Unlike OpenAI's Codex or Anthropic's Claude Code, which require constant 1-on-1 human oversight, DeepSeek's new Super-agent is proactive and team-native. It monitors dev group chats, automatically reproducing and fixing bugs mentioned by team members without requiring explicit @ mentions.

How DeepSeek's Super-Agent Operates (in detail):

- Triggering (Reactive vs. Event-Driven): U.S. agents sit idle until prompted. DeepSeek's agent continuously monitors multi-channel streams (group chats, PRs) and self-triggers without explicit mentions.

- Scale (Team-Native vs. 1-on-1): Current tools are single-user assistants capped by individual attention spans. DeepSeek decouples storage and compute to sync context across an entire team.

- Resilience: An external Watchdog system enables continuous background operation instead of timing out in a browser tab.

- Self-Evolution: DeepSeek uses the agent internally to review code and autonomously iterate on its own Harness codebase.