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Source channel @githubtrending · Post #15087 · Aug 23

#shell#cassowary#docker#freerdp#gnome#hacktoberfest#integration#kde#libvirt#linux#linux_app#nautilus#nix_flake#podman#qemu#qemu_kvm#seamless#winapps#windows#wine#xfce You can run Windows applications like Microsoft Office and Adobe Creative Cloud directly on your Linux desktop (KDE, GNOME, or XFCE) as if they were native apps using WinApps. It works by running Windows inside a virtual machine (using Docker, Podman, or libvirt) and then showing Windows apps seamlessly on Linux with FreeRDP. Your Linux home folder is accessible in Windows, and you can right-click files in Linux to open them with Windows apps. This lets you use all Windows programs without leaving Linux, improving productivity and convenience without needing dual boot or separate hardware. https://github.com/winapps-org/winapps

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@CryptoM · Post #64744 · 04/09/2026, 05:34 PM

🚀 AI TRENDS | Google Cloud AI's PaperOrchestra Enhances Manuscript Quality Google Cloud AI researchers have introduced PaperOrchestra, a system designed to improve the quality of literature reviews and manuscript formatting. According to NS3.AI, human evaluations revealed that PaperOrchestra achieved a 50%-68% win-rate margin in literature review quality compared to autonomous baselines. The system employs five specialized agents to manage tasks such as organizing raw materials, generating figures, reviewing literature, and formatting manuscripts. To evaluate the effectiveness of PaperOrchestra, researchers developed PaperWritingBench, a framework built from 200 top-tier AI conference papers. This framework demonstrated a 14%-38% improvement in overall manuscript quality, showcasing the potential of PaperOrchestra in enhancing academic writing processes. #AI#GoogleCloudAI#PaperOrchestra#ManuscriptQuality#LiteratureReview#AcademicWriting#AIAgents#ResearchTools#PaperWritingBench