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What Will Humans Lose? The Cognitive Crisis in the Age of AI
Updated date:13 min readA reflection on reality, concepts, language, and AI: why large language models are powerful, where abstraction introduces distortion, and why humans still need to reconnect symbols back to the real world.
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The Future AI Ecosystem: From Isolated Islands to an Interconnected Service Network
Published date:13 min readWhen AI services blossom everywhere, who connects them? A speculative look at the missing infrastructure—the AI service marketplace—and the protocols, economics, and privacy challenges it must solve.
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The Great AI Job Divergence: Programmers Are Being Laid Off, Electricians Are Being Poached, and the Middle Is Disappearing
Published date:12 min readIn 2026 the AI job market is splitting in two: tech hiring is slowing and entry-level white-collar roles are vanishing, while data centers ignite bidding wars for electricians and memory-chip profits explode. This essay unpacks the four mechanisms behind the divergence—cognitive labor oversupply, tactile scarcity premiums, accountability moats, and capex pulses—and ends with a practical framework for where ordinary people should go.
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AI 时代的就业分化：程序员在被裁，电工在被抢，中间的人在消失
Published date:2 min read2026 年 AI 就业剧烈分化：科技公司放缓招聘、初级白领被 AI 替代，数据中心带火电工水管工、存储芯片利润暴涨。本文讲透分化背后的四个机制——认知供给过剩、触觉稀缺溢价、责任护城河、资本脉冲——并给出普通人的职业选择框架。
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The AI Slop Flood: Garbage Is the Default, Gold Is Engineered—Great AI Work Isn't Generated, It's Built
Published date:16 min readAI content is flooding every platform, most of it garbage—yet every once in a while a piece stops you cold: real story, real camera work, film-grade texture. This essay explains from first principles why one-click generation is mediocre by default, breaks down the four layers of consistency behind great work, walks through a nine-ring production workflow, and argues that AI creation is, at bottom, the same systematic engineering as filmmaking—where the most valuable layer is always judgment.
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AIGC 狂潮里的垃圾与金子：好作品不是生成出来的，是工程出来的
Published date:1 min readAIGC 内容泛滥成灾，大部分是垃圾，但总有作品让人眼前一亮——有故事、有运镜、有电影质感。本文从模型原理讲清楚一键生成为什么必然平庸，讲透好作品的四层一致性，展开从剧本到审片的九环节工作流，并论证 AI 创作的本质和电影制作一样：系统性工程，而工程里最值钱的一层永远是判断。
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企业 AI 落地：老板想要什么，程序员到底在做什么
Published date:2 min read从 BOSS 直聘上的真实对话出发，分析企业 AI 落地的完整路径，以及程序员在这个过程中的真实角色与未来分化方向。
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Enterprise AI Deployment: What Bosses Want, What Programmers Actually Do
Published date:8 min readFrom real conversations with bosses and tech leads about enterprise AI roles, a deep dive into what it actually takes to deploy AI in a company—and the two career paths emerging for programmers.
