New frameworks now support AI agents that operate over days rather than minutes. These systems maintain state across long-term tasks, reducing the need for constant human prompts. OpenAI and other labs are shifting toward these persistent workflows. Practitioners can now deploy autonomous agents for complex, multi-step project management without manual restarts.