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Source channel @githubtrending · Post #15613 · Apr 12
#typescript Ralph is an autonomous AI agent that loops coding tools like Amp or Claude Code to fully implement your project's Product Requirements Document (PRD) by tackling one small user story per fresh iteration, using git history, progress.txt, and prd.json for memory. Setup is simple: install prerequisites, copy scripts or skills to your repo, generate a PRD, convert to JSON, then run `./scripts/ralph/ralph.sh` for up to 10 iterations until all tasks pass checks and complete. This saves you hours of manual coding on greenfield features, delivering working code reliably with minimal supervision. https://github.com/snarktank/ralph
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@kejiqu · Post #3707 · 08/15/2025, 01:14 AM
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