机器之心报道 编辑：冷猫 AI 编程工具的进步速度正在迅速加快。 如果各位读者从事涉及代码相关的工作，应该很能察觉到近两年 AI 编程能力的进化幅度，GPT-5 和 Gemini 2.5 等最新前沿大模型已经让开发者在实际任务中一定 程度实现了自动化，近期发布的 Sonnet 4.5 又再次推动了这一进展。 再结合现在已经非常成熟 CLI、IDE 工具等的辅助，采用编码智能体进行开发工作已经成为了一种常态，甚至成为了一种新的生活方式。 不仅仅是程序员，产品类、设计类岗位的从业人员都已广泛采用 AI 编码智能体辅助工作，AI 生成的代码比例越来越高。 但是，AI 编码智能体仍然存在一些问题，比如代码质量不高，智能体分析效率低下等等。 那么，与其等待智能体分析生成或是多次「抽卡」的低效，有没有可能同时并行使用多个智能体进行工作呢？ Datasette 的创建者，独立开源开发者 Simon Willison 已经成为了 同 时使 用多个编码智能体 的开发者。 为此，他发布了一篇全新博客，分享了自己同时运行多个编码 AI 的经历和宝贵经验，引起了海外开发者们广泛的关注，在 X 上的推文已破 10 万阅读量。 拥抱并行 ...

Core Insights - Anthropic has officially launched the Claude 4 series models: Claude Opus 4 and Claude Sonnet 4, emphasizing their practical capabilities over theoretical discussions [2][3] - Opus 4 is claimed to be the strongest programming model globally, excelling in complex and long-duration tasks, while Sonnet 4 enhances programming and reasoning abilities for better user instruction responses [4][6] Performance Metrics - Opus 4 achieved a score of 72.5% on the SWE-bench programming benchmark and 43.2% on the Terminal-bench, outperforming competitors [6][19] - Sonnet 4 scored 72.7% on SWE-bench, showing significant improvements over its predecessor Sonnet 3.7, which scored 62.3% [15][19] New Features and Capabilities - Claude 4 models can utilize tools like web searches to enhance reasoning and response quality, and they can maintain context through memory capabilities [7][23] - Claude Code has been officially released, supporting integration with GitHub Actions, VS Code, and JetBrains, allowing developers to streamline their workflows [41][43] User Experience and Applications - Early tests with Opus 4 showed high accuracy in multi-file projects, and it successfully completed a complex open-source refactoring task over 7 hours [9][11] - Sonnet 4 is positioned as a more suitable option for most developers, focusing on clarity and structured code output [14][17] Market Positioning - The models are designed to cater to different user needs: Opus 4 targets extreme performance and research breakthroughs, while Sonnet 4 focuses on mainstream application and engineering efficiency [39][40] - Pricing remains consistent with previous models, with Opus 4 priced at $15 per million tokens for input and $75 for output, and Sonnet 4 at $3 and $15 respectively [38] Future Outlook - The introduction of Claude Code and the capabilities of Claude 4 models signal a shift in how programming tasks can be automated, potentially transforming the software development landscape [59][104] - The models are expected to facilitate a new era of low-cost, on-demand software creation, altering the roles of developers and businesses in the industry [105]