Skyvern Speeds Up Web Agent by 2.3x by Replacing RAG with Progressive Disclosure
Original title:Progressive disclosure in agents to make them 2.3x faster
Skyvern shared an engineering retrospective on rethinking context management for web agents. By stripping out the traditional Retrieval-Augmented Generation (RAG) layer and implementing a progressive disclosure pattern, the team reduced unnecessary token overhead and accelerated overall agent execution by 2.3x. The shift underscores a growing realization in agent engineering: hierarchical, on-demand context expansion often delivers better latency and reliability than running heavy retrieval loops across sprawling web pages.
Why it's worth reading
It offers an instructive engineering counterpoint to default architectural bloat, showing how replacing complex RAG with progressive disclosure directly resolves agent latency bottlenecks.