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宝藏论文,虽然转过了,再转一次。 LLM的reasoning的epic failures,就像这几天大家转的50米洗车的案例,作为纯符号层的llm推理,论文中也首先提到要区分embodied和non-embodied,llm显然很难区分这一点,顾此失彼,让人走过去却忘了车! 论文的survey框架不错,不仅对于模型训练,对于如何搭建agent脚手架也有裨益。 一个会从错误中持续学习的agent会很可怕😱
CLI Agent + SSH 是我最多使用的 code agent 使用场景。几乎所有 CLI 动作都可以在 ssh session 中完成,只要有云,你几乎可以做任何事情,不受本地算力限制。 在 Opus 4.6 出来的时候,ssh 因为安全问题一度无法使用。 只过了两周,claude code 直接官方支持了 SSH support。 https://t.co/6s8rRRaDIO
#NewProfilePic 换个新头像,两年多以前年轻漂亮的自己。当然现在也年轻漂亮( https://t.co/k3JX9Fpvsw
https://t.co/YF4f1z9s0W
我的一个朋友婚姻不幸。初婚嫁了一个这边的华人来到欧洲,家暴她。 离婚后找了一个欧洲人,这个欧洲人个子不高,收入尚可,离异有一个孩子。 两个人婚后时常因为他前妻和孩子吵架,这个孩子明确对她说:这个家里只能有我一个小孩。 朋友先天就有一些妇科疾病,二人尝试过几次试管都以失败告终。结果去年年底跟我说自然怀上了。 她回中国待产,说等快生了再回欧洲。今日给她发消息祝新年快乐,她回复说她刨腹产下一个男孩,孩子不足七个月,在nicu里插管。 短短几个字,没有什么生育经验的我也能感受到其中分量。我问她她老公有没有去中国陪她,她说完全没有,那个人只是在纠结怎么样跟他儿子说这件事。 短短几个字,我都替她心疼。结婚、生孩子,真的都是要非常慎重的事,这几年看了太多人间悲剧,莫不是与这些残破的家庭有关。尽量一对夫妻走到老,后妈后爹不好当啊。

underwood
Killing Eve { "image_analysis": { "subject": { "demographics": "Adult woman (late 20s to early 30s), fair skin tone, resembles Jodie Comer", "hair": "Dark blonde to light blonde, medium-long length, softly wavy, side-parted, falling behind shoulders", "face": { "skin_texture": "Highly detailed, natural pores and realistic complexion texture", "eyes": "Blue-green/hazel, looking directly at the camera", "expression": "Soft, relaxed, confident", "makeup": "Natural makeup, subtle base, lightly defined brows, soft nude lips" }, "accessories": "Small gold hoop earrings" }, "apparel": { "garment": "Soccer jersey (football kit)", "color_palette": "Bright yellow with navy blue accents", "brand_details": "Black Adidas logo on the right chest, signature navy blue three-stripes on the shoulders", "pattern": "Thin vertical navy blue pinstripes running down the front", "logos": { "crest": "Shield-shaped team crest on the left chest (yellow/green details)", "sponsor": "Large, stylized black graphic text logo in the center (abstract lettering)" }, "fit": "Casual, slightly loose fit, navy blue trim on sleeve cuffs" }, "pose_and_composition": { "angle": "High-angle selfie perspective (arm extended)", "body_position": "Reclining back on a bed, legs bent at the knees, bare legs visible", "framing": "Close-up on upper body, capturing torso and legs in the background" }, "environment": { "setting": "Attic or loft bedroom", "architectural_features": "Slanted white ceiling with a rectangular skylight window", "furniture": "White 3-drawer chest/dresser, pink/mauve plush bedding and pillows", "decor": "Small mushroom-style table lamp, framed line-art print leaning on the dresser, books" }, "lighting_and_atmosphere": { "source": "Natural daylight entering through the skylight", "quality": "Soft, diffused, high-key lighting", "shadows": "Gentle, natural shadows casting depth on the face and fabric folds" }, "technical_specs": { "resolution": "4K HD, High Definition", "style": "Photorealistic, candid selfie, social media aesthetic", "texture_quality": "High fidelity skin texture, realistic fabric creases" } }, "generation_prompt": "A photorealistic 4K HD candid selfie of an adult woman resembling actress Jodie Comer, with fair skin and dark-blonde softly wavy hair, wearing a bright yellow Adidas soccer jersey with thin navy pinstripes and a central black sponsor logo. She is reclining comfortably on pink/mauve plush bedding in a bright attic bedroom with a slanted white ceiling and a rectangular skylight. In the background, a white 3-drawer dresser with a small mushroom-style lamp and a framed line-art print is visible, along with a few books. Soft natural daylight from the skylight, gentle shadows, sharp focus, realistic skin texture and fabric creases, social media selfie aesthetic." }
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