Posts
All the articles I have published.
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2026 人工智慧趨勢：算力、Agent、邊緣閉環與綠色治理的拐點
Published date:3 min read面向 2026 的年度回顧：算力與能效、智能體、跨模態/生成影片、邊緣推理、產業閉環、治理與綠色 AI。
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The Ultimate Form of AI: Environmentalized Intelligence and the Personal Operating System (Hope and Critique in Parallel)
Published date:7 min readAn SCI-style exposition of AI’s end-state and near-term transformation: a dual-layer architecture of an Environmentalized Intelligence Layer plus a Personal OS, grounded in structured world models, neuro-symbolic fusion, embodied loops, and trustworthy governance.
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From Scripts to Systems: A Practical Architecture for AI Agents
Published date:7 min readA field guide to building system-level agents: perception, memory, planning, tools, execution, and evaluation.
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Collaborative Diagnosis: A Closed Loop Across Imaging and Pathology
Published date:2 min readFrom assistance to collaboration: multimodal fusion of imaging–pathology–clinical data and workflow redesign.
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AI Infrastructure at a Turning Point: GPUs, NPUs, and Near‑Memory Compute
Published date:3 min readKey hardware and system trade‑offs: general‑purpose GPUs, specialized NPUs/ASICs, near‑memory, and distributed orchestration.
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Personalized Learning and Assessment Reform: Five Ways AI Transforms the Classroom
Published date:3 min readA systemic redesign from teaching to assessment: diagnostic evaluation, dynamic content, and orchestrated learning paths.
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Platforms and Open Ecosystems: How AI Companies Build Durable Moats
Published date:4 min readFrom product to platform: developer network effects, supply‑chain coordination, and governed openness.
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Prompt Engineering 2.0: From Instructions to Protocols
Published date:2 min readUpgrade prompts into interaction protocols: roles, state, tools, memory, and evaluation loops.
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How Google is Building the Personal Health Coach with Gemini: PH-LLM's Technical Breakthrough and Future Outlook
Published date:10 min readIn-depth analysis of Google Research's latest PH-LLM (Physiological Health Large Language Model), exploring its practical applications in Fitbit, technical architecture, and revolutionary impact on personal health management.
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OpenAI's Approach to Sensitive Conversations | A Forward Look
Published date:3 min readDeep analysis of how OpenAI is building safer, more responsible AI systems for sensitive dialogue scenarios - from GPT-5 System Card to ChatGPT practical implementations
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Seed3D 1.0: A High-Fidelity, Simulation-Ready 3D Foundation Model for Embodied AI
Published date:3 min readByteDance Seed3D 1.0 delivers high-fidelity asset generation, native physics compatibility, and scalable scene composition—from a single image to robotics-ready 3D assets for simulators like Isaac Sim.
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Little Giants of AI SaaS: How Solo Builders Win
Published date:5 min readWhen big players pave highways, small AI SaaS wins with controllable experiences and outcome‑selling. Four case studies and a PEAL playbook.
