TGINSIGHT SIMILAR POSTS
Source channel @githubtrending · Post #15532 · Feb 28
#go#2api#antigravity2api#cc2api#claude#claude_code#codex#crs#crs2#gemini Sub2API is an open-source AI API gateway that shares quotas from subscriptions like Claude Code ($200/month) across users via generated API keys. It manages multiple accounts, tracks token usage for precise billing, balances loads smartly, limits concurrency/rates, and offers an admin dashboard. Easy deployment via one-click script or Docker on Linux with PostgreSQL/Redis. You benefit by cutting AI costs through efficient sharing, accessing services seamlessly with native tools, and self-hosting for secure, scalable control without vendor lock-in. https://github.com/Wei-Shaw/sub2api
Search: #uicoder
@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