Guide

Why rollback matters for AI systems

A practical explanation of why AI changes need recovery paths, audit records, and reversible adoption models.

AI systems can change state through memory, tools, and adopted packets. When state changes, recovery matters. Rollback gives teams a defined way to reverse unsafe or unwanted effects.

In the NeuralWikis model, rollback is not an afterthought. It is part of the trust architecture.