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[@FredaDuan](/creator/twitter/FredaDuan)
"Just finished a one-week trip to China. I've now "survived" all the major (20) L2 self-driving and robotaxi vehicles in both the US and China. Some thoughts & observations: L2 self-driving I tested major brands like $Huawei $Li $NIO $Xpeng and $Xiaomi. Overall they exceeded my expectations. The rides were not overly cautious and handled complex situations (yes road conditions in China are very challenging) quite well. Nothing compares to $Tsla's approach. I see imitation learning/end-to-end as the only effective approach for self-driving. While Chinese peers perform well on main roads they"  
[X Link](https://x.com/FredaDuan/status/1807982122046484753) [@FredaDuan](/creator/x/FredaDuan) 2024-07-02T03:38Z 21.1K followers, 400.8K engagements


"Theres a growing debate around whether the projected $200B in OpenAI revenue (per The Information) represents new spending or just a reshuffling of existing digital dollars. To think about it clearly it helps to zoom out: The past XX years of the internet have mostly been about mix shift not market expansion. Total ad spend grew roughly with GDP but onlines share went from X% 70%. e.g. Today U.S. ad spend totals about $380B/year XX% of which ($260B) is online. Within that $Googl's U.S. ad rev is roughly $140B; $Meta's about $70B. Ads = X% of adjusted PCE meaning that on average U.S."  
[X Link](https://x.com/FredaDuan/status/1982939969690989016) [@FredaDuan](/creator/x/FredaDuan) 2025-10-27T22:38Z 21.1K followers, 36.5K engagements

[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

@FredaDuan "Just finished a one-week trip to China. I've now "survived" all the major (20) L2 self-driving and robotaxi vehicles in both the US and China. Some thoughts & observations: L2 self-driving I tested major brands like $Huawei $Li $NIO $Xpeng and $Xiaomi. Overall they exceeded my expectations. The rides were not overly cautious and handled complex situations (yes road conditions in China are very challenging) quite well. Nothing compares to $Tsla's approach. I see imitation learning/end-to-end as the only effective approach for self-driving. While Chinese peers perform well on main roads they"
X Link @FredaDuan 2024-07-02T03:38Z 21.1K followers, 400.8K engagements

"Theres a growing debate around whether the projected $200B in OpenAI revenue (per The Information) represents new spending or just a reshuffling of existing digital dollars. To think about it clearly it helps to zoom out: The past XX years of the internet have mostly been about mix shift not market expansion. Total ad spend grew roughly with GDP but onlines share went from X% 70%. e.g. Today U.S. ad spend totals about $380B/year XX% of which ($260B) is online. Within that $Googl's U.S. ad rev is roughly $140B; $Meta's about $70B. Ads = X% of adjusted PCE meaning that on average U.S."
X Link @FredaDuan 2025-10-27T22:38Z 21.1K followers, 36.5K engagements

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