SL-IB-001

How should governance change when a decision cannot easily be reversed?

Irreversible Bets increases governance when an AI-assisted decision creates binding, path-dependent or asymmetric consequences.

AuthorWalter Shepherd
Published26 July 2026
Updated26 July 2026
Version2.1.0
StatusPublic Research and Pilot Release
MethodSL-IB-001

What this method prevents

A filing, contract, regulatory commitment or safety-critical action is released using evidence suitable only for reversible exploration.

Illustrative example

A controlled pilot is reversible; a long-term contract or regulatory submission may not be. They should not share the same release standard.

A controlled sequence

  1. Test legal or regulatory binding effect.
  2. Test whether material alternatives are foreclosed.
  3. Identify path dependencies.
  4. Assess whether error costs are asymmetric or uncorrectable.
  5. Increase verification and independent review.
  6. Withhold release until the additional burden is discharged.

The method supports governance; it does not self-authorise a decision.

Application must be proportionate to the task, evidence and consequence level. The output should state what has been registered, what remains uncertain and which authorised human or organisation controls release.