Many people preparing for autumn campus recruiting into AI roles fail on timing, not ability. They polish a resume until September and discover the early round quietly opened in July, with top algorithm and AI product jobs already locked in their first batch. Others mass-apply for a week in the main round, then panic because they forgot that a late round is still ahead.