🚨 イーロン・マスク、人類ができるとはもうない 「5年後、AIの知能は全人類の知能を合わせたものを超える」 さらに、 ・5年以内にヒューマノイドロボットが最低1億体 ・最大では10億体に達する可能性 ・AIとロボットによって経済が急拡大 ・5〜7年ほどで経済規模が2倍になる可能性 と予測。 マスクは、この変化を「巨大な変化（giant changes）」と表現している。 AIが少しずつ仕事を変えるというレベルではない。 今後5年で、経済や働き方そのものが大きく変わる可能性がある。

دورة مجانية مدتها 13 دقيقة تعلّمك كيف تؤتمت قناة يوتيوب بالكامل بالذكاء الاصطناعي: فكرة ← سيناريو ← فيديو ← مشاهدات ← أرباح

Anthropic 的工程师说：我们内部已经不怎么写 prompt 了，写的是循环。 她在台上花了半小时，展示了 Claude 团队如何创建能够自我提示的循环。 如果这堂课卖 400 刀，今年 Agent 课的榜单大概就是它。但它是免费的。 真正拉开代际差距的，不是谁的 Prompt 写得好，而是Agent系统架构彻底换了： 1. 记忆从一份 CLAUDE.md，进化成 Agent 自己读写的 memory/ 目录 2. 记忆待在对话里会烂掉：注意力被劈开，规律被埋住，旧笔记还在自信地用错 3. 白天各 Agent 把进展写进团队记忆 4. 夜里再跑一轮 dreaming：核对、整理、补全。第二天开工的那个，自动比昨天聪明一点 数据结果也很直观：一次通过的错误少了 97%，验收快了 30%。人回去看产品，不再一直盯着提示词。 提示词是一次性的，而循环能够持续执行。 差的不是你会不会问。 是你的 Agent 睡一觉之后，还记不记得昨天学到的东西。

🚨 MAJOR ANNOUNCEMENT: YouTube will start prioritizing original content and reducing re-uploads (RIP clipping) YouTube has just announced one of the most impactful changes to its short-form algorithm. Its recommendation systems (the algorithm) will start to further prioritize original content and reduce the reach of content re-uploaded from other creators without adding anything of your own. They highlight this shift toward originality, where channels with primarily re-uploaded content will see less distribution within the Shorts feed. It also seems like they’re really trying to put the focus on content with real value, while highlighting that YouTube doesn’t want as many “minor technical edits” or “template-based” changes. Which is basically all that clipping was in this industry. Overall, while this will piss off some people whose entire careers were built on the premise of other people’s content (mostly clippers), the change itself is amazing and will finally address the overall quality issue we’ve been seeing.

I’ve seen quite a few technologies develop, but none with this level of risk. AGI is significantly higher risk than nuclear weapons, in my opinion. Super smart humans have trouble imagining something vastly smarter than themselves.

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