A new research proposal suggests treating LLM context windows as active workspaces rather than simple chat interfaces. This approach emphasizes state management and persistent memory for complex tasks. Practitioners can leverage this to build more reliable long-term workflows. The concept remains theoretical and lacks a production-ready implementation for most developers.