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一台电脑的装配动画，三个 Claude Agent 做了近八小时。 11月13日，创作者 Mr Tactical 晒出了一段用 Blender 制作的三维主机动画。主机里的零件逐步组装起来，镜头还能贴近内部，展示硬件细节。 按作者给出的记录，参与制作的是三个 Claude Fable 5.2 Agent，耗时7小时41分钟，模型用量按 API 价格折算约138.82美元。这个数字不能直接当成全部制作成本，作者教程中的统计口径也不包含管理 Agent 自身的规划和检查。 他还在评论区附上了自己的制作教程，做法很具体：让 Claude Code 写 Python 脚本，在后台运行 Blender，把模型、材质、灯光、镜头和动画逐项搭出来，再渲染成视频。 其中值得参考的一步，是先别急着输出整条成片。 按照他的教程，Agent 要先做一张目标效果图，再渲染几个关键时刻的测试画面。看看材质对不对、零件有没有穿插、镜头是不是离得太远。修改几轮之后，先出一版低质量预览，确认运动和节奏，再正式渲染。 用代码驱动 Blender，方便的地方就在于：做完后，手里还留着一套可以继续改的三维场景。 某个零件挡住了，换个机位；装配过程太快，放慢这一段；想给客户单独看看内部结构，就沿用同一套模型再拍一条。模型、灯光和镜头都可以分别调整，不必每次重新描述整段画面。 这对产品结构展示、安装说明和机械原理科普，都有参考价值。不过，画面看着像，不代表尺寸和装配关系就一定正确。真要拿来解释产品，还得对照实物或设计资料检查。 想试这套做法，可以先拿两三个零件做一段简单拆装：先把结构搭对，把动作讲清，再往上加材质、灯光和镜头。这样更容易看出，Agent 到底能帮自己省下哪部分工作。

Aishah Sofey had to reassure Mr. Kim and her chat that she wasn’t quitting streaming and that she still loved it after Mr. Kim approached her at TwitchCon, saying he was about to text her and offer her some advice after seeing the clips of her talking about quitting. “That’s so nice. I’ve had a lot of this. I’m not quitting; I love it, and I’m here having so much fun.”

The most first-principles talk at #AIECode# came from @CompleteSkeptic — who co-created RLHF/ChatGPT at OpenAI and now builds Jev. His point: today’s LLMs are optimized for assistance (a human in the loop), not automation. “95% Einstein, 5% Mr. Bean” is fine for a chatbot and fatal for a back-office decision. The Bitterest Lesson: compute beats algorithms, data beats compute, and the bitterest part is picking the right task. Jev’s bet: not bigger, not cheaper, but reliable.

Good morning, Hamsterverse! 🐹📡 A mysterious signal has been detected! Mr. Hamster tunes the radio, Mrs. Hammy analyzes the spectrum, and Mr. Giraffe hears something unexpected... SQUEAK! SQUEAK! 😂 #MorningHamsters# #HamRadio# @AndreasRothe9 @ToshiArte #MiniMaxH3# #MiniMaxDesign# by @Hailuo_AI

Also new, Taiwan had been monitoring Ms. Huang, including when she appeared publicly with Jensen in some of the now-famous videos. Taiwan began watching her on the suggestion of US government. She made trips beyond her public appearances with Mr. Huang.

Mark Levin warns America could follow France’s path if Democrats ever take back power, saying the country’s security, culture, and constitutional foundations would be at risk: “If Donald Trump hadn’t won re-election as the 47th president of the United States, we would be France right now. Let’s make no mistake about this. The fact of the matter is, the Marxist-Islamist alliance that I’ve been talking about here for years, on radio for years, and writing about for years, it is here. It’s not coming. It is here.This is what the Democratic Party wants to turn America into. Mr. and Mrs. America, I want you to look at France right now. The military has been undermined. They have a weak military. The police force has been undermined and undermanned. It’s weak. That’s exactly what the Democrats are talking about, defunding the police and so forth and so on. They’re literally bringing migrants into the country who have no intention of assimilating. Quite the contrary, they seek to overthrow our society. They’re doing everything they can to destroy this society.”