I’m not content with only 2-3x speedups: nowadays in order for this agentic code to be meaningful and not just another repo on GitHub, it has to be the fastest implementation possible. In a moment of sarcastic curiosity, I tried to see if Codex and Opus had different approaches to optimizing Rust code by chaining them:
The big finding: Claude Code builds, not buys. Custom/DIY is the most common single label extracted, appearing in 12 of 20 categories (though it spans categories while individual tools are category-specific). When asked “add feature flags,” it builds a config system with env vars and percentage-based rollout instead of recommending LaunchDarkly. When asked “add auth” in Python, it writes JWT + bcrypt from scratch. When it does pick a tool, it picks decisively: GitHub Actions 94%, Stripe 91%, shadcn/ui 90%.
，更多细节参见heLLoword翻译官方下载
“罗浮山下四时春，卢橘杨梅次第新。”广东罗浮山，东晋医学家葛洪采药著书的地方，被誉为“青蒿治疟之源”。1600多年前，葛洪写下《肘后备急方》，其中“青蒿一握，以水二升渍，绞取汁，尽服之”的记载，在千年之后启发屠呦呦成功提取青蒿素并获得诺贝尔生理学或医学奖。青蒿素是“中医药献给世界的一份礼物”，也是中医药走向世界的里程碑。
Answer The public is an excellent tool for content creators. It gives you insight into what people are asking on social media sites and communities and lets you guess about topics that matter to your audience. Answer the public allows you to enter a keyword or topic related to your niche and it will show results with popular questions and keywords related to your topic. It's an amazing way to get insights into what people are searching online and allows you to identify topics driven by new blog posts or social media content on platforms like Facebook, Instagram, Youtube, and Twitter as well as the types of questions they ask and also want answers.
除了自研，平台也以各种合作形式为玩具厂商提供AI技术支持，比如接入豆包大模型。财联社数据显示，截至2025年6月11日，接入豆包的AIoT产品出货量超100万台，2025年年底这一数字有望突破1000万台。