In this talk we will introduce V-Assist: Vinted's internal home-grown AI agent framework that enables the whole organization to use agents for arbitrary tasks. We'll start by going through how engineers use it to automate workflows such as code review, incident analysis, performance tuning and more. We'll then focus on what it takes to build such a framework with emphasis on collecting the right context and tools, making sure they don't go stale and keep self-improving.