作者: hiyoho

  • MetaGPT:59.4k Stars!多智能体协作框架,让AI组成软件公司

    MetaGPT:59.4k Stars!多智能体协作框架,让AI组成软件公司

    配图

    MetaGPT Logo

    MetaGPT – 多智能体协作框架

    项目简介

    MetaGPT 是一款创新的多智能体协作框架,核心理念为 Code = SOP(Team)。通过模拟真实软件公司的组织架构(产品经理、架构师、工程师、测试员等角色)与标准化作业流程(SOP),实现复杂任务的自动化协作处理。

    只需要输入一行自然语言需求,MetaGPT 就能自动生成产品需求文档(PRD)、技术设计方案、任务清单以及完整的代码实现。

    安装要求和过程

    环境要求

    • Python 版本:3.9+
    • 支持系统:macOS 13.x / Windows 11 / Ubuntu 22.04
    • 依赖管理:pip 或 Docker

    快速安装步骤

    方式一:稳定版安装(推荐)

    pip install metagpt

    方式二:最新开发版

    pip install git+https://github.com/geekan/MetaGPT

    方式三:Docker 部署

    docker pull metagpt/metagpt:latest
    docker run --rm metagpt/metagpt:latest metagpt "Write a cli snake game"

    可选功能扩展

    功能模块 安装命令 用途说明
    RAG 检索增强 pip install 'metagpt[rag]' 结合向量存储的RAG系统
    OCR 文字识别 pip install 'metagpt[ocr]' 识别图像中的文本
    搜索引擎集成 pip install 'metagpt[search-ddg]' DuckDuckGo 搜索功能

    核心功能

    🏢 模拟软件公司架构

    预设产品经理、架构师、工程师、测试员等角色,每个角色拥有独立的 LLM 实例和专业化 Prompt,协同完成软件开发生命周期全流程。

    📋 SOP 标准化流程

    将工业标准化作业程序(SOP)嵌入智能体协作流程,确保输出质量可控、可预期。每个角色按既定规范输出交付物。

    📄 自动化文档生成

    自动生成产品需求文档(PRD)、技术设计文档、API 接口文档、测试用例等完整软件工程文档。

    💻 完整代码实现

    基于需求自动编写、审查、迭代代码,支持多种编程语言,输出可直接运行的完整代码仓库。

    📊 智能图表生成

    集成 Mermaid 图表引擎,自动生成流程图、时序图、类图、架构图等多种技术图表(支持 PNG/SVG/PDF 格式)。

    典型使用场景

    场景一:快速原型开发

    需求:创业者有一个 APP 想法,需要快速验证可行性并产出原型。

    使用方式:执行 metagpt "开发一个任务管理APP,支持多人协作",自动输出完整的需求分析、UI 设计建议、技术选型和示例代码。

    场景二:竞品分析与调研

    需求:产品经理需要快速了解某个领域的主流产品功能特性。

    使用方式:MetaGPT 自动联网搜索、分析竞品、生成对比表格和策略建议,输出标准化竞品分析报告。

    场景三:教学与学习辅助

    需求:计算机专业学生学习软件工程流程,希望看到完整项目从需求到代码的实例。

    使用方式:输入课程设计题目,MetaGPT 展示标准软件工程全流程输出,帮助学生理解各阶段交付物的规范与要求。

    推荐理由

    为什么值得关注?

    💡 理念先进:将「标准化作业程序 SOP」与「多智能体协作」结合,让 AI 不再是单点工具,而是可协作的团队。

    🚀 落地性强:不同于纯学术的多智能体研究,MetaGPT 直接面向软件工程场景,输出的是真正可用的文档和代码。

    📚 社区活跃:GitHub 59.4k+ Stars,持续迭代更新,文档完善,有详细的中文教程和示例项目。

    🧩 扩展灵活:支持自定义角色、自定义 SOP、接入不同的 LLM(OpenAI/Claude/国内大模型均可)。

    个人认为,MetaGPT 最值得称道的地方在于它把「软件工程规范」变成了 AI 可执行的流程。对于需要快速验证想法、或希望了解标准软件研发流程的同学来说,这是一个不可多得的教学与实战工具。

    下载地址

    🔗 GitHub 仓库https://github.com/FoundationAgents/MetaGPT

    🌐 官方文档https://docs.deepwisdom.ai/

    💬 Discord 社区https://discord.gg/veseZ39udK

    📦 PyPI 安装pip install metagpt


    项目持续更新中,欢迎 Star 支持开发者 🩵

  • 高奢杂志不规则时尚版面拼贴画

    高奢杂志不规则时尚版面拼贴画

    高奢杂志不规则时尚版面拼贴画



    🤖 ChatGPT

    🇺🇸 English Prompt

    The SAME beautiful female model across oversized irregular fashion panels. (Luxury fashion editorial collage), (high-fashion photography), different elegant poses, unique stylish outfits in every panel.
    
    Vibrant colors including (hot pink), (coral orange), (golden yellow), (lavender), (teal blue), and cream. Dramatic sunlight, soft shadows, premium magazine campaign aesthetic.
    
    Modern graphic design with (fashion quotes), (luxury typography), artistic cutout shapes, paper textures, and paint strokes. Confident feminine energy, glamorous makeup, elegant accessories, contemporary fashion storytelling.
    
    (Vogue-inspired), (editorial masterpiece), (photorealistic), (ultra detailed), (8K quality), (premium fashion poster).(Trending Pinterest aesthetic), (fashion magazine cover), (luxury brand campaign), (award-winning design).

    🇨🇳 中文提示词

    同一位美丽的女性模特出现在超大的不规则时尚版面中。(奢华时尚编辑拼贴画),(高级时尚摄影),不同的优雅姿势,每个版面都有独特的时尚装束。
    
    鲜艳的色彩包括(亮粉色)、(珊瑚橙)、(金黄色)、(薰衣草紫)、(蓝绿色)和奶油色。剧烈的阳光,柔和的阴影,高级杂志活动美学。
    
    现代平面设计结合(时尚名言)、(奢华排版)、艺术剪纸形状、纸张纹理和油漆笔触。自信的女性能量,迷人的妆容,优雅的配饰,当代时尚叙事。
    
    (灵感来自Vogue)、(编辑杰作)、(写实主义)、(超详细)、(8K画质)、(高级时尚海报)。(Pinterest热门美学)、(时尚杂志封面)、(奢侈品牌活动)、(获奖设计)。
  • 唐风仙侠白衣少女回眸写真

    唐风仙侠白衣少女回眸写真

    唐风仙侠白衣少女回眸写真



    🤖 ChatGPT

    🇺🇸 English Prompt

    Generate a 9:16 vertical version, high-precision ancient style Xianxia refined portrait style female portrait. The main subject is a 20–28 year old young adult Eastern female, with exquisite Eastern light makeup face, phoenix eyes, cold and quiet eyes, lips slightly half-open, temperament pure, noble, soft, and distant. The character is jogging lightly from right to left in a palace lantern corridor with her back to the camera, her body is sideways and back to the camera, looking back at the camera, with an elegant and natural posture. Long hair, silk scarf, large sleeves, and skirt hem are gently blown by the wind, creating a sense of flow. Hand and arm movements are coordinated and graceful, one hand naturally stretching backwards, and the other hand lightly holding the silk scarf or skirt hem, the movements are not stiff. The character is wearing a white-red-gold series gorgeous Tang style large-sleeved robe + silk scarf, the main colors are ivory white / pearl white, red is only used as local edge trimming, embroidery, and ribbon embellishments, gold is used for hair crowns, jewelry, waist ornaments, and embroidery highlights. The clothing is of medium-high gorgeousness, layered with light gauze, silk feel, chiffon, and embroidered tulle, gold thread floral patterns, cloud patterns, and vine patterns are clear, the silk scarf is flowing and transparent. The hairstyle is long straight black hair half-loose and half-tied, wearing a gorgeous golden ancient style hair crown, with pearl tassels, thin gold step-shakes, ruby embellishments, and hanging bead chains, the jewelry is exquisite, with obvious golden jewelry highlights. The scene is a blurred palace lantern corridor, the background has ancient style corridor pillars, railings, warm-colored palace lanterns, soft bokeh, and spatial depth. The lighting is warm golden soft light, with local palace lantern warm light embellishments, obvious hair edge lighting, the overall feeling is bright and transparent, dreamy, high-end, with Tang style fantasy aesthetics, gorgeous ancient idol female lead makeup and costume, and Oriental dream character poster texture.

    🇨🇳 中文提示词

    生成一张 9:16 竖版、高精度古风仙侠精修写真风格女性人像。画面主体是一位 20–28 岁年轻成年东方女性,精致东方淡颜,丹凤眼,眼神清冷安静,嘴唇微微半张,气质清纯、贵气、柔美、疏离。
    
    人物背对镜头在宫灯回廊中从右往左轻盈慢跑,身体侧背向镜头,回头看向镜头,姿态优雅自然。长发、披帛、大袖和裙摆被风轻轻吹起,形成流动感。手部和胳膊动作协调优美,一只手自然向后舒展,另一只手轻扶披帛或裙摆,动作不僵硬。
    
    人物穿着白红金系华丽唐风大袖衫 + 披帛,主色为象牙白 / 珍珠白,红色仅作为局部边饰、刺绣和飘带点缀,金色用于发冠、珠宝、腰饰和刺绣高光。服装为中高华丽度,轻纱、绢感、雪纺、刺绣薄纱层叠,金线花卉纹、云纹、藤蔓纹清晰,披帛飘逸通透。
    
    发型为黑长直半披半挽,头戴华丽金色古风发冠,带珍珠流苏、细金步摇、红宝石点缀、垂坠珠链,首饰精致,金色珠宝高光明显。
    
    场景为虚化宫灯回廊,背景有古风廊柱、栏杆、暖色宫灯、柔和散景与空间纵深。光线为暖金柔光,局部宫灯暖光点缀,发丝边缘光明显,整体明亮通透、梦幻、高级,具有唐风幻想审美、华丽古偶女主妆造、东方梦幻角色海报质感。
  • 超高端腕表披萨与汉堡耳机创意广告

    超高端腕表披萨与汉堡耳机创意广告

    超高端腕表披萨与汉堡耳机创意广告



    🤖 ChatGPT

    🇺🇸 English Prompt

    ULTRA-PREMIUM CINEMATIC ADVERTISING MASTERPIECE, luxury Swiss wristwatch reimagined as a gourmet artisan pizza, photographed for a world-class fashion and product campaign. Hyper-realistic food-product fusion design with flawless commercial execution.
    
    The watch is positioned heroically in the center-left of a vertical frame, brown crocodile leather strap flowing diagonally from upper-left to lower-right, creating elegant visual movement. The dial is an ultra-realistic handcrafted Neapolitan pizza featuring molten mozzarella with natural cheese-stretch texture, caramelized golden spots, glossy tomato sauce accents, vibrant roasted cherry tomatoes, fresh basil leaves with visible veins, tiny olive oil reflections, and an authentic wood-fired crust forming the watch bezel.
    
    Premium polished silver case with mirror-quality reflections, precision-machined crown, luxury horology detailing, razor-sharp black hands with white center accents, elegant red second hand, realistic sapphire crystal reflections.
    
    Deep Ferrari-red to crimson gradient background with dramatic spotlight glow behind the watch, subtle atmospheric particles, premium luxury advertising aesthetic. Upper-right typography: “IT’S PIZZA TIME” in bold modern white Swiss-style sans-serif.
    
    Hollywood-grade commercial lighting, soft cinematic key light from upper-left, subtle rim light outlining the case, controlled metallic reflections, luxury shadows, volumetric light rays, global illumination, ray-traced reflections, physically accurate rendering.
    
    Rolex × Michelin-star restaurant campaign aesthetic, Cannes Lions award-winning advertising quality, iconic luxury branding, playful yet ultra-premium mood.
    
    8K UHD, HDR, hyper-realistic textures, macro lens clarity, shallow depth of field, ultra-sharp focus, photorealistic materials, masterpiece commercial photography, Behance featured product design, impossible luxury product concept.
    
    Negative Prompt: blurry, low quality, cartoon, illustration, distorted geometry, extra watch hands, malformed pizza, duplicate toppings, text artifacts, watermark, logo, noise, low detail, bad reflections, unrealistic food texture, poor lighting, cropped object.
    
    AWARD-WINNING CINEMATIC PRODUCT ADVERTISEMENT featuring futuristic over-ear headphones designed entirely from a gourmet charcoal burger. Hero shot floating dramatically in the center of a vertical frame against a glowing orange-to-gold luxury gradient background.
    
    The ear cups are transformed into premium charcoal burger buns with realistic toasted surfaces, scattered sesame seeds, subtle cracks, glossy highlights, and authentic baked textures. Between the buns sits a thick charcoal-grilled patty with realistic char marks, fresh lettuce curls, vibrant tomato slices, melted cheese edges, and gourmet burger detailing.
    
    The headband is sculpted from a seamless sesame bun structure elegantly connecting both ear cups. Premium matte silver hinge mechanisms add realistic engineering detail. Soft luxury brown leather ear cushions remain visible inside. A sleek black microphone boom extends naturally from one side.
    
    Surrounding the headphones are floating ingredients captured in cinematic slow motion: sliced tomatoes, sesame seeds, lettuce fragments, seasoning particles, food debris, naturally blurred by depth of field. Massive radial golden glow behind the headphones creates an epic hero-shot presentation.
    
    Top-center typography: “CHARCOAL BURGER” in large premium yellow lettering. Below: “The Music Of Your Life.” in minimalist light-gray luxury typography.
    
    Hollywood-level commercial food photography combined with luxury technology product lighting, dramatic rim light, glossy bun highlights, soft shadows, realistic reflections, volumetric lighting, cinematic atmosphere.
    
    Apple × Beats × Burger King collaboration aesthetic, Cannes Lions advertising quality, premium branding, playful innovation, impossible product design.

    🇨🇳 中文提示词

    超高端电影级广告杰作,奢侈瑞士腕表被重新构思为手工美食披萨,为世界级时尚和产品活动拍摄。具有完美商业执行力的超写实食品-产品融合设计。
    
    手表英雄般地位于垂直画面的左中心,棕色鳄鱼皮表带从左上向右下斜向流动,创造出优雅的视觉运动。表盘是一个超写实的手工那不勒斯披萨,具有融化的马苏里拉奶酪和天然的拉丝纹理、焦化的金色斑点、光泽的番茄酱点缀、充满活力的烤樱桃番茄、脉络清晰的新鲜罗勒叶、微小的橄榄油反射,以及形成手表表圈的真实木柴烧烤饼底。
    
    优质抛光银色表壳,具有镜面质量的反射,精密加工的表冠,奢侈钟表细节,锋利的黑色指针带有白色中心点缀,优雅的红色秒针,逼真的蓝宝石水晶反射。
    
    深法拉利红到深红色渐变背景,手表后方有戏剧性的聚光灯辉光,微妙的大气颗粒,高端奢侈广告美学。右上角排版:大号现代白色瑞士风格无衬线字体“IT’S PIZZA TIME”。
    
    好莱坞级商业照明,左上方柔和的电影主光,勾勒表壳的微妙边缘光,受控的金属反射,奢侈阴影,体积光线,全局照明,光线追踪反射,物理精确渲染。
    
    劳力士 × 米其林星级餐厅活动美学,戛纳金狮奖获奖广告质量,标志性奢侈品牌,俏皮而超高端的基调。
    
    8K UHD,HDR,超写实纹理,宏观镜头清晰度,浅景深,超锐聚焦,光致写实材料,杰作商业摄影,Behance推荐产品设计,不可能的奢侈产品概念。
    
    负面提示词:模糊,低质量,卡通,插图,扭曲的几何形状,多余的手表指针,变形的披萨,重复的配料,文字伪影,水印,标志,噪点,细节不足,糟糕的反射,不真实的食物纹理,糟糕的光线,裁剪的对象。
    
    获奖电影级产品广告,展示完全由手工木炭汉堡设计的未来派头戴式耳机。英雄镜头戏剧性地漂浮在垂直画面的中心,背景是发光的橙色到金色的奢华渐变。
    
    耳罩转变为优质木炭汉堡面包,具有逼真的烘烤表面、散落的芝麻、微妙的裂缝、光泽的高光和真实的烘焙纹理。在面包之间夹着一块厚厚的木炭烤肉饼,带有逼真的焦痕、新鲜的卷曲生菜、鲜艳的番茄切片、融化的奶酪边缘和手工汉堡细节。
    
    头梁由无缝的芝麻面包结构雕刻而成,优雅地连接两个耳罩。优质哑光银色铰链机制增加了逼真的工程细节。柔软的奢华棕色皮革耳垫在内部依然可见。一支流畅的黑色麦克风杆从一侧自然延伸。
    
    耳机周围是电影般慢动作拍摄的漂浮配料:番茄片、芝麻、生菜碎片、调料颗粒、食物残渣,被景深自然模糊。耳机后方巨大的放射状金色光芒营造出史诗般的英雄镜头展示。
    
    顶部居中排版:大号优质黄色字体“CHARCOAL BURGER”。下方:极简浅灰色奢侈排版“The Music Of Your Life.”。
    
    好莱坞级商业食品摄影结合奢侈科技产品照明,戏剧性的边缘光,光泽的面包高光,柔和的阴影,逼真的反射,体积照明,电影氛围。
    
    苹果 × Beats × 汉堡王联名美学,戛纳金狮奖广告质量,高端品牌,俏皮创新,不可能的产品设计。
  • 柳岩明亮清爽图文合成视觉

    柳岩明亮清爽图文合成视觉

    柳岩明亮清爽图文合成视觉



    🤖 ChatGPT

    🇺🇸 English Prompt

    Generate a bright and refreshing graphic-photo composite visual around a specific theme content: The composition uses a large area of high-brightness pure color field to support the subject, with a flat, airy background and no complex depth of field. The visual center is established by a boldly cropped portrait or real subject from below, revealing only the most memorable parts, making the subject appear to enter from the edge of the frame. Overlaid above the subject is a minimalist graphic symbol or mimetic character, which should look as if it is sitting lightly on the subject's head or growing along the contour, with rounded forms, clean edges, and expressions or structures completed with a small number of thick lines, possessing both a sense of branding and approachability. Text is an active character in the composition: use a large handwriting-style title at the top, with loose letter spacing and soft strokes, like a soft greeting; use stronger vertical or axial titles in the center to establish hierarchy; place a small amount of small-font information at the edges, staying quiet but precise, allowing whitespace to remain dominant. Colors are extracted from the theme's own material, emotion, region, or brand semantics, mapped to a bright background color, clean subject highlights, clear dark structural lines, and a small amount of emphatic information colors, maintaining the relationship between a large area of light background, small areas of high-contrast text lines, and natural subject shadows; the overall tone remains high-brightness, transparent, clean, and clear in saturation without being over-stimulating, with dark colors used only for structure and reading, not creating dirty gray, smoke, or aged textures. There should be a contrast between the photographic details and the flat graphics—realistic yet childlike—with accurate edge overlapping and minimal shadows, creating a sense of completion like a relaxed visual system combining urban public promotion and character illustration. Theme: Liu Yan. Ratio 9:16.

    🇨🇳 中文提示词

    围绕具体主题内容生成一张明亮清爽的图文合成视觉:画面以大面积高明度纯净色场承托主体,背景平整、通风、没有复杂景深,视觉重心由下方被大胆裁切的人像或真实主体建立,只露出最有记忆点的局部,使主体像从画面边缘进入。主体上方叠放一个极简图形符号或拟物角色,它要像轻轻坐在主体头顶或贴合轮廓生长出来,形体圆润、边缘干净、表情或结构由少量粗线完成,兼具标识感和亲近感。文字是画面的主动角色:顶部使用大号手写感标题,字距松、笔画柔软,像一句轻声招呼;中心用更强的竖向或轴向标题建立层级;边缘安放少量小字号信息,保持安静但精确,让空白继续占主导。色彩从主题自身的材质、情绪、地域或品牌语义中提取,映射为明亮底色、洁净主体亮面、清晰深色结构线与少量强调信息色,保留大面积轻快底场、小面积高对比文字线条、自然主体暗部的关系;整体保持高明度、清透、干净、饱和度清晰而不过度刺激,暗色只用于结构和阅读,不制造脏灰、烟雾或陈旧质感。摄影局部与扁平图形之间要形成真实与童趣的反差,边缘叠压准确,阴影极少,完成感像城市公共宣传与角色插画结合的轻松视觉系统。
    
    主题:柳岩
    
    比例9:16
  • 高端草莓汁商业产品广告海报

    高端草莓汁商业产品广告海报

    高端草莓汁商业产品广告海报



    🤖 ChatGPT

    🇺🇸 English Prompt

    ​Commercial product advertisement poster for a premium strawberry juice.
    
    ​Center: A tall, clear glass bottle with a black screw cap, filled with vibrant red, thick, textured strawberry juice showing tiny seed specs. The bottle features a clean white arched label reading "FRESH STRAWBERRY JUICE", "COLD PRESSED", and "100% NATURAL" with a small strawberry illustration at the top.
    
    ​Foreground & Composition: A dramatic, crisp cross-section of a large, juicy strawberry is positioned on the left, exploding with dynamic, crystal-clear water and juice splashes. Two whole, ripe red strawberries with fresh green leaves rest at the base of the bottle on a glossy surface reflecting tiny red juice droplets.
    
    ​Background & Layout: A sharp, vertical split background. The left 60% is a clean, bright, minimalist off-white/light pink gradient. The right 40% is a solid, bold crimson red block. Superimposed vertically on the far right red section is massive, bold, clean white typography spelling "STRAWBERRY". On the upper left side, bold red text reads "BERRY FRESH" with the subtext "SWEET. COOL. DELICIOUS." below it. In the bottom left corner, there are minimalist circular icons for "100% NATURAL" and "FRESHNESS IN EVERY DROP".
    
    ​Style: High-end commercial beverage photography, studio lighting, hyper-realistic, 8k resolution, razor-sharp focus, vivid color grading, professional branding layout. --ar 4:5

    🇨🇳 中文提示词

    高端草莓汁商业产品广告海报。
    
    中心:一个带有黑色螺旋盖的高大透明玻璃瓶,装满鲜红、浓稠、有质感的草莓汁,显示出细小的种子颗粒。瓶身上有一个洁白的拱形标签,上面写着“FRESH STRAWBERRY JUICE”、“COLD PRESSED”和“100% NATURAL”,顶部有一个小草莓插图。
    
    前景与构图:左侧放置了一个巨大、多汁草莓的剧烈、清晰的横截面,伴随着动态、晶莹剔透的水花和果汁溅射。两颗带有新鲜绿叶的完整成熟红草莓停在瓶子底部的光滑表面上,反射出细小的红色果汁滴。
    
    背景与布局:鲜明的垂直分割背景。左侧 60% 是干净、明亮、极简的米白色/淡粉色渐变。右侧 40% 是纯色、大胆的深红色块。在最右侧的红色区域垂直叠加着巨大、大胆、洁白的字体,拼写为“STRAWBERRY”。在左上方,红色加粗文字写着“BERRY FRESH”,下方有副标题“SWEET. COOL. DELICIOUS.”。在左下角,有“100% NATURAL”和“FRESHNESS IN EVERY DROP”的极简圆形图标。
    
    风格:高端商业饮品摄影,摄影棚灯光,超写实,8k 分辨率,极度清晰的焦点,鲜艳的色彩分级,专业的品牌布局。--ar 4:5
  • 现代简约卧室绝美女性室内自拍肖像

    现代简约卧室绝美女性室内自拍肖像

    现代简约卧室绝美女性室内自拍肖像



    🤖 ChatGPT

    🇺🇸 English Prompt

    Ultra-realistic indoor selfie portrait of a breathtakingly beautiful young woman sitting casually on a bed in a minimalist modern bedroom, captured with an iPhone-style front camera angle. Soft direct flash photography creates luminous glowing skin, realistic highlights, and subtle shadows, giving the image a candid late-night selfie atmosphere. Clean neutral-toned background, cozy modern bedroom aesthetic, natural composition, effortless feminine beauty with subtle IG baddie influence.
    
    Face & Expression: 
    Soft oval face shape with delicate feminine features, large almond-shaped eyes, naturally flushed cheeks, small defined nose, and glossy pink lips slightly parted. Joyful and playful expression with a soft smile, sparkling eyes, and carefree feminine energy. Dreamy yet fun vibe, realistic skin texture with visible pores and natural glow.
    
    Makeup — Soft IG Baddie Meets Clean Girl: Flawless hydrated glass skin with a soft matte balance and luminous highlights on the cheeks and nose. Soft pink blush concentrated across the cheeks and nose bridge for youthful warmth. Defined fluffy brows with clean shaping. Eyes enhanced with soft brown-pink eyeshadow, subtle eyeliner, wispy doll-like lashes, and bright under-eye highlights creating large innocent eyes. Lips are naturally overlined with a glossy pink tint. Makeup feels feminine, modern, effortless, photogenic, and subtly glamorous.
    
    Hair: Long voluminous chestnut-brown layered blowout hairstyle with soft feathered curtain bangs framing the face naturally. Smooth silky texture with luxurious shine, large rounded bouncy curls at the ends, face-framing layers, airy movement, and salon-quality 90s supermodel blowout styling. Hair appears thick, healthy, soft, and dimensional with subtle warm brunette highlights. Elegant fluffy volume around the crown and sides, softly curled inward and outward layers creating glamorous movement. Slightly messy effortless styling with a few loose strands framing the cheeks naturally. One hand gently touching and adjusting the messy hair, enhancing the candid playful selfie vibe.
    
    Outfit & Styling: Tight fitted white baby tee with soft fabric contours, casual feminine styling, minimalist jewelry, oversized round eyeglasses with subtle flash reflection on the lenses adding realism and cozy aesthetic charm.
    
    Lighting & Atmosphere: Direct camera flash mixed with soft ambient room lighting, creating glossy skin reflections, natural facial depth, and realistic bedroom selfie vibes. Soft warm neutral color grading, intimate candid mood, cozy clean-girl aesthetic with luxury influencer photography feel.
    
    Camera & Composition: Close-up to medium framing, slight low-angle selfie perspective with extended arm visible, shallow depth of field, ultra-realistic DSLR/iPhone hybrid quality, cinematic skin rendering, natural imperfections preserved, cozy candid framing, 8k ultra-detailed realism.

    🇨🇳 中文提示词

    超现实室内自拍肖像,一位摄人心魄的绝美年轻女性,随意地坐在极简现代卧室的床上,采用 iPhone 风格的前置摄像头角度拍摄。柔和的直打闪光灯摄影营造出透亮发光的皮肤、逼真的高光和微妙的阴影,赋予图像一种自然的深夜自拍氛围。干净的中性色调背景,温馨的现代卧室美学,构图自然,随性的女性美,带有微妙的 IG 潮人风格。
    
    面部与表情:
    柔和的椭圆形脸型,精致的女性特征,大大的杏眼,自然绯红的双颊,挺拔的小鼻子,以及微张的粉嫩光泽嘴唇。愉快而俏皮的表情,带着温柔的微笑,明亮的眼睛,以及无忧无虑的女性能量。梦幻而有趣的氛围,具有可见毛孔和自然光泽的真实皮肤纹理。
    
    妆容——柔和 IG 潮人遇上干净女孩风:完美水润的玻璃肌,带有柔和哑光平衡,脸颊和鼻子上带有透亮高光。柔和的粉色腮红集中在脸颊和鼻梁上,带来青春的温暖感。根根分明且形状整齐的绒毛感眉毛。眼睛以柔和的棕粉色眼影、细微的眼线、纤长的洋娃娃般睫毛和明亮的眼下高光增强,营造出清纯的大眼效果。嘴唇用亮粉色唇釉自然勾勒。妆容感觉充满女性魅力、现代、随性、上镜且带有微妙的华丽感。
    
    发型:长而蓬松的栗棕色分层大波浪吹发,带有柔和的羽毛状八字刘海,自然地修饰脸型。丝滑顺滑的质感,带有奢华的光泽,发尾有大卷度的弹性卷发,修饰脸型的层次感,轻盈的律动,以及沙龙级的 90 年代超模吹发造型。头发看起来厚实、健康、柔软且具有层次感,带有微妙的暖棕色挑染。头顶和两侧有优雅蓬松的发量,向内和向外微卷的层次营造出华丽的动感。略显凌乱的随性造型,几缕散发自然地修饰脸颊。一只手轻轻触碰并整理凌乱的头发,增强了自然俏皮的自拍氛围。
    
    服装与造型:紧身白色紧身短袖,带有柔软的面料轮廓,简约的女性化造型,极简首饰,佩戴大框圆眼镜,镜片上有细微的闪光反射,增加了真实感和温馨的美学魅力。
    
    灯光与氛围:相机直打闪光灯结合柔和的室内环境光,营造出亮泽的皮肤反光、自然的脸部深度和真实的卧室自拍氛围。柔和温暖的中性色调调色,亲密自然的氛围,带有奢侈品博主摄影感的温馨干净女孩美学。
    
    相机与构图:特写至中景取景,略微低角度的自拍视角,可见伸出的手臂,浅景深,超逼真的单反/iPhone 混合画质,电影级的皮肤渲染,保留了自然瑕疵,温馨自然的取景,8k 超细节写实。
  • 校园清新风格高级质感东方女性写真

    校园清新风格高级质感东方女性写真

    校园清新风格高级质感东方女性写真



    🤖 ChatGPT

    🇺🇸 English Prompt

    9:16 vertical version, realistic photography texture female portrait, campus fresh style, high-end portrait photography texture, the overall picture is bright, clean, clear, and comfortable, with a fresh and natural sense of campus life and high-end portrait feel. The picture is like a frame of portrait naturally captured in a real campus, not cheap photo studio style, not internet celebrity portrait style, not plastic skin-smoothing style, nor CG illustration style.
    
    The subject of the picture is an adult East Asian woman with a clear sense of youth, visual age about 20–25 years old, with natural and clear East Asian female characteristics, not overly Westernized, not appearing too old, no sense of being underage, and not overly childish. The character's overall temperament is pure, subtle, soft, quiet, and restrained, with a bit of cautiousness and slight helplessness when suddenly captured by the lens, as if there is a hint of wanting to say something but stopping, the emotion is very light but real and delicate, giving people a feeling of being weak but self-possessed, making one feel pity.
    
    Specific facial features: soft small oval face, cheeks with a slight natural fullness, jawline is rounded and slender but not overly sharp; clear deep brown almond eyes, eye shape naturally stretched, eye corners soft and slightly drooping, pupils with delicate and transparent natural highlights; natural flat soft eyebrows, eyebrow shape slender and soft, preserving real eyebrow texture; nose bridge is elegant and natural, nose tip is small and rounded; lips are light cherry bean paste pink, lip shape is soft and clear; a shallow dimple is vaguely visible on the left cheek, and there is a very small light mole near the left cheekbone to enhance recognition. Extremely slight natural shadows are preserved under the eyes to enhance the sense of being pitiful and the desire to protect. The corner of the mouth is not a clear smile, but a slightly relaxed, somewhat restrained, and slightly aggrieved shallow expression. Makeup is clear and light, preserving real skin texture, slight skin tone changes, and natural skin grain.
    
    The figure of the character is light and slender, body proportions are natural and coordinated, shoulder and neck lines are clear, collarbone lines are natural, waistline is soft, leg proportions are coordinated and long but not exaggerated, the overall outline is light and smooth, stretched and natural. Line emphasis is medium, focusing on the light posture of the shoulders, neck, collarbone, natural waistline, and half-body to thigh composition, body lines are natural and soft, not exaggerated, not vulgar, not intentionally sexy.
    
    The scene is a bright and fresh campus environment, showing elements such as campus tree-lined paths, teaching building facades, a corner of a corridor, grass edges, benches, tree shadows, or campus roads, the background is clean and natural, with a sense of real life, but not complex or stealing the show. The overall atmosphere is relaxed, quiet, and comfortable, with the freshness and real breathing sense of a youthful campus.
    
    The clothing is campus style, clean and natural, light-colored, with a strong daily feel, suitable for a pure campus temperament. It can specifically be shown as a white or off-white shirt, light-colored knit cardigan, light-colored short-sleeved top, paired with a high-waisted skirt, pleated skirt, light-colored jeans, or simple campus-style bottoms, the material is soft and natural, the cut is comfortable and refreshing, the outfit is light, restrained, and natural, helping to present the shoulder and neck lines, natural waistline, and overall lightness, but must not be vulgar or revealing, must not be transparent, and must not have a cheap uniform temptation feel.
    
    The lens is a half-body to thigh composition, realistic camera shooting texture, natural perspective, shallow depth of field background blur. The character can naturally stand by the side of a campus tree-lined path, beside a teaching building corridor, or at the edge of the grass, the body slightly turned towards the camera, shoulders relaxed, posture natural, with a slight change in center of gravity; hand movements are simple and restrained, can naturally hang hands, lightly hold a book, lightly hold a bag strap, or gently tidy a strand of hair. The overall state is like a moment of quietly stopping and being captured by the camera, eyes looking at the camera, quiet, sincere, soft, with a bit of cautiousness and slight helplessness, presenting a slight emotional tension of wanting to say something but stopping.
    
    The light is bright natural light, campus scattered light or soft morning light, and can also have a bit of light cinematic soft light. The face receives soft light, the skin texture is clear and natural, there is slight soft hair light at the edges of the hair strands, highlighting the character's eyes, facial temperament, clear skin, shoulder and neck collarbone lines, light campus outfit, and bright and fresh campus atmosphere. The overall first eye-catching point comes from the character's quiet and sincere eyes, the shallow expression with a slight sense of grievance, the clear and natural skin state, the soft hair light, and the fresh and restrained campus portrait atmosphere.
    
    realistic photography, adult East Asian woman, campus fresh portrait, natural light, soft daylight, shallow depth of field, clean school background, soft cinematic realism, youthful yet adult, delicate facial details, gentle eyes, subtle vulnerable expression, honest and quiet mood, clear skin texture, elegant slender body proportion, high-quality lifestyle portrait.

    🇨🇳 中文提示词

    9:16 竖版,真实拍摄质感女性写真,校园清新风格,高级人像摄影质感,整体画面明亮、干净、清透、舒服,具有清新自然的校园生活感与高级写真感。画面像真实校园里被自然捕捉到的一帧人像,不是廉价影楼风,不是网红写真,不是塑料磨皮风,也不是 CG 插画风。
    
    画面主体是一位年轻感明确的成年东方女性,视觉年龄约 20–25 岁,具有自然明确的东方女性特征,不过度欧美化,不显年龄偏大,没有未成年感,也不过度幼态化。人物整体气质清纯、含蓄、柔软、安静、克制,带一点被镜头突然捕捉到时的拘谨与轻微无措感,像有一点欲言又止,情绪很轻,但真实细腻,给人一种柔弱却自持、让人心生怜惜的感觉。
    
    五官方向明确为:柔和小鹅蛋脸,双颊带轻微自然饱满感,下颌线圆润纤细但不过分尖锐;清澈深棕色杏眼,眼型自然舒展,眼尾柔和微垂,瞳孔带细腻通透的自然高光;自然偏平柔眉,眉形纤细柔和,保留真实眉毛纹理;鼻梁秀气自然,鼻尖小巧圆润;嘴唇为清淡樱花豆沙粉色,唇形柔和清晰;左侧脸颊隐约带浅梨涡,左侧颧骨附近有一颗非常细小的淡痣,增强辨识度。眼下保留极轻微自然阴影,增强楚楚可怜感与保护欲。嘴角不是明显微笑,而是轻微放松、略带克制与一点点委屈感的浅表情。妆容为清透淡妆,保留真实皮肤纹理、轻微肤色变化与自然肌理。
    
    人物身形为轻盈纤细型,身体比例自然协调,肩颈线清晰,锁骨线自然,腰线柔和,腿部比例协调修长但不夸张,整体轮廓轻盈流畅、舒展自然。线条强调为中等,重点表现肩颈、锁骨、自然腰线与半身到大腿构图中的轻盈体态,身体线条自然柔和,不夸张,不低俗,不刻意性感。
    
    场景为明亮清新的校园环境,可见校园林荫道、教学楼外立面、走廊一角、草地边缘、长椅、树影或校园道路等元素,背景干净自然、有真实生活气息,但不能复杂抢戏。整体氛围轻松、安静、舒服,具有青春校园的清新感与真实呼吸感。
    
    服装为校园风穿搭,干净自然、浅色系、日常感强,适合清纯校园气质。可具体表现为白色或米白色衬衫、浅色针织开衫、浅色短袖上衣,搭配高腰半裙、百褶裙、浅色牛仔裤或简洁校园感下装,材质柔软自然、剪裁舒适清爽,穿搭轻盈、克制、自然,帮助呈现肩颈线、自然腰线与整体轻盈感,但不得低俗暴露,不得透明,不得廉价制服诱惑感。
    
    镜头为半身到大腿构图,真实相机拍摄质感,自然透视,浅景深背景虚化。人物可自然站在校园林荫道边、教学楼走廊旁或草地边缘,身体轻微侧向镜头,肩膀放松,姿态自然,有轻微重心变化;手部动作简单克制,可自然垂手、轻握书本、轻扶包带,或轻轻整理发丝。整体状态像慢慢停下脚步,被镜头安静捕捉的一瞬间,眼神望向镜头,安静、真诚、柔软,略带拘谨与轻微无措感,呈现轻微欲言又止的情绪张力。
    
    光线为明亮自然光、校园散射光或柔和晨光,也可带一点轻电影感柔光。面部受光柔和,皮肤质感清透自然,发丝边缘有轻微柔和发丝光,突出人物眼神、面部气质、清透皮肤、肩颈锁骨线、轻盈校园穿搭与明亮清新的校园氛围。整体第一眼吸睛点来自人物安静真诚的眼神、轻微委屈感的浅表情、清透自然的皮肤状态、柔和发丝光与清新克制的校园写真氛围。
    
    realistic photography, adult East Asian woman, campus fresh portrait, natural light, soft daylight, shallow depth of field, clean school background, soft cinematic realism, youthful yet adult, delicate facial details, gentle eyes, subtle vulnerable expression, honest and quiet mood, clear skin texture, elegant slender body proportion, high-quality lifestyle portrait.
  • 韩国女性足球场人体彩绘体育写真

    韩国女性足球场人体彩绘体育写真

    韩国女性足球场人体彩绘体育写真



    🤖 ChatGPT

    🇺🇸 English Prompt

    Ultra-realistic photo-level sports portrait, a high-beauty adult Korean female standing on the grass of a football field at night, vertical composition, front close-up, fully visible from head to thighs, the character occupies the main part of the frame. She has an exquisite Korean look, fair and transparent skin tone, soft oval face, clear jawline, slender and clean eyebrow shape, bright dark brown eyes, a small and three-dimensional bridge of the nose, natural moist lip makeup, the makeup is exquisite and clear, and the skin has real sweat beads and water light. She has long silver-white hair, with long bangs slightly covering one side of her eyes, a long braid on the side, a red, blue, and white bow tied at the end of the hair, wearing a thin necklace and small earrings, her eyes are confident and looking directly at the camera.
    
    Key point: What she is wearing is not ordinary clothes, but a skin-tight body paint style football uniform, like a sportswear pattern painted directly on the skin with pigment. The chest, arms, waist, and legs are covered with Korean football-themed body paint, with a white base feel paired with red, blue, and black ink-splatter brushes, Taegeuk red and blue circular elements, black trigram lines, gold thin line embellishments, a South Korean team style shield emblem, the painting fits the body curves, the edges break off naturally, real skin texture, pores, sweat beads, and highlights can be seen through the pigment, the whole thing looks like professional body paint, not like fabric, no fabric wrinkles, no stitching, no clothing thickness. The upper body is in the shape of a cropped sports top painting, and the lower body is in the shape of high-waisted shorts painting, the pattern blends with the skin but maintains a covering effect, real and natural, no exposure.
    
    She has a plump and well-proportioned figure, a thin waist, obvious curves but realistic and natural proportions. One hand is holding a football, which is also painted in a South Korean flag style red, blue, black, and white graffiti style, and the other hand is lightly touching her hair, posing confidently and naturally. The background is a large football stadium, green grass, white field lines, blurred full audience, bright stadium lights, electronic large screens, South Korean flags waving in the distance, night game atmosphere, shallow depth of field, real camera shooting, delicate skin texture, real sweat, real body paint pigment texture, high-definition photo-level realism. Avoid real clothes, fabric wrinkles, stitching, heavy clothing, anime, CGI, plastic skin, excessive skin smoothing, facial collapse, Western faces, wrong body proportions, deformed hands, wrong fingers, low resolution, blur, text watermarks, logo deformation, cheap filters.

    🇨🇳 中文提示词

    超真实照片级体育写真,一位高颜值成年韩国女性站在夜晚足球场草坪上,竖构图,正面近景,从头到大腿完整可见,人物占画面主体。她有精致韩系长相,白皙通透肤色,柔和鹅蛋脸,清晰下颌线,细长干净眉形,明亮深棕色眼睛,小巧立体鼻梁,自然水润唇妆,妆容精致清透,皮肤带真实汗珠和水光。她有银白色长发,长刘海微微遮住一侧眼睛,侧边编成长辫,发尾系红蓝白配色蝴蝶结,佩戴细项链和小耳环,眼神自信直视镜头。
    
    重点:她身上不是普通衣服,而是贴身人体彩绘式足球服,像用颜料直接画在皮肤上的运动服图案。胸前、手臂、腰侧、腿部覆盖韩国足球主题彩绘,白色底感搭配红色、蓝色、黑色泼墨笔刷,太极红蓝圆形元素,黑色卦象线条,金色细线点缀,韩国队风格盾形徽章,彩绘贴合身体曲线,边缘自然断开,能看到真实皮肤纹理、毛孔、汗珠和高光透过颜料,整体像专业 body paint,不像布料,不要布料褶皱,不要缝线,不要衣服厚度。上半身呈短款运动上衣的彩绘形状,下半身呈高腰短裤的彩绘形状,图案与皮肤融合但保持遮挡效果,真实自然,不走光。
    
    她身材丰满匀称,腰细,曲线明显但比例真实自然。一只手抱着足球,足球也是韩国国旗风格红蓝黑白涂鸦涂装,另一只手轻轻碰头发,姿态自信自然。背景是大型足球体育场,绿色草坪、白色球场线、满场观众虚化、明亮体育场灯光、电子大屏幕、远处挥舞的韩国国旗,夜间比赛氛围,浅景深,真实相机拍摄,细腻皮肤纹理,真实汗水,真实人体彩绘颜料质感,高清照片级真实感。避免真实衣服、布料褶皱、缝线、厚重服装、动漫、CGI、塑料皮肤、过度磨皮、脸部崩坏、欧美脸、身体比例错误、畸形手、错误手指、低清晰度、模糊、文字水印、logo变形、廉价滤镜。
  • LinkedIn创始人的下一次押注:离开微软董事会,去造AI制药公司

    LinkedIn创始人的下一次押注:离开微软董事会,去造AI制药公司

    雷德·霍夫曼最近做了一个决定:离开微软董事会。这位LinkedIn的联合创始人,在2017年坐进微软董事会会议室,到现在已经快十年了。他选择在这个时间点走,理由很直接——要把更多精力放在自己2025年联合创立的AI药物研发公司Manas上。

    霍夫曼和微软CEO萨提亚·纳德拉共同主持着一档叫《Possible》的播客。就在节目里,他亲口说了这件事。消息本身不算突然,《彭博社》之前已经报过了,美国证券交易委员会的文件里也写着。但在AI这一波狂热里,一个顶级科技人物把筹码从一张桌换到另一张桌,值得琢磨一下。

    霍夫曼不是在退出AI,他是把赌注压向了AI最硬核的落地场景之一:制药。

    Manas是什么来头

    Manas这家公司,名字来自梵语”思维”或”智慧”。联合创始人除了霍夫曼,还有一位重量级人物:Siddhartha Mukherjee——哥伦比亚大学癌症医生,普利策奖得主,写过《癌症传》(The Emperor of All Maladies)。CEO是Mukherjee,霍夫曼出任董事长。

    公司的方向是用AI加速药物研发。传统制药的痛点大家都清楚:一款新药从靶点发现到最终上市,平均耗时10到15年,烧钱数十亿美元,失败率超过90%。AI能做的事,是从海量生物数据里找规律——预测哪些分子最可能成为有效药物、哪些化合物会有毒性、哪些临床试验设计更可能成功。理论上,这能把周期缩短几年,把成本砍掉一大截。

    这个方向不是霍夫曼一个人看中的。整个AI制药赛道,在过去三年里吸引了巨额资金。元宇宙概念冷下去之后,AI+生物科技成了硅谷新宠。Google的AlphaFold已经把蛋白质结构预测做到了近乎完美的程度——2020年AlphaFold 2横空出世,2024年AlphaFold 3进一步做到了分子相互作用的精确预测。David Baker拿了2024年诺贝尔化学奖,表彰的就是蛋白质设计和AI预测的贡献。

    霍夫曼的AI布局不全是OpenAI那一挂

    提起霍夫曼和AI的关系,大多数人先想到的是他是OpenAI的早期支持者,是硅谷那批最积极推动AGI(通用人工智能)的人之一。他写过一本书叫《Impromptu: Amplifying Our Humanity Through AI》,大谈AI如何放大人的能力。

    但Manas这个动作说明,他的AI押注不止在”通用智能”这一条线上。药物研发是AI落地最硬核、周期最长、但一旦做成回报也最惊人的方向之一。这跟炒大模型API、做AI助手创业,完全不是一回事情。

    离开微软董事会这个动作,也可以换个角度理解:霍夫曼在微软的角色,更多是一个”连接者”——他帮微软打通LinkedIn之后,一直在董事会里提供战略视角。但现在他的重心在Manas,这家公司需要他投入的时间,不是一个”兼职董事长”能应付的。

    微软失去了什么

    微软失去霍夫曼,不是失去了一位技术领袖——他的角色从来不是技术那挂的。更准确地说,微软失去的是一个跟硅谷风投圈、创业圈、AI圈都深度连接的人。霍夫曼是Greylock Partners的前合伙人,投过一堆知名公司,在AI创业圈里说话有分量。

    但微软现在也不缺”AI圈内人”:它跟OpenAI绑得够深,自己也有Copilot产品线,纳德拉本人对AI的战略判断在业界也算一线。霍夫曼离开,对微软的实际影响,可能更多在”象征意义”层面:连最铁杆的AI推动者之一,现在都把主要精力从”平台层”移向了”应用层”(而且是特别硬核的生物应用层)。


    下一次微软股东大会上,霍夫曼的名字不会再出现在董事会连任名单里。他去造药了。这事本身不稀奇——科技圈的人隔几年就折腾一次”用AI改变生物科技”。但这次是霍夫曼,是LinkedIn创始人,是OpenAI早期支持者里说话最响的那批人之一。这个信号,比一篇AI制药融资新闻要重一些。

    Manas能不能真的做出一款AI辅助设计出来的新药,现在没人知道。这个赛道上已经倒过不少高估值的公司了。但霍夫曼把筹码压上去,而且压到需要离开微软董事会的程度——至少说明,在他看来,这局牌值得全押。

    📎 原文来源:The Verge – LinkedIn co-founder Reid Hoffman is leaving Microsoft’s board(作者:Emma Roth,2026-06-05);CNBC补充报道