Darren LI

它旨在将仿真环境中 (源域) 训练得到的策略在现实环境中 (目标域) 进行再适应。这种方法背后的假设是,不同域之间具有相同的特征,智能体在一个域中学习得到的行为和特征能够帮助其在另一个域中学习。

• 陌生人社交痛点:1)供给不足,男女比大概为4:6,单个女生同一时间跟个别高质量男生社交,很多男生得不到社交资源;2) 匹配效率低下,匹配之后很难破冰,匹配后发生聊天的概率只有50%,女生回复的还要腰斩,男生发消息后女生回复比例是40%,女生发消息后男生回复的比例是90%;3)流量分配失衡,80%的社交资源掌握在20%的用户手中,特别是长相好看的


• Soul原有解法:1)多元化玩法、构建优质内容创作者生态;2)基于兴趣的匹配系统、丰富画像标签体系、去中心化、去颜值化;3)弱化LBS社交、推荐系统兼顾长尾群体


• Soul+AI的解法:1)AI虚拟人,承接得不到社交资源的男性的需求,支持多模态交互、拟人化程度高兼具工具属性、具备人设/形象/声音、AI自主运营高质内容,2)建立用户的AI数字分身代理,解决效

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“self-driving car companies aren’t worried about controlling the car to drive in a straight line, but rather about a situation in which someone paints a sky onto the back of a truck and drives in front of the car”,从而混淆了感知系统。Sergey Levine的观点是:参考自动驾驶的经验,费劲的不是车辆的controller,而是应付现实世界的复杂性。

I might be biased, but I believe that creators would be well served to consider their portfolio of SKUs as a flywheel. Step 1: figure out what the core of your engine is based on your business model. Step 2: add SKUs that (1) are uniquely made better by your core activity (writing/TikToking, etc), and (2) that in turn feed back into that core... See more

These conversations identified 4 key innovations on the horizon: steering, memory, “arms and legs,” and multimodality.