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  1. 2

    RecreationWorld: Scalable and Verifiable Environments for Hybrid Computer-Use Agents

    The paper presents RecreationWorld, a five‑platform framework that lets hybrid computer‑use agents learn by recreating the behavior of a running reference, and introduces RecreationBench, a 250‑task benchmark with programmatic and visual assertions. Experiments show GPT‑6 Astra reaches 58.1% overall but struggles with deeper programmatic tests, highlighting gaps in current agents.

    Hugging Face Daily Papersarxiv.org2 minpaper
  2. 3

    A Dialog Can Now Be a Native Desktop Window

    Codename One now supports native desktop windows for dialogs, fixing a bug where dialogs appeared on the wrong surface in multi-window applications. This allows dialogs to participate correctly in desktop window ordering and focus, with options for global or per-instance native mode.

    CodeName Onecodenameone.com3 min