[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-41":3},{"id":4,"title":5,"title_en":6,"abstract":7,"abstract_en":8,"content":9,"content_en":10,"category":11,"banner_id":12,"banner_path":13,"tags":14,"is_recommend":16,"prev_article":17,"next_article":21,"created_at":25},41,"《10万行“屎山”与一人公司的赛博传销：AI成了外行收割外行的智商税？》","\"100,000 lines of\" shit mountains \"and the cyberpyramid scheme of one-person companies: AI has become a layman's IQ tax?\"","最近，中文互联网上正在上演一场名为“赛博炼金术”的群体癫狂。\n\n短视频平台上，这类叙事成了收割流量的","Recently, a group madness called \"Cyberalchemy\" is being staged on the Chinese Internet.\n\nOn Short Video platforms, this kind of narrative has become a key to harvesting traffic","最近，中文互联网上正在上演一场名为“赛博炼金术”的群体癫狂。\n\n短视频平台上，这类叙事成了收割流量的新型财富密码：\n* *“非计算机专业小白，靠 AI 一个月撸出 10 万行代码！”*\n* *“服务器都是 AI 教我买的，直接上线！”*\n* *“用 AI 实现一人公司，月入过万躺赚！”*\n\n这些内容的共性极其一致：**把需要严密逻辑的工程问题，降智成了简单的体力搬运活。**\n\n作为一个长期在底层逻辑、高并发架构和系统稳定性里打磨的开发者，看完这些令人窒息的操作，我的直观感受只有一句话：\n\n> [WARNING]\n> 在逻辑缺失的荒原上，AI 生成的代码越多，堆出来的“屎山”就越厚，距离系统性崩盘也就越近。\n\n---\n\n## 一、 10 万行代码：不是生产力，是“电子排泄物”\n\n在外行眼里，代码行数（LOC, Lines of Code）是用来炫耀的勋章；但在真正的软件工程里，**代码行数是维护成本，是系统负债**。\n\n### 1.1 AI 的“注水”本能：缺乏抽象的灾难\n在没有架构约束和严密逻辑指导的情况下，大模型最擅长的根本不是“优化”，而是疯狂地制造冗余：重复的逻辑、无效的嵌套、毫无意义的过度封装……\n\n你引以为傲的 10 万行代码，真实面目往往是：**1 万行勉强能跑的逻辑 + 9 万行毫无抽象能力的噪音**。\n\n> [!NOTE]\n> **真正的工程美学**：一个历经严苛测试、能扛住真实流量的线上教育平台，其核心架构不过也就 1 万 5 千行代码，且能把内存占用极致地压榨到仅仅 13MB。而那些靠 AI 凑出来的 10 万行未经处理的废料，跑起来连个 Hello World 都要吃掉几个 G 的内存。\n\n### 1.2 复杂度熵增：指数级的隐形炸弹\n系统的复杂度从来不是线性增长的，而是随着模块数和耦合关系呈**指数级飙升**。AI 只会不断地给你增加连接点，却绝对不会主动帮你解耦。结果就是：表面上点两下能跑，实际上只要有一丝并发流量涌入，瞬间就会变成无法调试的“电子骨灰盒”。\n\n### 1.3 并发与安全的“裸奔”\n消息顺序、死锁预防、数据一致性、分布式锁……只要漏掉其中任何一个，系统就会陷入“偶尔出错，且无法复现”的地狱模式。\n\n更别提那些埋在深处的 SQL 注入、权限越界和明文传输。连服务器怎么买都要问 AI 的人，有能力审计这些致命漏洞吗？所谓的“一人公司”，不过是在互联网大街上挂着 AI 的遮羞布裸奔。\n\n---\n\n## 二、 “一人公司”的幻觉：一场没有商业闭环的自嗨\n\n最大的荒谬甚至不在技术层面，而是他们彻底踩碎了商业常识。\n\n### 2.1 获客成本（CAC）的黑洞\n现实世界里，代码并不直接等同于钞票。在极其内卷的存量市场，流量获取成本高得惊人。但那些短视频里永远不会告诉你：如果你为了赚 100 块钱的订阅费，去平台投了 150 块钱的广告，这种“一人公司”本质上是在做赛博慈善。\n\n### 2.2 护城河的彻底归零\n如果你的产品只是“AI 提示词 + 简单的增删改查 + 拼凑的 UI”，那意味着你没有任何技术壁垒。你能用 AI 一个月“喂”出来的东西，任何一个正规的开发团队用一个星期就能复刻出更稳健、更便宜的版本。**没有逻辑护城河，你的项目在商业上就是断头的。**\n\n### 2.3 晒收益的“幸存者偏差”与造假\n* **你看到的**：是他们精心截取的 Stripe 沙盒（Sandbox）测试环境的虚假收入；\n* **你没看到的**：是高昂的服务器账单、昂贵的 API 调用费，以及断崖式下跌的用户留存率。\n\n---\n\n## 三、 揭开底牌：这是一条成熟的“收割产业链”\n\n别傻了，如果一个项目真的能躺着赚钱，他为什么要声嘶力竭地教你？这根本不是什么技术普惠，而是一场卖铲子的**赛博传销**。\n\n1. **制造恐慌**：用“普通人也能逆袭”、“再不上车就被时代抛弃”的叙事，精准击中你的职场焦虑。\n2. **隐藏代价**：只展示成功截图，绝口不提试错成本、失败率和后期维护的地狱级难度。\n3. **完成收割**：他们真正的盈利点，从来不是那个漏洞百出的破项目，而是卖给你的 AI 提示词课、高价的“一人公司训练营”，以及带着返佣链接的云服务器代理。\n\n他们把 AI 包装成了“自动赚钱机器”，卖的根本不是结果，而是你急于暴富的幻觉。\n\n---\n\n## 四、 拒绝绩优主义的毒药：夺回你的定义权\n\n这场 AI 狂欢背后，隐藏着一种极度病态的“绩优主义”焦虑：*别人用 AI 搞钱了，你还在打工，是因为你不够聪明、不够努力。*\n\n这是一种极其恶毒的偷换概念。商业的成功包含了资源、时机、认知护城河和运气，绝不是单靠“努力复制 AI 代码”就能跨越的。当你被这种单一的成功学标准绑架时，你也就成了这套收割机器上的完美耗材。\n\n> [!IMPORTANT]\n> **保持内在稳定**：承认客观的边界，不再用虚假的狂热来否定扎实的积累。别人在风口上飞，不代表你脚踏实地就是错的。\n\n---\n\n## 五、 结语：AI 不会毁掉你，偷懒的思考才会\n\nAI 是个好工具，但前提是你得搞清楚它的定位。\n\n$$\\text{AI 是强者的杠杆} \\neq \\text{外行的假肢}$$\n\n* **工程师用 AI**：是为了构建更庞大的系统、腾出精力去思考架构。\n* **投机者用 AI**：只是在拼凑代码、放大幻觉。\n\n一个在解决问题，另一个在成倍地堆积风险。在这个浮躁的时代，技术工具唾手得，但独立思考、分清是非、逻辑第一的能力，反而成了极其稀缺的奢侈品。\n\n最后送给那些沉迷于“10 万行代码奇迹”的人一句话：\n\n**AI 可以帮你敲出代码，但永远无法替你建立逻辑。** 当系统因为死循环崩溃、因为一致性错乱、因为没有真实价值而破产时，你才会发现：真正让大厦倾覆的，从来不是代码不够多，而是你思考得不够深。\n\n别让你的大脑，成为别人收割流量的跑马场。","Recently, a group madness called \"Cyberalchemy\" is being staged on the Chinese Internet.\n\nOn Short Video platforms, this kind of narrative has become a new type of wealth code for harvesting traffic:\n* * \"Xiaobai, who is not a computer major, relies on AI to generate 100,000 lines of code a month!\"*\n* * \"AI taught me to buy all the servers, so I can go online directly!\"*\n* * \"Use AI to realize a one-person company, and make more than 10,000 yuan a month!\"*\n\nThe commonalities of these contents are extremely consistent: ** Turn engineering problems that require strict logic into simple physical handling tasks. **\n\nAs a developer who has been polishing the underlying logic, high concurrency architecture and system stability for a long time, after reading these suffocating operations, my intuitive feeling is only one sentence:\n\n> [WARNING]\n> In the wasteland of lack of logic, the more code AI generates, the thicker the \"shit mountain\" will be and the closer it will be to a systemic collapse.\n\n---\n\n##1. 100,000 lines of code: not productivity, but \"electronic waste\"\n\nIn the eyes of the layman, LOC (Lines of Code) is a badge to show off; but in real software engineering, ** the lines of code are maintenance costs and system liabilities **.\n\n### 1.1 AI's \"water injection\" instinct: The disaster of lack of abstraction\nWithout architectural constraints and strict logical guidance, what big models are best at is not \"optimization\" at all, but frantically creating redundancy: duplicate logic, ineffective nesting, meaningless over-encapsulation...\n\nThe true appearance of the 100,000 lines of code you are proud of is often: ** 10,000 lines of logic that can barely run +90,000 lines of noise that have no abstraction ability **.\n\n> [! NOTE]\n> ** Real engineering aesthetics **: An online education platform that has undergone rigorous testing and can withstand real traffic. Its core architecture is only 15,000 lines of code, and it can squeeze memory usage to the extreme. Only 13MB. And those 100,000 lines of unprocessed waste gathered by AI will consume several gigabytes of memory when running.\n\n### 1.2 Entropy increase in complexity: exponential stealth bomb\nThe complexity of a system never increases linearly, but increases exponentially with the number of modules and coupling relationships. AI will only continue to add connection points to you, but it will never actively help you decouple. The result is: on the surface, you can run with two clicks, but in fact, as long as there is a trace of concurrent traffic, it will instantly become an \"electronic urn\" that cannot be debugged.\n\n### 1.3 Concurrent and safe \"streaking\"\nMessage sequencing, deadlock prevention, data consistency, distributed locking... As long as any of these are missed, the system will fall into a hell mode of \"occasionally making mistakes and cannot be repeated.\"\n\nNot to mention the deep-seated SQL injections, permission crossings and plaintext transfers. Can people who even ask AI how to buy servers have the ability to audit these fatal loopholes? The so-called \"one-person company\" is nothing more than running naked on the Internet street with AI hanging.\n\n---\n\n##2. The illusion of \"one-person company\": a self-celebration without a closed loop of business\n\nThe biggest absurdity is not even at the technical level, but that they completely trampled on business common sense.\n\n### 2.1 Cost of Customer Acquisition (CAC) Black Hole\nIn the real world, codes are not directly equivalent to banknotes. In an extremely convoluted stock market, the cost of acquiring traffic is alarmingly high. But those Short Video will never tell you: If you go to the platform and place a 150-yuan advertisement in order to earn a 100-yuan subscription fee, this \"one-person company\" is essentially doing cyber charity.\n\n### 2.2 Complete zeroing of the moat\nIf your product is just \"AI prompt words + simple additions, deletions, changes and inspections + patchwork UI\", it means that you have no technical barriers. What you can \"feed\" in a month with AI, any regular development team can reproduce a more robust and cheaper version in a week. ** Without a logical moat, your project is commercially dead. **\n\n### 2.3 \"Survivor Bias\" and Fraud in Publishing Earnings\n* ** What you saw **: It was the fake income from the Stripe Sandbox test environment they carefully intercepted;\n* ** What you didn't see **: It's high server bills, expensive API call fees, and a precipitous decline in user Retention rate.\n\n---\n\n##3. Uncover the trump card: This is a mature \"harvesting industry chain\"\n\nDon't be silly, if a project can really make money lying down, why would he teach you at the top of his lungs? This is not a technical benefit at all, but a cyber pyramid scheme selling shovels.\n\n1. ** Create panic **: Use the narrative of \"ordinary people can counterattack\" and \"you will be abandoned by the times if you don't get on the bus\" to accurately hit your workplace anxiety.\n2. ** Hidden Cost **: Only show screenshots of success, and never mention the cost of trial and error, failure rate, and hell-level difficulty of post-maintenance.\n3. ** Complete the harvest **: Their real profit point has never been that broken project full of loopholes, but the AI prompt words classes sold to you, the high-priced \"one-person company boot camp\", and the Cloud Virtual Machine agent with a rebate link.\n\nThey package AI as an \"automatic money-making machine\", and what they sell is not the result at all, but the illusion that you are eager to get rich quickly.\n\n---\n\n##4. Rejecting the poison of meritocracy: Taking back your right to define\n\nBehind this AI carnival lies an extremely morbid anxiety of \"meritocracy\": * Others use AI to make money, but you are still working because you are not smart enough or hard enough. *\n\nThis is an extremely vicious concept of stealing. Business success includes resources, timing, cognitive moat and luck, and cannot be overcome simply by \"working hard to copy AI code.\" When you are kidnapped by this single criterion of success, you become the perfect consumable on this harvesting machine.\n\n> [! IMPORTANT]\n> ** Maintain internal stability **: Recognize objective boundaries and no longer use false fanaticism to negate solid accumulation. Just because others are flying in the wind doesn't mean that you are wrong to be down-to-earth.\n\n---\n\n##5. Conclusion: AI will not destroy you, lazy thinking will\n\nAI is a good tool, but only if you understand its positioning.\n\n$$\\text{AI is the lever of the strong} \\neq \\text{amateur prosthetic}$$\n\n* ** Engineers use AI**: It is to build larger systems and free up energy to think about architecture.\n* ** Speculators use AI**: They are just piecing together code and amplifying illusions.\n\nOne is solving problems, the other is multiplying risks. In this impetuous era, technical tools are readily available, but the ability to think independently, distinguish right from wrong, and put logic first has become an extremely scarce luxury.\n\nFinally, I would like to give a word to those who are addicted to the \"miracle of 100,000 lines of code\":\n\n**AI can help you type out code, but it can never build logic for you. ** When the system collapses due to an infinite cycle, because of confusion in consistency, and because it has no real value, you will discover that what really topples the building is never that there is not enough code, but that you don't think deeply enough.\n\nDon't let your brain become a racetrack for others to harvest traffic.","go",34,"https:\u002F\u002Fblog4-1316398321.cos.ap-nanjing.myqcloud.com\u002Fblog5\u002F20260621005358__t2.png",[15],"GO",false,{"id":18,"title":19,"title_en":20},40,"避坑指南：IM 系统中如何优雅处理“多端登录”与连接竞争？","Guide to pitch-avoidance: How to gracefully handle \"multi-terminal login\" and connection competition in the IM system?",{"id":22,"title":23,"title_en":24},42,"从零搭建多币种支付系统：汇率动态转换实战","Building a multi-currency payment system from scratch: Practical practice of dynamic exchange rate conversion","2026-06-20T23:33:16.8463+08:00"]