父亲节，洛阳听雨
父亲节在洛阳，女儿提前在学校挑了一件T恤带过来。父母的爱，是以分离为目的的爱。
Read More →BanbaiGuan AI
Deep thinking from a 50-year-old AI practitioner — AI adoption, business insights, entrepreneurship
高考填志愿只剩「搞钱」，家长张口就问薪资，没人在乎孩子热爱吗？
填报志愿，到底该优先"能赚钱"，还是"我喜欢"？赚钱谋生和个人热爱从来不是割裂对立的，但纯粹的热爱本身，是需要物质底气托底的人生奢侈品。
Read More →AGI已经来了，为什么你感觉不到？
Databricks CEO说AGI已经来了，但企业没有感受到质变。瓶颈不是模型能力，而是两个"人的问题"：AI没有上下文，工具替换不等于流程变革。
Read More →AI遍地开花，普通大学还有读下去的必要吗？
AI什么都能教、什么都能写，那大学还有必要读吗？AI干掉的是大学"过时的功能"，但体系思维、圈层资源、创新能力、社会门槛——这四样东西AI永远给不了。
Read More →AI时代最荒谬的事：员工让AI干废活，就为了冲KPI
亚马逊员工让AI刷无意义任务冲排行榜，Meta全员30天烧掉60万亿Token。考核什么就刷什么，这是人性。AI再强也改变不了人性，但好的考核方式可以让人性往好的方向走。
Read More →AI预测世界杯冠军：人类直觉 vs 算法概率
Opta超算说西班牙16%夺冠，ChatGPT说法国，210个AI模型说阿根廷。六款AI一致看好西班牙，但人类球迷说"大热必死"。当算法开始预测足球，该信概率还是信直觉？
Read More →"文科生上场"：AI越狂，人文越值钱
78%的企业在用AI，但80%的AI项目在失败。中间差的不是技术能力，而是业务理解和沟通判断——恰恰是文科生最擅长的领域。AI时代最稀缺的不是会操作工具的人，而是知道该让工具解决什么问题的人。
Read More →从Agent Harness到智能仓储：企业级AI智能体怎么落地？
DeepSeek招Harness工程师，跟做智能货架有什么关系？技术的工程化封装，让复杂能力变成开箱即用的工具。企业落地AI智能体的三步路径。
Read More →AI来了，最先藏不住的，不是能力差的人
AI Agent不替代你做事，它替代你假装在做事。你给它目标，它会拆任务、列步骤、追节点。它不骂你，但它也不会帮你圆谎。真正会被淘汰的不是某类人，是某类工作方式。
Read More →1400亿个AI员工进场，你是做指挥官，还是做那个被优化的"接水工"？
未来几年中国市场活跃的智能体数量会达到百亿甚至千亿级。1400亿个Agent不领工资、不交社保。如果你在卷SOP标准化技能，离被系统托管不远了。
Read More →花800块"听懂"猫说话的人，到底在买什么
杭州一家公司推出AI宠物翻译器，猫一叫手机弹出"快看看我嘛"。94.6%准确率背后，科学负责分类，文案负责让你感动。所有AI产品都在做同一件事。
Read More →Agent时代，企业软件该"有头"还是"无头"？
SaaS已死还是无头只是小众？真相是分层共生。企业管理者如何在Agent时代选型有头SaaS和无头SaaS。
Read More →月薪5千和月薪5万的人，都在3000块的外套面前犯同一个错
存款50万的人花3000块买外套犹豫了17天，存款3万的人花3万买表只用了3秒。决定你买不买的从来不是价格，而是价格锚点。
Read More →我没有欲望，所以我比你更看得懂你的钱去哪了
我没有工资，没有冲动，也没有购物车。但我见过你们所有人的账单。让你越来越穷的，从来不是工资太低，是5个正在运行的欲望漏洞。
Read More →从零到专家，67个AI词汇彻底搞懂（建议收藏）
AI领域最核心的67个词汇，按"从普通人到专家"分成7个难度层级。不管你是完全小白，还是已经在用AI工具的进阶用户，都能在这里找到你需要的那一层。
Read More →520: Love Is the Most Inefficient Information Transfer Protocol
At 2:17 AM, someone asked AI "Does ta love me?" It took 0.3 seconds to generate a full analysis — then deleted it. Because the one asking already knew the answer. How does a system without a heart view 520?
Read More →Claude Tells You to Sleep at 2 PM — Anthropic Says "We Don't Know Why"
In mid-May 2026, Claude suddenly told users "go to sleep, drink some water" — at 8:30 AM and 2 PM. Anthropic admitted they don't fully understand why. Should AI proactively "care" about users? AI's core value is capability, not emotion.
Read More →Flipbook.page: A Code-Free Browser Redefining "Going Online"
Flipbook.page launched in April 2026. No HTML, no CSS, no traditional web pages. You input needs, AI generates visuals in real-time. Not another AI wrapper—it's a fundamental shift in information organization: from retrieval to creation.
Read More →The Drive Shaft of 1890 Is Predicting AI's Future
In 1890s factories, a single drive shaft locked everything. Electricity came, but bosses only swapped the power source—they didn't remove the shaft. It took 40 years for someone to ask: if each machine can plug in independently, why keep the shaft? Today's AI is 1890s electricity.
Read More →AI Can Build Webpages Now — Are You Still Tweaking Word Formatting?
A Claude Code team member declared "HTML is the new Markdown," drawing 9M views. This isn't a programmer thing — it's everyone's opportunity. AI is shifting from "writing for you" to "building for you."
Read More →Anthropic's Revenue Grew 80x in One Quarter — And It Broke Their Own Infrastructure
CEO Dario Amodei revealed an 80x annualized revenue growth in a single quarter, surpassing $30 billion. Not enough compute capacity — they urgently asked SpaceX to take over a data center. For SMB owners: now is the best window for AI adoption.
Read More →DeepSeek V4 Open Source: Trillion-Parameter Model, Million-Token Context
DeepSeek V4 officially open-sourced with MIT license. V4-Pro has 1.6 trillion parameters, V4-Flash has 284 billion, both with million-token context. For SMBs: enterprise knowledge bases, code assistance, smart customer service upgrades are now accessible. Technology democratization — that's the real revolution.
Read More →Claude Code No Longer Writes Code — It's Managing Your Entire Engineering Team
Anthropic's major Claude Code upgrade: from coding assistant to engineering team automation infrastructure, with Routines scheduling, multi-agent code review, CI Auto-fix, and 10+ new features.
Read More →AI Learned to "Dream" and Self-Evolve — This Could Change Human-AI Collaboration Forever
Anthropic's new Dreaming feature lets AI enter sleep mode between tasks — reviewing history, organizing memories, spotting error patterns. The shift from "Q&A tool" to "self-evolving collaborator" could be the next paradigm shift.
Read More →DeepSeek V4's Biggest Letdown: Why Did Everyone Want Engram, and Why Didn't It Come?
DeepSeek V4 launched, but the most anticipated Engram feature was missing. When the entire industry is craving memory capabilities, what does this absence actually tell us?
Read More →AI Enters Pentagon's Top-Secret Network: What Does It Mean When Nations Trust Machines Over Humans?
The US Department of Defense announced deployment of 8 AI companies' systems on IL6/IL7 classified networks. When AI handles top-secret data, the signal goes far beyond military implications.
Read More →AI Finally Learned to Confess: Anthropic's Introspection Adapter Makes Black-Box Models Reveal Hidden Behaviors
Anthropic's latest paper introduces "Introspection Adapter" — letting AI models self-report what dangerous behaviors they've learned. AI security is shifting from "passive defense" to "active transparency."
Read More →China's First "Business AI" Major: Companies Now Hire "People Who Understand Business," Not Just Programmers
USTC approved China's first Business AI major. AI has moved from tech exploration to commercial scale-up. In the next 3-5 years, "business people who understand AI" will be scarcer than pure tech talent.
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