AI tools are altering how ventures form and how early‑career workers prepare for job market interactions. A Bank of America Institute report found growth in business applications without parallel hiring plans, signaling founders using AI to defer staff costs. Separately, young professionals are increasingly using ChatGPT to rehearse salary negotiations and difficult conversations, according to workplace surveys. For higher education this signals two pressures: entrepreneurship programs must adapt to new firm models that rely on tooling over headcount, and career centers must teach AI‑augmented soft‑skill rehearsal and negotiation strategies. Universities should update incubators, legal guidance for student founders, and career curricula to reflect AI‑enabled business models and prep practices.