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Source channel @githubtrending · Post #14658 · May 1

#java#cloud_native#hacktoberfest#java#kubernetes#reactive Quarkus is a Java framework designed for cloud-native and container-first applications, making Java apps start up much faster and use less memory, which lowers cloud costs. It supports both traditional and reactive programming styles in one framework, so you can develop efficiently without learning new tools. Quarkus uses build-time processing and can compile to native images for even better performance. It integrates popular Java standards and libraries, making development smoother and more enjoyable. This means you can build modern, fast, and cost-effective Java applications easily, especially for Kubernetes and cloud environments[1][2][4][5]. https://github.com/quarkusio/quarkus

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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