AI治理最重要的能力：缺乏证据支持时懂得暂停
1）观点先行（P0） 一句话观点： 在 AI 协作里，最有价值的治理能力不是“更快修完”，而是“证据不够时敢停下，并把缺什么证据说清楚”。 2）治理背景（P1） 复杂系统里的真实问题，不是没人干活，而是大家都在干活，却很难判断到底有没有真的完成。 AI 参与后，这个问题会更明显： AI 很容易给出“看起来已经完成”的答案。 多个智能体并行提交回执，信息会很快变成噪音。 模块测试通过，常常被误读成系统已经恢复。 本地治理体系之所以更快，不是因为流程更短，而是因为它把“没完成”这件事制度化了： 可以停在中间状态。 可以明确写出阻断原因。 可以等证据补齐后再推进状态。 3）信号提取（P0）…
AI citation tracking: How to track (and grow) AI engine citations
AI search engine citation tracking helps measure brand visibility and authority in AI-powered search results. As AI-powered search…
Automating Tests with Playwright and Components Page Object Model: A Practical Approach
During test automation, one of the practices that helped me the most to maintain code organization and reusability…
Unlocking AI’s Mysteries
The algorithm knows you better than you know yourself. It curates your newsfeed, assesses your creditworthiness, even helps…
Prompt Engineering For Developers: 11 Concepts and Examples 🎯🧙♂️⚡
Prompt engineering is one of the best places to start in this era of AI. Understanding the core…
Navigating the ‘us vs. them’ mindset in product management: Practical strategies
Learn how to combat the us versus them mentality in the workplace to foster collaboration, innovation, and a…
Multi-Tenant SaaS Architecture – Database Per Tenant
SaaS applications benefit from the multi-tenant architecture. It makes the maintenance and enhancements of the software easier and…
The Rise of AI Programmers or the End of Human Programmers?
Recently, there’s been a groundbreaking news story that’s rocked the internet industry: A new player has entered our…
Neovim: A Powerful and Customizable Text Editor – An Introduction for Beginners
Neovim is a modern, powerful, and highly customizable text editor that builds upon thei foundation of Vim. It…
Jest Mastery: Elevating Your Testing Skills with Proven Best Practices
Ensuring the functionality of your code through writing tests not only ensures your code’s functionality but also boosts…