Evidence-first notes on offline delivery.
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As robotics accelerates toward embodied AI and world models, progress is no longer defined by the flashiest demo. It’s defined by hardware reliability, reproducible benchmarks, and physically-aligned pre-training goals.
Why We Design Agents with an IoT Mindset — While everyone is scrambling to make LLMs chat better, we are actively restricting them. This is precisely why we are ready to rule the physical world.
For a decade, the smart home industry built a Tower of Babel. Now, Matter is forcing everyone to speak the same language. Here is what that huge architectural shift means for your software strategy.
當數十億設備瘋狂上線，讓專案失敗的真正原因不再是 AI 或連網，而是「無法被驗證的協作」。IoT 版圖中缺失的最後一層，是信任。
As IoT systems move from demos to critical infrastructure, failures are no longer about connectivity or AI. They are about the lack of verifiable execution.