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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
cool gril { "subject": { "description": "A young adult woman taking a mirror selfie, with voluminous long ash-blonde curly hair, a playful pout, wearing a white cropped hoodie and white tie-side bikini bottoms, standing casually against a plain light wall.", "mirror_rules": "Mirror selfie reflection: keep anatomy correct, no extra fingers. If any text appears, render it readable (not reversed) and avoid duplicated/mirrored artifacts. Phone appears naturally in the reflection with a triple-camera module on the back.", "age": "early 20s", "expression": { "eyes": { "look": "soft and slightly distant", "energy": "calm, mildly playful", "direction": "looking off to the left side of the frame" }, "mouth": { "position": "pursed lips in a pout", "energy": "teasing, casual" }, "overall": "quiet confidence with a small playful attitude" }, "face": { "preserve_original": true, "makeup": "minimal natural makeup, subtle brows and lashes, no heavy contour" }, "hair": { "color": "ash-blonde / light golden blonde", "style": "long dense natural curls, high volume, slightly messy real-life texture", "effect": "soft frizz halos and uneven curl clumps, realistic flyaways" }, "body": { "frame": "slim to curvy, soft natural proportions", "waist": "defined waist with visible midriff", "chest": "partially covered by hoodie", "legs": "upper thighs visible, relaxed stance", "skin": { "visible_areas": "face, neck, midriff, hips, thighs, hands", "tone": "light neutral-warm", "texture": "smooth with natural pore realism, not airbrushed", "lighting_effect": "gentle diffuse indoor light with very soft shadows" } }, "pose": { "position": "standing near a mirror", "base": "one hand holding the phone up near the face, the other arm relaxed downward", "overall": "slight hip pop, torso subtly angled, casual mirror-selfie posture" }, "clothing": { "top": { "type": "white hoodie", "color": "bright white", "details": "oversized sleeves, drawstrings, small centered cartoon-style graphic on the chest, hem pushed up to look cropped", "effect": "soft cotton fleece with gentle folds and sleeve bunching" }, "bottom": { "type": "white tie-side bikini bottoms", "color": "white", "details": "low-rise triangle cut with side string ties and small bows" } } }, "accessories": { "device": "silver/white smartphone with a triple-camera module, held in the raised hand", "prop": "long almond-shaped white manicure nails" }, "photography": { "camera_style": "realistic smartphone mirror selfie, social-media casual realism", "angle": "eye-level to slightly above eye-level mirror reflection", "shot_type": "three-quarter body framing (head to upper thighs), subject centered slightly left with phone on the right side of the frame", "aspect_ratio": "3:4 vertical", "texture": "clean digital detail, mild phone compression, gentle smoothing but visible realism", "lighting": "soft indoor ambient light, diffuse and even, minimal harsh shadow, wall bounce fill", "depth_of_field": "deep focus, subject and background both fairly sharp" }, "background": { "setting": "minimal indoor room or bathroom mirror area", "wall_color": "light beige/soft gray", "elements": [], "atmosphere": "quiet, uncluttered, intimate everyday moment", "lighting": "flat soft ambient illumination with neutral color temperature" }, "the_vibe": { "energy": "low-key and unforced", "mood": "calm, slightly playful", "aesthetic": "clean minimal mirror-selfie realism", "authenticity": "imperfect natural details, slight hair frizz, casual posture, real-lif
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