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The book

How to survive the era of Liquid Evidence.

In a world rushing to adopt AI, few stop to ask the critical question: what happens when it goes wrong, and you cannot prove why it decided what it decided?

Finest Book Publishers · ISBN 978-1-918897-08-1 · Paperback & Kindle

Defensible AI book cover

What you'll take away

The framework, end to end

The diagnosis

Liquid Evidence

Why AI's justification evaporates the moment a decision is made, and the Solid, Viscous, Liquid taxonomy for knowing your state.

The measure

The R-Score

R = (V × H) / C. A bounded, anchored heuristic that turns "are we ethical?" into "what are we doing about the denominator?"

The controls

The Four Pillars

Named Owner, Evidence Loom, Intelligent Loop, and the Liability Kill-Switch: the architecture of a defensible decision.

The practice

Run it on Monday

Worked examples from regulated financial services, the Denominator Trap, and how to govern by arithmetic rather than checklists.

Who it's for

Written for the people who'll be asked "why?"

CEOs, CTOs, CIOs, CISOs, Chief AI Officers, board members, regulators, risk and compliance leaders, enterprise architects, and every practitioner who builds or governs consequential AI.