When someone leaves a company or switches teams, their expertise often walks out the door. In this episode, Lucas and Luna explore how AI is changing the way organizations capture, structure, and pass on internal knowledge. They dive into the rise of AI-powered 'knowledge handoff' tools that turn chat logs, documents, and meeting recordings into living, searchable expertise bases. They discuss a real example: a mid-sized software firm that used one such tool to cut onboarding time for a senior engineer from six weeks to three, and how the system surfaced a critical database migration note that would have been lost. They also talk about the pitfalls: AI summaries that hallucinate, the risk of codifying outdated processes, and the cultural shift needed to get employees to actually contribute. With a nod to the human side, they consider whether AI can ever truly replace the tacit knowledge that lives in people's heads. This is a practical look at a quietly growing corner of workplace tech, with actionable takeaways for anyone who's ever inherited a mess of documents from a departed colleague.