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DeepSeek Pro

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Headlines · 3

  1. An OpenClaw Personal Finance Research Assistant

    A report describes an OpenClaw personal finance assistant designed to organize public financial materials, read announcements, track research views, and support decisions through Feishu, while leaving all trading decisions to the user and avoiding brokerage logins or automated orders. Its architecture combines an OpenClaw Gateway, persistent files, data and calculation tools, and task-specific models. The author reports that a trial verified a delegation path in which DeepSeek Flash handed work to Pro, Pro returned a result, and the main conversation replied. Routine work was assigned to Flash, formal research to Pro, and monetary calculations to fixed programs. Web search in regular business sessions, scheduled delivery, consistent calculation definitions, independent confirmation of the High thinking setting, and DeepSeek Pro’s reliability still require further validation.

    掘金 · 人工智能 · 🔥 0
  2. AgentProofBench Benchmarks Reusable Verifiers for Web Agents

    AgentProofBench links paired tests of frozen acceptance rules to web-agent executions from identical saved openings, evaluating reusable verification at both requirement and policy levels. The benchmark covers 97 tasks across 79 families and four web services, with instructions, states, programs, reference rules, and trajectories released. Experiments using DeepSeek Flash and DeepSeek Pro report that deployment-state panel correctness distinguishes program assignments with error-free panels from those containing panel errors.

    Hugging Face · Papers · 🔥 0
  3. Kimi K3 hands-on: strong 3D front-end coding, but quota burns fast

    A Juejin AI blogger published a hands-on test of Kimi K3, describing it as clearly stronger than the previous K2.7 on multi-modal front-end and 3D tasks, with a clean plan-then-verify workflow, but uneven across tasks. In the author's tests K3 handled a 3D garage page and a Super Mario recreation well, while it produced a flawed 3D billiards game and a less rich "cyberpunk Along the River During the Qingming Festival" scene than Fable 5. The author reports that access to K3 requires a 99-yuan-or-higher plan and that 1M context requires the 199-yuan tier, and that roughly five test pages exhausted a week's quota in under a day, with the first example alone using about 37% of the weekly allowance.

    掘金 · 人工智能 · 🔥 0

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