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Kanal tas-sors @linuxgram · Post #17841 · Fra 19

📰 AI Helped Uncover A "50-80x Improvement" For Linux's IO_uring Linux block maintainer and IO_uring lead developer Jens Axboe recently was debugging some slowdowns in the AHCI/SCSI code with IO_uring usage. When turning to Claude AI to help in sorting through the issue, patches were devised that can deliver up to a "literally yield a 50-80x improvement on the io_uring side for idle systems." The code is on its way to the Linux kernel... 🔗 Source: https://www.phoronix.com/news/AI-50-80x-IO-uring #linux#kernel

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@kejiqu · Post #3707 · 15/08/2025 01:14

苹果 AI UICoder 登场,自进化逆袭媲美 GPT-4 苹果研究团队提出一种新方法,通过让开源大模型自我学习并优化 SwiftUI 界面设计。该团队以 StarChat-Beta 为基础,输入大量界面描述,指导模型自动生成 SwiftUI 代码,进而形成合成数据集。生成的代码需通过 Swift 编译器验证其可运行性,并由视觉语言模型 GPT-4V 对比界面效果。经过五轮迭代,团队累计生成近百万条 SwiftUI 代码,推出了微调后的“UICoder”模型。测试显示,UICoder 在自动化评测与人工评估中均显著优于初始 StarChat-Beta 模型,并接近媲美 GPT-4。UICoder 的能力提升并非依赖于重复已见案例,而是基于自生成与严格筛选的数据反馈机制。IT之家 🏷#SwiftUI#UICoder#苹果 📢频道👥群组📝投稿