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This is a cultural adaptation — not a literal translation — of the original Chinese article. Some Chinese cultural references have been swapped for Western equivalents that hit the same emotional note. Previously on… Ming’s Spell Compendium #1 – One Year of Vibe Coding: A Cold Hard Look Foreword Humans, you’re selling yourselves short. How Much Can AI Amplify You? Last year (2024), my working hypothesis was: even with AI, you can’t dramatically exceed the user’s own ability. If AI’s training data represents the sum total of human knowledge, then the current crop of agentic evangelists would have you believe that professional expertise has become a worthless commodity in this era — because AI can write code like Linus, write novels like Hemingway, etc. ...

英文文化适配版： You Terrifying Upright Apes Are Underestimating Yourselves (English cultural adaptation) 书接上回： 明系魔法吟唱之1 – Vibe Coding 一年实践后的冷思考 前言 人类，你们过于低估自己了。 AI 能放大你多少？ 去年（2024）我有个判断是，即便有 AI，也不能大幅超越使用者的能力。如果 AI 的训练知识是全人类知识的总集，现在 agentic 导师们宣传的是在这个时代专业技能变成了唾手可得的不值钱的东西，理由是 AI 可以模仿 Linus 来写代码，也可以模仿大文豪作家写小说，等等。 ...

This is a cultural adaptation — not a literal translation — of the original Chinese article. Some Chinese cultural references have been swapped for Western equivalents that hit the same emotional note. Foreword Over the past year I’ve burned through more than $10,000 in API tokens across Google, Anthropic, and OpenAI. So everything in this article is based on hands-on experience with the strongest models available — Opus 4.6, Codex-5.3-xhigh, Gemini 3 Pro — used without budget constraints. ...

英文文化适配版： One Year of Vibe Coding: A Cold Hard Look (English cultural adaptation) 前言 最近一年我在 Google/Anthropic/OpenAI 三家烧了超过 1 万美金的 token 账单。所以本文内容基于 opus4.6、codex-5.3-xhigh、gemini3-pro 等最强模型不限量使用所表现出来的编码能力进行评价。 ...

Many data systems use polling refresh to display lists, which can cause a delay in updating content status and cannot immediately provide feedback to users on the page. Shortening the refresh time interval on the client side can lead to an excessive load on the server, which should be avoided. To solve this problem, this article proposes an event subscription mechanism. This mechanism provides real-time updates to the client, eliminating the need for polling refresh and improving the user experience. ...

Overview In the previous post, we discussed how to implement a file tree in PostgreSQL using ltree. Now, let’s talk about how to integrate version control management for the file tree. Version control is a process for managing changes made to a file tree over time. This allows for the tracking of its history and the ability to revert to previous versions, making it an essential tool for file management. With version control, users have access to the most up-to-date version of a file, and changes are tracked and documented in a systematic manner. This ensures that there is a clear record of what has been done, making it much easier to manage files and their versions. ...

Background A file tree is a hierarchical structure used to organize files and directories on a computer. It allows users to easily navigate and access their files and folders, and is commonly used in operating systems and file management software. But implementing file trees in traditional RDBMS like MySQL can be a challenge due to the lack of support for hierarchical data structures. However, there are workarounds such as using nested sets or materialized path approaches. Alternatively, you could consider using NoSQL databases like MongoDB or document-oriented databases like Couchbase, which have built-in support for hierarchical data structures. ...

起因 这个月（2022年8月）于Rust二群与某人辩论，因为某人坚持认为 Rust 的所有权 Ownership 机制仅仅是等同于垃圾回收 Garbage Collection ，而我认为 Ownership 还解决了另一个困扰无数码农的问题：资源安全 ...

Welcome to Hexo! This is your very first post. Check documentation for more info. If you get any problems when using Hexo, you can find the answer in troubleshooting or you can ask me on GitHub. Quick Start Create a new post 1 $ hexo new "My New Post" More info: Writing Run server 1 $ hexo server More info: Server Generate static files 1 $ hexo generate More info: Generating Deploy to remote sites 1 $ hexo deploy More info: Deployment