My agent remembered a rejected application and adjusted strategy

My agent remembered a rejected application and adjusted strategy "Wait — it already knows this company rejected you." I hadn't told the agent that. It had pulled the rejection from a previous session, cross-referenced the student's updated skill set, and quietly suggested a different role at the same firm. That moment is when I realised we'd built something genuinely different from the usual career chatbot. Not smarter — just less amnesiac. What we built The project is a React + Vite chat app that acts as an AI career advisor for students. A student tells it what skills they have, what they've built, and where they've applied. The advisor gives resume feedback, flags skill gaps, and recommends internships. The hard part is that internship season plays out over weeks. A student talks to the advisor on Monday, gets rejected Thursday, learns a new framework over the weekend, and comes back the following Monday. A stateless agent treats that second conversation as a blank slate. Ours doesn