What Happens When Your AI Feature Fails?

Designers should prioritize failure modes when creating AI features, using failure-mode tables to define API contracts and telemetry before incidents occur. In software development, Laravel Eloquent's save() method relies on the exists property to determine whether to perform an update or insert, rather than simply executing SQL. Meanwhile, Maersk utilized Pactum AI agents to autonomously negotiate freight lane contracts with carrier suppliers, shifting the procurement process from human-led support to fully autonomous end-to-end agreement management.