Why your AI response restarts on page refresh (and what it takes to prevent it)

Amber Dawson's article discusses the challenges of maintaining AI response continuity during network interruptions or page refreshes, a problem not stemming from AI models but from delivery mechanisms. Most AI applications utilize HTTP streaming, which fails to preserve response continuity if a user refreshes the page, loses connection, or switches devices. Traditional solutions like client-side buffering or response regeneration prove inadequate due to their limitations in handling network interruptions and session continuity. To address this, a system for resumable streaming is proposed, involving session identity, offset tracking, and ordered delivery with history. This infrastructure allows users to resume AI responses seamlessly, even across multiple devices, enhancing reliability and user trust in AI applications. The article emphasizes the need for systems like Ably AI Transport to manage session continuity and offset synchronization, ensuring that AI delivery is as dependable as the intelligence it provides.