Study Before the Ticket Arrives: Pre-Task Preparation for Enterprise Agents
TL;DR for operators Enterprise agents repeatedly entering the same document stores, applications, and tool environments often spend task-time compute rediscovering where information lives and how the environment behaves. The alternative tested here is to perform some of that discovery before real requests arrive and preserve what was learned as reusable artifacts. Samuel et al.’s Studying Without a Syllabus: Task-Agnostic Environment Preprocessing1 reports that 21 of 24 studied method-by-benchmark conditions improve over running the frozen solver with no preparation. The stronger result is not that more preparation is always better. A preparation strategy that works well in one environment can perform poorly in another, and larger study budgets do not reliably increase downstream reward. ...