我们是怎么做到的呢？ 很简单：只让 AI 来做 Review。 AI 不仅能提效，还有一个意想不到的好处，就是减少摩擦。人工 Review 很容易让人觉得是在「挑刺」，但如果是 AI 指出问题，工程师反而会感谢它帮自己排雷。 所以在我们团队里，大家都会相互推荐好用的 AI Review 工具。这种「好用」很难用量化指标衡量，更多取决于工程师的主观体验。 本期播客前半部分是任川的单人分享，后半部分是现场交流，原文约 14500 字，本文经过删减整理后约 5600 字。 任川单人分享 我们公司成立于去年 4 月，一开始就采用了 AI Native 的组织形式，两三个月后，就把 AI 深度嵌入了研发的各个环节，这一年多实践下来，效率和效果都很好。 今天我就会从工作流、人才、组织三个维度，分享我们打造 AI Native 工程团队的经验。 先说第一部分： 如何用 AI 重构研发工作流，把效率提升 10 倍。 所谓「10 倍提效」只是保守说法，实际体感远不止于此。拿 Code Review 举例，这件事即使在效率优化到极致的 Google，平均也要一两天，而我们只需 10 分钟。 在传统工作流里，我们通常会默认所有事都 ...

Core Viewpoint - The article discusses the challenges faced by recent computer science graduates in the U.S. job market, highlighting a significant increase in unemployment rates and the impact of AI on job opportunities in the tech industry [6][10][19]. Group 1: Job Market Trends - Since 2025, the U.S. IT job market has been experiencing a downturn, with the Bureau of Labor Statistics (BLS) revising down job growth figures for May and June, indicating a continued decline in job openings [7][10]. - The total number of IT jobs has decreased by 26,500 this year, significantly higher than the 6,200 job losses in the same period last year [7][8]. - The unemployment rate for the IT sector reached 5.5% in June, surpassing the national average of 4.2% [10]. Group 2: Impact of AI on Employment - The proliferation of AI programming tools has led to a reduced demand for entry-level software engineering positions, which are typically sought after by recent graduates [5][12]. - Many tech companies are adopting AI systems to screen resumes and conduct initial interviews, making it more challenging for candidates to stand out [13][19]. - Graduates report feeling trapped in a cycle where they must use AI tools to apply for jobs, while companies use AI to filter out applicants, creating a paradoxical situation [13][18]. Group 3: Graduate Experiences - Recent graduates have shared their frustrations, with some applying to thousands of positions without success, leading to feelings of despair and disillusionment [11][12]. - The job application process has become increasingly difficult, with many candidates facing automated assessments and AI interviews that lack human interaction [11][20]. - Some graduates express a preference for not participating in AI interviews, feeling that it undermines their dignity and the value of human interaction in the hiring process [15][17].