Posts
All the articles I have published.
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OpenClaw 烂点一堆，为何仍被推上台？AI 推进的代价与普通人的选择
Published date:2 min read当一个臃肿、昂贵、隐私纠缠的系统依然被支持，信号不是`它完美`，而是`行动型 AI 正被加速推入现实`。代价是什么？失业只是第一波。
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OpenClaw Is Flawed—Why Is It Still Being Pushed? The Cost of AI Advancement and Ordinary People's Choices
Published date:13 min readWhen a bloated, expensive, privacy-entangled system is still supported, the signal isn't 'it's perfect'—it's 'action-oriented AI is being accelerated into reality.' What's the cost? Unemployment is just the first wave.
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AI Software’s Layered Paradigm: OpenClaw and Personal AI as an Operating Layer (2)
Published date:10 min readUsing OpenClaw as a clue, this essay argues personal AI will be won by a control plane that can route intent, enforce boundaries, and make actions auditable across the surfaces where life actually happens.
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AI Software’s Layered Paradigm: From Chatboxes to a Service Ecosystem (1)
Published date:8 min readAs LLM apps hit the context wall, the next phase of AI software shifts from chat-first tools to a governable service ecosystem built around discovery, routing, and accountability.
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A Quiet Shift in the Software Paradigm: From Attention Extraction to the Rise of Personal AI
Published date:8 min readA quiet shift is underway: as AI lowers the cost of building software, the attention-extraction model weakens and a user-aligned personal AI becomes plausible—reviving cognitive sovereignty.
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Extreme Weather Warning: Why We Need Proactive AI (Not Another Alert)
Published date:12 min readWeather alerts deliver information, not decisions. This essay argues for a proactive, human-centered AI layer that turns extreme weather warnings—cold, heat, blizzards, tsunamis—into quiet, personalized action plans, with governance to avoid alert fatigue.
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Shatter the Bottlenecks, Rewrite the World: How Generative AI Unlocks the Endgame of Open-World Games
Published date:8 min readOpen worlds don’t fail because they’re small. They fail because content throughput can’t match player curiosity. This essay explains—technically, but plainly—how generative AI reshapes assets, NPCs, and UGC into constrained systems that keep a world coherent while it keeps growing.
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Beyond the Great Wall: The Real State of China's AI Ecosystem in 2025
Published date:4 min readFrom DeepSeek's global disruption to MiniMax's IPO and Alibaba's Apple partnership—here is the data-driven reality of China's AI market in 2025.
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Tobby OS and the Zero‑Friction Future of Personal AI: From Intent to Outcome
Published date:6 min readAn exploration of future AI product forms centered on Tobby OS: eliminating cognitive friction with semantic-to-structure intelligence, passive assistance, intent routing, and humane interfaces that turn everyday language into reliable outcomes.
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Personal AI SaaS After Big Tech: Market Structure, Survival Space, and 0→1 Difficulty (2026 Deep Analysis)
Published date:8 min readAfter Big Tech’s full entry, do personal/small-team AI SaaS still have room to survive? This piece focuses on market structure, moat types, entry space, and the true difficulty of going from 0 to 1, offering a professional, verifiable judgment framework—not an execution plan.
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AI Commercialization Dual Tracks: B2B Scales First, B2C Builds Momentum
Published date:10 min readIn the next 3–5 years B2B will scale first, while long term B2C is more disruptive. Why this happens, how to plan, and how B2B2C bridges both.
