Change 我们该如何教育AI时代的原住民们 成年人不是 AI 时代的原住民，我们的孩子是。当我想给两个孩子做 AI 启蒙时，我发现市面上几乎没有现成的教材。更让我困惑的是：我们该教他们什么？15 年后的世界会奖励什么能力？听完 The Ezra Klein Show 关于 AI 教育的播客后，我开始重新思考这个问题。也许答案不是“教他们什么 AI 技能”，而是“帮他们学会在不确定性中导航”。
Create The Problem With AI Agents Is Not Setup. It Is What People Expect After Setup OpenClaw did not become useful for me when I gave it bigger projects. It became useful when I started with small daily tasks, learned its limits, and treated it more like a junior hire than a magic tool.
Create OpenClaw 真正开始好用，是从身边的小事开始的 OpenClaw 真正开始变好用，不是从复杂任务开始，而是从身边的小事开始。它更像一个需要带教的新员工，而不是装完就能独当一面的业务骨干。
Change After 3 Years in Japan, I Finally Understand What an Era Dividend Really Is Three years into life in Japan, I no longer care whether the country is 'good' in some absolute sense. What matters more is why it fits this stage of life, and what that says about luck, timing, and choice.
Create The OpenClaw Hype Will Fade. The Real Replacement Will Not. The OpenClaw frenzy will probably cool off soon. For most ordinary users, the technology is still far from ready. The more serious issue is that companies and governments are already being pushed to recalculate around AI-driven replacement.
Create OpenClaw热潮退去之后，真正的替代才刚开始 OpenClaw 这一波热潮，大概率会很快退去。对绝大多数普通用户来说，它离真正可顺畅使用还很远。但真正值得警惕的，不是这波闹剧会不会退潮，而是企业与国家已经越来越难绕开 AI 带来的替代压力。
Create Featured When AI Becomes Infrastructure, What Should Children Really Learn? Parents want their children to learn AI early, but they also worry about overdependence. If AI becomes infrastructure, the real question is no longer whether children will rely on it, but what they still need to keep for themselves.
Create 当AI变成基础设施，孩子真正该学什么 家长们一边希望孩子早点接触AI，一边又担心孩子过度依赖AI。但当AI逐渐变成基础设施，真正值得教给孩子的，也许不是少依赖，而是判断力、价值观、提问能力与责任感。
Create Featured Your Mental Bandwidth Is More Valuable Than You Think The older I get, the more I feel that mental bandwidth matters more than time. What deserves it most is not noise, inner friction or weak ties, but yourself, your family and the AI systems that can compound over time.
Create The First Lesson of AI Agents Is Knowing When to Stop After a week of using OpenClaw at high intensity, I shut down my two-agent setup and started over. AI agents are amplifiers, not wishing wells. For most people, one good setup is enough to begin.
Create 高频使用OpenClaw一周后，我把AI员工团队解散了 高频使用 OpenClaw 一周后，我主动解散了原本的双 Agent 团队。AI agent 是放大器，不是许愿池。对绝大多数普通人来说，先学会用好一个实例，比上来就多线并行更重要。
Create What It Means to Manage a Team of Humans and AI Once AI moves from tool to employee, the real challenge is no longer the model. It is the system around it: rhythm, state, memory, boundaries, review and operations.
Create OpenClaw Made Me 100x Faster. So Why Am I Busier? After one week of high-frequency use, I found a real paradox: AI makes each task faster, but total workload still expands. The real challenge is managing boundaries and attention.
Create OpenClaw让我提效百倍，为什么我反而更忙了 高频使用交付式AI-OPENCLAW一周后，我发现了一个真实悖论：单任务效率在提升，但总工作量也在膨胀。真正需要管理的，不是工具，而是边界与注意力。
Change Winter Is Coming, and We’re Looking the Wrong Way While people fight over visible power, AI and robotics are quietly building new capability. The greater danger may be the threat most people still choose not to see.
Create The AI Disdain Curve: Why your attitude toward artificial intelligence is more dangerous than the algorithm itself. Every technology revolution has skeptics. The real gap is not talent, but whether you pay, practice, and embed AI into your workflow.
Create February 28, 2026: The Day AI Became My Employee On February 28, 2026, I configured OpenClaw on two old laptops and onboarded my first AI employees. The challenge is no longer prompting, but role, memory, permission, and governance.
Create After a Long AI Talk, I’m More Certain: The Real Gap Is Just Beginning A three-year AI reflection on why most people still use AI like search, and how a 30-day workflow loop can create real, compounding advantage.
