DeepSeek has proposed the concept of a Super-agent, arguing that an ideal personal agent should be continuous, efficient, proactive, and persistent. Current agents generally adopt an independent Session model, and the number of Sessions humans can follow in parallel is limited. To this end, DeepSeek has launched a two-tier Router plus Worker architecture that hides Sessions from the foreground and has the Router uniformly schedule a background resident Worker cluster to advance tasks — unlike agent clusters that disperse once the work is done. This solution identifies real needs through multiple types of trigger sources combined with dual filtering by rules and large models, adopts an asynchronous execution mode to decouple foreground interaction from background tasks, collects context through Inline and Spill mechanisms, and migrates agent reasoning and state to the cloud, retaining only a lightweight execution process locally together with an inspection mechanism, thereby achieving 24/7 uninterrupted operation. At present, the relevant experimental prototype has been open-sourced on GitHub, while issues such as cross-Session memory, permissions, and security remain to be resolved.
