[DeepSeek unveils Super-agent]

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    "url": "https://news.metal.com/newscontent/104189820-deepseek-unveils-super-agent",
    "title": "[DeepSeek unveils Super-agent] - Shanghai Metals Market",
    "excerpt": "On Oct 31, DeepSeek's Harness team published \"Super-agent Design Exploration: Toward More Autonomous Agent Systems.\" It says stronger models are spawning new application forms, as personal agents emerge, yet mainstream designs can hardly sustain this at scale: agents work in isolated sessions, capping single-task performance at model capability and multi-task at human attention. The team breaks these limits via a dual-layer architecture, event-driven asynchronous multi-channel interaction, storage-compute separation, and an external watchdog, moving session management to the system and humans up to decision-making. DeepSeek calls this paradigm \"Super-agent\" and says an internal instance is running, handling bug reproduction, code review, and Harness iteration.",
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    "published_at": "2026-10-31T15:01:00Z",
    "effective_date": "2026-10-31",
    "article_sentence": "DeepSeek calls this paradigm \"Super-agent\" and says an internal instance is running, handling bug reproduction, code review, and Harness iteration."
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