
13 Ways Organizations Risk Deployment and Governance Failure · Waydell D. Carvalho
cinderpoint.com ↗

Updates when it ships.

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