PaperAgent

Oct 31, 2026 · Artificial Intelligence

DeepSeek's Super-Agent: Open-Source Architecture for Continuous, Proactive AI Collaborators

DeepSeek releases dsh-superagent-prototype, a next-gen agent architecture using a dual-layer Router/Worker design, event-driven triggers with two-level filtering and subscription pass-through, context management via inline/spill and chained recall, async ReAct loops, compute-storage separation, and a Watchdog for self-healing; experiments show 12.4 min p50 task completion but 3.8x token overhead versus single-session baselines.