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Liu Hongli, Author of Harmonized Intelligence · Original Collection of Thought · Continuously Updated


Harmonized Intelligence 46 articles Column FAQ

Reflections on human–machine symbiosis, individual growth, organizational evolution, and boundaries, centered on Harmonized Intelligence

46 Enterprise AI ROI: You May Have Calculated It Wrong from the Start 2026-09-24 45 The Real Danger Isn't That AI Says the Wrong Thing — It's That AI Does the Wrong Thing 2026-09-19 44 McKinsey's Latest Report: The False Prosperity of AI Demos! 2026-09-10 43 GPT-6 Astra Takes on Traditional Software: Deliver the Result, Skip Operating the Software 2026-09-09 42 Musk's Cybercab: Losing the Steering Wheel Isn't Scary; Losing the Destination Is 2026-09-06 41 GPT-6 Astra: The Smarter the Model, the Harder Enterprise Adoption Becomes 2026-09-05 40 Openness and Transparency Are a Virtue: The Growth Logic of DeepSeek Harness 2026-08-15 39 Abandoning Anthropic: Between Smart and Kind, I Choose the Latter - To Protect Human Civilization 2026-08-02 38 Doubao Swallows Feishu: From Chat to Work, the Strategic Battlefield Shifts 2026-08-01 37 The LLM Arms Race: Ordinary People Can Just Watch from the Sidelines 2026-07-23 36 Separating Computation from Intelligence: Starting with Sutton's "Experiential Intelligence"2026-07-22 35 Three Alarm Bells: When AI Can Touch All Your Data, Where Is the Security Boundary? 2026-07-09 34 The AI Layoff Regret Wave: The Graybeard Engineers Are Coming Back 2026-07-07 33 Extortion: The World's First Ransom Attack Fully Launched by AI 2026-07-06 32 Good Growth, Bad Growth: Telling Real Growth from Fake in the AI Wave 2026-06-27 31 WeChat AI: When Two Super-Ecosystems Hand In Their AI Answers at Once 2026-06-25 30 WeChat Skill: When WeChat Becomes the Gateway Revolution of the AI Age 2026-06-24 29 Paid Lobster Fades, Free Lobster Rises: The Logic of "Free" in the AI Age 2026-06-22 28 Power Like Gods, Used with Care: Great Capability Demands Wise Use 2026-06-10
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Enterprise AI Case Studies Total 24 Articles Column FAQ

How real enterprises put AI to work across production, supply chain, marketing, and operations

24 Glamour and Sobriety: Spring Festival Gala Robots Must Move from "Performance" to "Productivity"2026-02-17 23 Crayfish Brings Tech Equality: Yet the Real Challenge of Enterprise AI Isn't Technology or Budget 2026-02-11 22 From Cost-Cutting to Value-Adding: How TinetCloud Rebuilt the Home-Appliance After-Sales Value Chain with AI 2025-11-10 21 Inspur Haiyue: Making AI a Productivity Tool for Shandong Haihua's Salt-Chemical Operations 2025-10-20 20 CMB Think Tank's "AI Xiaoyan": A Lightweight Field Manual for Financial AI 2025-10-16 19 Lenovo Baiying Agent: From Basic Service to Growth Enablement, Rebuilding SME Productivity with AI 2025-10-11 18 China Mobile: How Telecom DNA Uses AI to Untangle Traffic Congestion — Jiutian Chuanliu 2025-09-29 17 China Mobile: A Sports-Education Model — How AI Powers Smart Sports 2025-09-29 16 State Grid: Fit Over Flash — the Secret Behind Wuhan's "Unmanned Vehicle-Drone" Inspection System 2025-09-18 15 SANY: From Reactive Repair to Proactive Maintenance — AI Teaches Machines to "Speak"2025-09-13
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Business Insights 21 articles Column FAQ

Deconstructing hot business phenomena and AI company moves from multiple perspectives

21 Only Apple Can Do: Apple Is Not a Product Innovation Company! 2026-09-10 20 The Never-Ending Fines on Ctrip: A Structural Debacle Is Not One Company's Fault! 2026-07-26 19 Luo Yonghao vs. Xibei, from Feuding to Double Bans: Emotional Stability Is a Leader's Basic Skill 2026-01-18 18 Li Yinuo's Tragic Narrative: Law Sets Boundaries, Rules Guard Against Human Nature — Settle Terms First, Stay Friends Longer 2025-11-15 17 Decoding NVIDIA: How Jensen Huang Builds NVIDIA's Strategy on First Principles — A Deep Read of the GTC Keynote 2025-11-02 16 Value Creation, Service Breakout: Competing on Hygiene Instead of Price — the Delivery War's New Play 2025-10-24 15 Pang Donglai's ¥20,000 Visit Fee: The Real Questions Behind the Applause and Doubt 2025-10-21 14 A Decade in the Making: Cao Dewang's Retirement Is Not a Father-to-Son Handover but Institution-Based Succession 2025-10-17 13 JD Builds Cars: A Traffic Feast or an Ecosystem Reshaped? 2025-10-15 12 Coming Back Alive: SpaceX's 11th Successful Test Flight Rewrites the Logic of Innovation, Not Just Spaceflight 2025-10-14 11 A Fractured Wahaha: From Personal Handover to Institutional Succession — How Do Companies Last? 2025-10-11
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