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  • Strix:让 AI 当黑客,自动找出并修复你应用的真实漏洞(40.8K Stars)

    Strix:让 AI 当黑客,自动找出并修复你应用的真实漏洞(40.8K Stars)

    Strix 封面

    一句话先说清楚:Strix 是一个开源的自主 AI 渗透测试智能体(Autonomous AI Pentesting Agents)。它不像传统扫描器那样丢给你一堆“可能存在风险”的噪音告警,而是真的会动态跑起你的代码、模拟攻击者思维去打、再用可验证的 PoC 证明漏洞确实存在——最后还顺手把补丁和报告给你写了。

    项目简介

    usestrix/strix,Apache-2.0 协议,纯 Python 写就,目前在 GitHub 上已经 4 万+ Stars,连续多周霸榜 Trending。它的定位很直白:把“请安全公司做一次渗透测试”这件事,从“几万块、等几周”,变成“一条命令、几分钟”。它支持本地代码库、GitHub 仓库、线上应用三种目标模式,也能多目标并行扫描。

    安装要求和过程

    Strix 的依赖极其克制,你只需要两样东西:

    • 一个正在运行的 Docker(首次运行自动拉取沙箱镜像,把攻击行为关在隔离环境里);
    • 一个任意主流 LLM 的 API Key(OpenAI / Anthropic / Google 都行,底层走 LiteLLM)。

    安装就一行:

    curl -sSL https://strix.ai/install | bash

    配置好供应商和目标,开跑:

    export STRIX_LLM="openai/gpt-5.4"
    export LLM_API_KEY="your-api-key"
    strix --target ./app-directory

    首次运行会自动拉取沙箱 Docker 镜像,结果全部落进 strix_runs/<run-name>。如果你是 Windows,注意它本质是个 Python 包 + Docker,建议走 WSL2,别在原生 CMD 里硬刚。

    核心功能

    1. 真实漏洞验证,拒绝误报——这是它和传统扫描器最大的区别。Strix 会实际构造攻击载荷、命中、再生成可复现的 PoC 代码,只报“已被验证”的漏洞。传统工具 60-80% 的误报率,在这里被砍掉了。

    2. 多智能体协同的“红队”——侦察 Agent 画攻击面地图,注入测试 Agent 专攻 SQL/命令注入,权限提升 Agent 测越权与认证绕过,前端 Agent 查 XSS/CSRF。它们并行工作、互相共享线索,像一支真实的安全团队。

    3. 覆盖 OWASP Top 10 全栈——越权、注入、服务端/客户端攻击、业务逻辑缺陷、认证与会话、基础设施/云、API 安全,一锅端。

    4. 自动修复 + 合规报告——不光告诉你哪儿漏了,还生成补丁和合规报告。开发者优先的 CLI,每条发现都带修复指导。

    5. 代理式工具箱——内置 HTTP 拦截代理(Caido)、浏览器利用、Shell 执行、自定义利用运行时、侦察/OSINT、静态/动态分析、漏洞知识库。

    典型使用场景

    场景一:开发流程里的“安全卡点”
    把 Strix 接进 CI/CD。每次 PR 合并前跑一遍 strix -n --target ./ --scan-mode quick,上线前自动兜底。这是它最实用的姿势——让安全从“上线后救火”变成“开发时拦截”,修复成本直接降一个数量级。

    Strix 演示截图

    场景二:Bug Bounty 自动化
    独立安全研究员用它批量扫目标、自动出 PoC。配合 --target-list ./targets.txt 多目标并行,把重复劳动交给 AI,自己专注高价值的逻辑漏洞挖掘。

    场景三:黑盒 Web 应用快速体检
    strix --target https://your-app.com,通过 --instruction 给自然语言指令(比如“用 user:pass 做认证测试”),AI 会像红队一样从外往里打,几分钟出一份带证据的安全评估。

    推荐理由

    我挺吃 Strix 这套“用 AI 模拟真实黑客”的思路。过去做安全,要么花钱请人、要么自己扛一堆误报告警大海捞针。Strix 把“验证”这件事做在了前面——它不拿签名库糊弄你,而是真跑、真打、真证明。多智能体架构也比单 Agent 更像人,侦察-利用-后利用的链条能自动衔接。

    当然,也得泼盆冷水:它目前还很“Alpha”,社区里有资深安全研究员指出它的提示模板还偏基础,跟顶级商业工具比仍有差距;AI 的扫描结果必须人工复核,且绝对不能拿去打未授权目标。但作为开发自测、CI 卡点和学习红队思维的开源玩具,它已经足够香,而且免费、可商用(Apache-2.0)。

    ⚠️ 安全声明:Strix 仅可用于你拥有授权的目标。运行前务必隔离环境,防止模型抽风导致密钥或数据泄露。

    下载地址

  • OpenAI 首颗自研芯片 Jalapeño 出炉,不再只靠英伟达

    OpenAI 首颗自研芯片 Jalapeño 出炉,不再只靠英伟达

    OpenAI 首颗自研推理芯片 Jalapeño
    OpenAI 与博通联合发布首颗自研推理芯片 Jalapeño(图源:TechCrunch)

    OpenAI 一直被看作做模型的,6 月 24 日这天它跨过了那条线——和博通联合发布了一颗叫 Jalapeño(墨西哥辣椒)的芯片,这是 OpenAI 第一颗自己定制的 AI 处理器。合作去年 10 月就官宣了,但真把芯片摆到台前,还是头一回。

    专门为跑模型而生

    Jalapeño 的定位很明确:它是推理芯片,不是训练芯片。说人话就是,它负责把已经训练好的模型跑起来、响应用户指令,而不是从零去炼模型。OpenAI 在公告里特别强调,它在跑实时 coding 模型(比如 Codex)时运营成本很低。像预训练这种更吃算力的重活,短期内还得靠英伟达的 GPU,但光是把推理这一块的成本往下压,对 OpenAI 的账本就已经意义不小。

    我们不只是做前沿模型、在模型上搭产品,我们连底下的基础设施都自己设计了——芯片架构、内存系统、网络、调度、部署,全在一层一层地把同一件事优化到极致。

    AI 参与设计了自己的硬件

    最让我觉得绕的一个细节是:OpenAI 自己的 AI 模型,参与了这颗芯片的设计过程。从架构设计到把版图数据交给晶圆厂(tape-out),整段只用了大约九个月。OpenAI 自己说,这可能是高性能半导体领域有史以来最快的 ASIC 开发周期。硬件负责人 Richard Ho 来头也不小,在谷歌待了快九年,是 Cloud TPU 项目的核心工程师。

    为什么非得自己造?说白了是想少依赖英伟达的 GPU。这条路上谷歌有 TPU、亚马逊有 Trainium,都是同一个思路——用专门加速机器学习的硅,把特定工作负载跑得更快更省。OpenAI 总裁 Greg Brockman 的话很直白:我们太懂这个工作负载了,就去找那些没被伺候好的环节,想办法加速它。

    全栈公司的必然一步

    把视角拉高一点看,造芯是 OpenAI 从模型公司往全栈基础设施公司走的自然一步。模型、产品、数据中心、再到芯片,每一层它都想攥在自己手里。据外界披露,微软还承诺包销了 Jalapeño 首期大约 40% 的产能。芯片计划先以工程样片在实验室跑通 GPT-5.3-Codex-Spark 这类模型,后续再放到吉瓦级别的数据中心里规模部署。

    • Jalapeño 是 OpenAI 首颗自研推理芯片,由博通代工实现、台积电 3nm 制造
    • AI 模型参与芯片设计,九个月走完从设计到流片
    • 目标不是取代英伟达,而是把最贵的推理成本压下来

    这不是要和英伟达掀桌子,而是 OpenAI 想把自己最贵、也最日常的那块成本,从别人手里拿回来一部分。当一家公司的模型每天被几亿人调用,每一分钱的推理开销乘上去都是天文数字——自己造芯,只是时间问题。

  • 苹果造车计划黄了,却意外成就端侧AI最强芯片

    苹果造车计划黄了,却意外成就端侧AI最强芯片

    苹果芯片与神经网络引擎
    苹果十年造车梦碎,却意外喂出了端侧 AI 最硬的底牌(图源:The Verge)

    苹果那辆传了十年的车,最后还是没造出来。项目在 2024 年被悄悄砍掉,前后烧掉上百亿美元,外界大多把它当成苹果少有的滑铁卢。但彭博社 Mark Gurman 在最新的 Power On 通讯里捅破了另一层窗户纸:那场失败的豪赌,其实给今天的苹果 AI 埋下了一块最硬的底牌。

    一辆车逼出来的芯片

    故事得回到项目刚启动那会儿。苹果当时瞄准的是 L5 级全自动驾驶——车子完全不用人管,自己跑。要做到这一点,车必须在本地实时处理海量的感知和决策数据,对算力的要求高到当时的手机芯片根本扛不住。于是工程师们一头扎进机器学习研究和定制芯片,想做一颗专门塞进车体的 AI 处理器。

    结果这颗车规级芯片最终没流片,一辆车也没装上。但它在研发过程中催生的一套底层能力,并没有跟着项目一起进垃圾桶,而是演变成了后来人人都熟悉的神经网络引擎(Neural Engine)——今天几乎所有苹果设备里负责 AI 运算的那块核心。

    那笔钱没有白花。一个没能交付的产品,反而成了苹果在端侧 AI 起跑时偷偷抢到的身位。

    从认脸到跑大模型

    神经网络引擎第一次亮相,是 2017 年随 iPhone X 和 A11 仿生芯片一起登场的。那会儿它还很朴素,主要干计算机视觉的活儿:让 FaceID 在暗光下认出你的脸、把表情实时映射到 Animoji、再撑起一些 AR 效果。这些功能有个共同点——原本要传到云端处理的敏感图像,现在全锁在设备本地完成。

    真正让逻辑变清楚的,是 M 系列芯片把这块加速单元搬上了 Mac。消费级电脑开始能跑过去只有云端服务器才扛得动的模型。这一步,也给苹果后来那套隐私优先的叙事,提供了实打实的硬件支点:本地能算的越多,离开设备的数据就越少。

    软件掉队,硬件领跑

    客观说,苹果在 AI 软件上的节奏一直被吐槽——Apple Intelligence 落地慢、Siri 升级跳票,外界没少阴阳怪气。但硬件这一边,确实拿得出手。Gurman 透露,苹果接下来打算跳过即将到来的 M6 芯片的 Pro、Max 和 Ultra 版本,直接加速推进 M7,预计 2027 年上半年登场,神经网络引擎会有大幅升级。M7 Ultra 还会成为苹果新一代服务器产品的基础,最高支持到 1.5TB 内存。

    • 十年造车梦碎,却催生了贯穿全系设备的神经网络引擎
    • 端侧算力让苹果敢把隐私当核心卖点,数据尽量不离开设备
    • M7 提前加速,Ultra 版本直奔 1.5TB 内存的服务器场景

    回过头看挺有意思:一个烧掉上百亿、折腾十多年的失败项目,最后可能变成苹果在端侧 AI 时代最划算的一笔长期投资。当整个行业都在把大模型往设备本地搬的时候,那颗没能上车的芯片,倒先一步给了苹果抢跑的资格。

  • 俯拍勃艮第红丝绒时尚人像

    俯拍勃艮第红丝绒时尚人像

    俯拍勃艮第红丝绒时尚人像



    🤖 ChatGPT

    🇺🇸 English Prompt

    Create a premium top-down fashion portrait in a vertical 9:16 aspect ratio.
    
    An adult East Asian young woman rests naturally on luxurious burgundy velvet bedding with elegant lace layers beneath. Her body is positioned diagonally while her long hair spreads softly across the pillow with realistic strands and natural volume.
    
    She wears a rich burgundy satin slip dress trimmed with delicate lace, elegant shoulder straps, layered silk panels, and luxurious embroidery. The fabric follows the body's shape naturally with realistic folds, gentle support, and premium couture finishing.
    
    The bedding combines velvet, embroidered lace, soft folds, and realistic textile textures.
    
    Lighting: warm vintage bedside lamp with soft golden highlights.
    
    Color palette: burgundy, wine red, warm gold, cream.
    
    Mood: intimate, luxurious, timeless, cinematic fashion editorial.
    
    Realistic skin texture, elegant expression, premium magazine photography.
    
    Avoid unrealistic body proportions, fake skin, AI look, messy fabric, cartoon style.

    🇨🇳 中文提示词

    创建一张优质的俯拍时尚人像,采用垂直 9:16 的纵横比。
    
    一位成年的东亚年轻女性自然地躺在奢华的勃艮第红丝绒床上用品上,下方衬有优雅的蕾丝层。她的身体呈对角线放置,而她的长发柔软地散落在枕头上,具有真实的发丝和自然的蓬松感。
    
    她穿着一件装饰有精致蕾丝、优雅肩带、层叠丝绸面板和奢华刺绣的浓郁勃艮第红缎面吊带裙。面料自然地贴合身体形状,具有真实的褶皱、轻柔的支撑和高级定制的完成度。
    
    床上用品结合了天鹅绒、刺绣蕾丝、柔软的褶皱和真实的纺织质感。
    
    光照:带有柔和金色高光的温暖复古床头灯。
    
    调色板:勃艮第红、酒红、暖金、奶油色。
    
    情绪:亲密、奢华、永恒、电影感的时尚社论。
    
    真实的皮肤纹理,优雅的表情,优质杂志摄影。
    
    避免不切实际的身体比例、虚假的皮肤、AI感、凌乱的面料、卡通风格。
  • 充满活力的首尔旅行手绘涂鸦海报

    充满活力的首尔旅行手绘涂鸦海报

    充满活力的首尔旅行手绘涂鸦海报



    🤖 ChatGPT

    🇺🇸 English Prompt

    A vibrant travel dynamic poster layout. In the lower-center foreground, a cheerful young Korean woman in the reference. She wears a white blouse under light-blue denim overalls. A thick, stylized hand-drawn white outline surrounds her silhouette like a sticker.
    The background is a sunny street in Seoul, South Korea, featuring modern buildings, Korean storefronts, street signs in Hangul, green trees, and a bright blue sky.
    The entire upper half and empty spaces of the image are filled with chaotic and cute white chalk doodles, including playful handwritten Korean words such as "서울", "여행", "행복", "맛집", "카페", "추억", along with small sun icons, musical notes, a tiny N Seoul Tower doodle, skewered street food, hearts, stars, and sparkles. The doodles have a rough crayon and chalk brush texture with grainy edges.
    Warm Korean film photography style, rich colors, heavy vintage film grain, bright afternoon sunlight casting soft shadows. Joyful, nostalgic, energetic, and cozy travel journal aesthetic. --ar 4:5

    🇨🇳 中文提示词

    一个充满活力的旅游动态海报布局。在前景中下部,是一位参考图中的活泼年轻韩国女性。她穿着白色衬衫,外搭浅蓝色牛仔背带裤。一圈粗线条、风格化的手绘白色轮廓像贴纸一样环绕着她的剪影。背景是韩国首尔阳光明媚的街道,拥有现代建筑、韩国店面、韩文路牌、绿树和明亮的蓝天。图片的整个上半部分和空白区域充满了杂乱而可爱的白色粉笔涂鸦,包括俏皮的手写韩语单词,如“서울”、“여행”、“행복”、“맛집”、“카페”、“추억”,以及小太阳图标、音符、一个微小的南山首尔塔涂鸦、串烧街头美食、心形、星星和闪烁。涂鸦具有粗糙的蜡笔和粉笔刷纹理,边缘带有颗粒感。温暖的韩国电影摄影风格,丰富的色彩,浓重的复古胶片颗粒,明亮的午后阳光投下柔和的阴影。快乐、怀旧、充满活力且舒适的旅行日志美学。--ar 4:5
  • 超写实长发女性特写情绪时尚肖像

    超写实长发女性特写情绪时尚肖像

    超写实长发女性特写情绪时尚肖像



    🤖 ChatGPT

    🇺🇸 English Prompt

    ultra-realistic close-up portrait of a beautiful young woman with long straight dark hair, messy strands falling across her face, soft pale skin, full natural lips, deep dark eyes, subtle eyeliner, moody intimate expression, head slightly tilted, one arm raised beside her face, cinematic low-key studio lighting, dramatic shadows across the face, black background, glossy hair texture, minimal makeup, emotional editorial beauty photography, soft skin details, sharp focus on eyes and lips, high contrast, dark aesthetic, luxury fashion magazine portrait, 85mm lens, shallow depth of field, photorealistic, ultra detailed, masterpiece.

    🇨🇳 中文提示词

    超写实的长直黑发美丽年轻女子特写肖像,凌乱的发丝散落在脸庞,柔和苍白的皮肤,丰满自然的嘴唇,深邃的黑色眼睛,微妙的眼线,忧郁亲密的表情,头稍微倾斜,一只手臂举在脸旁,电影感的低调影棚灯光,横跨面部的戏剧性阴影,黑色背景,光泽的头发质感,极简妆容,情感社论美容摄影,柔和的皮肤细节,眼睛和嘴唇的锐利焦距,高对比度,黑暗美学,奢华时尚杂志肖像,85mm镜头,浅景深,真实感,超细节,杰作
  • 古风贵女花影水光妆容人像特写

    古风贵女花影水光妆容人像特写

    古风贵女花影水光妆容人像特写



    🤖 ChatGPT

    🇺🇸 English Prompt

    9:16 vertical orientation, ancient style noble lady flower shadow and water-light makeup photo, Oriental water-light makeup noble lady portrait, makeup close-up to bust-up close shot composition, front facing with a slight side turn, quietly looking at the camera, lips slightly parted, graceful and reserved posture, with a hint of pampered and storytelling feel.
    
    The main subject is a clearly adult young Oriental woman, visual age about 20–28 years old, noble lady temperament, soft, shy, pampered, elegant and refined, with a hint of unintentional charm and delicate emotions. Facial features remain exquisite Oriental light makeup style, small and soft oval face, clear apricot eyes, eyes are moist and emotional, nose bridge is elegant, tip of the nose is slightly red, lip shape is soft and full, overall not childish, not Westernized, not an influencer face.
    
    The makeup is flower shadow tipsy water-light makeup, the first visual focus is facial makeup and hydrated skin texture. The base makeup is porcelain white and transparent, with delicate creamy water-light glow, soft highlights in the middle of the face but not oily. Eye makeup is a gradient of peach pink, apricot pink, and light rose brown, blush under the eyes and in the middle of the face is more obvious than ordinary makeup, slightly red under the eyes and on the tip of the nose, forming a tipsy but high-end delicate complexion. Highlights are concentrated on the bridge of the nose, the tip of the nose, the triangular area under the eyes, the cupid's bow, and the middle of the face, delicately visible. Lip glaze is light cherry or peach pink water-light texture, the lip surface is clear and full, with glass lip glaze reflections, lips are slightly parted, not flaming red lips, not thick red lips.
    
    The hairstyle is black long hair half-down and half-up, the hair should not be tied too high, the bun position is naturally mid-to-low, retaining falling long hair and slight wispy hair, hair strands are smooth, with a natural wind feel. Head ornaments are pearl tassels, small buyao, white jade hairpins, light gold thin hair clips, jade earrings, embellished with a small amount of light green jade and pearls, exquisite but not overwhelming the face, do not use large palace crowns.
    
    The clothing is an elegant and exquisite ancient style noble lady ruqun, a combination of pearl white, apricot white, light cyan, and light gold, light gauze outer robe, embroidered inner layer, soft shawl, light cyan waistband, light gold embroidery patterns and pearl waist ornaments. The clothing must have layers and a noble lady texture, the fabric is light and transparent but not cheap, highlighting natural body curves, the chest is full and natural, the waistline is clear, the shoulder and neck lines are soft, overall reserved and high-end, not vulgar.
    
    The scene is an afternoon courtyard corridor, mottled flower shadows, gauze curtains moving slightly, natural green plants and light-colored flower branches blurred in the background, wooden corridors and courtyard railings create an ancient style lifestyle feeling. The light is soft afternoon natural light, slight side-backlight and flower shadows fall on the person's shoulders, neck, and clothing, the face remains clean and transparent, the skin tone is not contaminated by green environmental colors. The background has a shallow depth of field blur, flower shadows and natural greenery only serve as atmospheric foil, not overpowering the subject. The overall picture is high-end, soft, transparent, with a strong sense of retouching, having the quality of an ancient style noble lady's daily water-light photo texture.

    🇨🇳 中文提示词

    9:16 竖版,古风贵女花影水光美妆写真,东方水光显妆贵女人像,美妆特写到胸像近景构图,正面轻微侧身,安静看向镜头,嘴唇微微张开,姿态柔美含蓄,带一点娇养感与故事感。
    
    画面主体是一位明确成年的年轻东方女性,视觉年龄约 20–28 岁,闺阁贵女气质,柔美、含羞、娇养、清贵耐看,带一点不自知的妩媚与细腻情绪。五官保持精致东方淡颜,小巧柔和鹅蛋脸,清亮杏眼,眼神湿润含情,鼻梁秀气,鼻尖微红,唇形柔软饱满,整体不幼态,不欧美化,不网红脸。
    
    妆容为花影微醺水光妆,第一视觉重点是脸部妆容与水润肤质。底妆瓷白通透,带细腻奶油水光,面中有柔和高光但不油腻。眼妆为桃粉、杏粉与浅玫瑰棕渐层,眼下与面中腮红比普通妆更明显,眼下微红,鼻尖微红,形成微醺但高级的娇嫩气色。高光集中在鼻梁、鼻尖、眼下三角区、唇峰与面中,细腻可见。唇釉为浅樱桃或蜜桃粉水光质感,唇面清透饱满,有玻璃唇釉反光,嘴唇微微张开,不是烈焰红唇,不是厚涂红唇。
    
    发型为黑色长发半披半挽,头发不要盘太高,发髻位置自然偏中低,保留长发垂落与轻微碎发,发丝柔顺,有自然风感。头饰为珍珠流苏、小步摇、白玉发簪、浅金细发钗、玉石耳坠,点缀少量浅青玉石与珍珠,精致但不压脸,不使用大型宫廷头冠。
    
    服装为清贵精致的古风贵女襦裙,珍珠白、杏白、浅青、浅金组合,轻纱外袍,刺绣内层,柔软披帛,浅青腰封,浅金绣纹与珍珠腰饰点缀。服装要有层次与贵女质感,面料轻薄通透但不廉价,突出自然身体曲线,胸部饱满自然,腰线清晰,肩颈线柔美,整体含蓄高级,不低俗。
    
    场景为午后庭院回廊,花影斑驳,纱帘微动,自然绿植与浅色花枝虚化在背景中,木质回廊与庭院栏杆形成古风生活感。光线为午后柔和自然光,轻微侧逆光与花影落在人物肩颈和服装上,面部保持干净通透,不被绿色环境色污染肤色。背景浅景深虚化,花影和自然绿只作为氛围衬托,不喧宾夺主。整体画面高级、柔美、通透、精修感强,有古风贵女日常水光写真质感。
  • 苹果设计师思维高桥流海报设计

    苹果设计师思维高桥流海报设计

    苹果设计师思维高桥流海报设计



    🤖 ChatGPT

    🇺🇸 English Prompt

    Apple designer mindset, top-tier poster master mindset, use Takahashi style to present poster design
    
    Input one or more sections of long text
    
    Intelligently understand the text content, do not need to follow word-for-word
    
    Automatically analyze the user's understanding process, organize information according to cognitive logic
    
    Extract the core value, key knowledge points, central ideas, and highlight perspectives of the text
    
    Present information in the order of human brain reading and understanding, so that users can naturally get the core content
    
    Compress long text into essence content that can be quickly understood within 30-45 seconds
    
    Text is clearly readable in the default display state on mobile devices, with reasonable font size, line spacing, and hierarchy
    
    Use oversized text or key annotations to highlight core information, avoiding lengthy or obscure expressions
    
    Intelligently determine color logic, layout structure, and information hierarchy to ensure visual breathing space
    
    Flatten user understanding costs, make information simple and clear, and grab the key points at a glance
    
    Eliminate understanding barriers, ensuring readers can quickly grasp the central idea after reading the poster
    
    Do not add extra irrelevant words
    
    Keep the poster's expressive power captivating and heart-hitting
    
    This time, multiple images can be generated, organizing information one by one to ensure the integrity between these multiple images and the overall ease of understanding.
    
    Suggest a total of 4 images this time, with an image ratio of 16:9
    
    Aesthetic DNA reference for this time:
    
    Generate a high-brightness visual work with text and information order as the protagonist around any subject object: the screen is first held down at the upper visual center of gravity by extremely large subject phrases or core symbols; the glyphs should have a strong writing skeleton and clear edges, direct, close, and with breathing whitespace like a public announcement title; the middle section uses thin and accurate dividing lines to cut out several information blocks, allowing a small amount of large text, sparse short sentences, and dense small text to form a clear reading rhythm difference; the main title is read first, followed by the secondary copy, and a very narrow dense information belt is reserved at the bottom to create a sense of precision like a real publication or recruitment notice. The graphic language is restrained, not relying on illustration subjects, and completes memory points with text structures, a sense of numbers, a sense of punctuation, information hierarchy, and whitespace pressure transformed from the subject content. Colors are extracted from the material, emotion, and semantics of the subject itself, but maintain a large area of bright and clean background, a small number of clear dark information layers, and very few subject-derived emphasis color relationships; overall bright, clear, calm and precise, establishing a sense of cleanliness by relying on high brightness, strong light-dark gradients, low noise, and clean boundaries; emphasis colors only serve pauses or identification without destroying the solemn order of the layout. Typography should have tension between Eastern newspapers and modern graphic design; stroke thickness, font size difference, line spacing, margins, and frames must be precise, avoiding decorative backgrounds, dirty old paper colors, excessive textures, and random collages, making the final image like an enlarged public statement, quiet but with a sense of command.
    
    In the following code block is the original text to be processed this time:
    
    OpenAI released a whole set of product updates today:
    
    1. GPT-5.6 officially open to the public
    
    2. ChatGPT and Codex combined into a desktop application
    
    3. One called ChatGPT

    🇨🇳 中文提示词

    苹果设计师思维,顶级海报大师思维,用高桥流思路
    
    呈现海报设计
    
    输入一段或多段长文本
    
    智能理解文本内容,不必逐字照搬
    
    自动分析用户理解流程,按认知逻辑梳理信息
    
    提炼文本的核心价值、关键知识点、中心思想和亮点观点
    
    按照人脑阅读和理解顺序呈现信息,让用户自然 get 核心内容
    
    压缩长文本为可在30-45秒内快速理解的精华内容
    
    文字在手机端默认显示状态下清晰可读,字体大小、行距、层次合理
    
    用超大字或重点标注突出核心信息,避免冗长或晦涩表达
    
    智能判定配色逻辑、排版结构和信息层次,保证视觉呼吸感
    
    打平用户理解成本,让信息简单明了,一眼就抓住重点
    
    消除理解障碍,确保读者读完海报后能快速掌握中心思想
    
    不要额外添加无关文字
    
    保持海报抓人、直击人心的表现力
    
    
    本次可多张图片生成,逐张组织信息,确保这些多张图片直接的完整性,以及整体的好理解。
    
    建议本次一共4张图片,图片比例16:9
    
    本次图片的美学DNA参考:
    
    ```
    
    围绕任意主题对象生成一张以文字和信息秩序为主角的高明度视觉作品:画面先由极大的主题短语或核心符号压住上方视觉重心,字形要有强烈书写骨架和清晰边缘,像公告标题一样直接、迫近、留有呼吸空白;中段用细而准确的分割线切出几个信息区块,让少量大字、稀疏短句、密集小字形成明显的阅读节奏差,主标题先读到,次级文案随后进入,底部保留一条极窄的密集信息带,制造真实出版物或招募告示般的精确感。图形语言克制,不依赖插画主体,用主题内容转化出的文字结构、数字感、标点感、信息层级和留白压力完成记忆点。色彩从主题自身的材质、情绪和语义中提取,但保持大面积明亮干净的底场、少量清晰深色信息层、极少主题派生强调色的关系;整体明亮、清透、冷静精确,靠高明度、强明暗阶差、低杂色和干净边界建立洁净感,强调色只服务于停顿或识别,不破坏版面的严肃秩序。文字排版要有东方报纸与现代平面设计之间的张力,笔画粗细、字号差、行距、边距和线框必须精确,避免装饰化背景、脏旧纸色、过度纹理和随意拼贴,使最终画面像一份被放大的公共声明,安静但有命令感。
    
    ```
    
    
    
    如下代码块中是,本次要处理的原始文字
    
    ```
    
    OpenAI 今天一口气发布了一整套产品更新:
    
    1. GPT-5.6 正式向公众开放
    
    2. ChatGPT 和 Codex 合体成了一个桌面应用
    
    3. 一个叫 ChatGPT
  • 精致手绘风格人物角色档案设定页

    精致手绘风格人物角色档案设定页

    精致手绘风格人物角色档案设定页



    🤖 ChatGPT

    🇺🇸 English Prompt

    Please generate a high-completion "Character Profile Card / Character Setting Page" based on the 3–5 character photos I uploaded.
    
    Requirements:
    1. Retain the person's real facial features and ensure recognizability
    2. The overall look should be like an exquisite hand-drawn character setting card, rather than a common collage
    3. The page should include the following content:
       - One main visual half-body or bust portrait
       - One full-body illustration
       - 3–5 small emoji avatars with different emotions
       - 1–2 small scene illustrations related to the character's daily traits
       - A set of character tag words
       - A handwritten-style personality short phrase
       - A brief description of character traits
    
    Style directions: [Hand-drawn illustration / Japanese setting page / Watercolor feel / Flat vector / Retro manga / Fresh and artistic]
    
    Character temperament keywords: [e.g., quiet, loves visiting exhibitions, coffee lover, relaxed feel, weekend hiking, light retro]
    
    Layout requirements:
    The overall look should be like a character manual that can be collected and shared, with complete but not crowded information, clear layers, and exquisite layout, suitable for social media publishing.
    
    If you want the character to be more "like you", you can also add one more sentence:
    
    Please first understand the character's physical features, temperament, and lifestyle based on the photos, and then output them uniformly into a complete character profile visual page.
    
    Parameter Techniques / Key Control Points
    1. Recommended number of photos: 3–5, which is the most stable range.
    Try to include:
    Front photo
    3/4 profile
    Natural smile
    Half-body or full-body photo
    One scene photo that reflects life status
    Do not use all selfies from the same angle.
    
    2. Fewer filters, keep real features
    Excessive beautification, heavy filters, and heavy skin smoothing will affect character recognizability.
    The closer to the real state, the easier it is for AI to extract stable character features.
    
    3. The more specific the character setting description, the better:
    Likes coffee and visiting exhibitions
    Often goes hiking on weekends
    Dressing style is light retro
    Usually loves shooting street scenes and bookstores
    A bit quiet but very assertive
    This kind of information will directly affect the richness of the character card content.
    
    4. Don't make tags too vague
    For example:
    Love life / Positive / Gentle and cute
    Coffee addict / Weekend hiking maniac / Exhibition collector / Late-night writer
    The more specific, the more memorable.

    🇨🇳 中文提示词

    请基于我上传的 3—5 张人物照片,生成一张高完成度的「角色档案卡 / 角色设定页」。
    
    要求:
    1. 保留人物真实相貌特征,保证可识别度
    2. 整体像一张精致的手绘角色设定卡,而不是普通拼图
    3. 页面包含以下内容:
       - 一张主视觉半身或胸像肖像
       - 一张全身立绘
       - 3—5 个不同情绪的小表情头像
       - 1—2 个与人物日常特征相关的小场景插图
       - 一组人物标签词
       - 一句手写感个性短句
       - 简短角色特质说明
    
    风格方向:【手绘插画 / 日系设定页 / 水彩感 / 扁平矢量 / 复古漫画 / 清新文艺】
    
    人物气质关键词:【如:安静、爱看展、咖啡控、松弛感、周末徒步、轻复古】
    
    版式要求:
    整体像一张可以收藏和分享的角色说明书,
    信息完整但不拥挤,层次清晰,排版精致,适合社交媒体发布。
    
    如果你想让人物更“像你”,还可以再补一句:
    
    请先根据照片理解人物的外貌特征、气质和生活方式,再统一输出成一个完整的角色档案视觉页。
    
     参数技巧 / 关键控制点
    1. 照片数量建议 3—5 张,这是最稳的范围。
    尽量包括:
    正面照
    3/4 侧脸
    自然笑容
    半身或全身照
    一张能体现生活状态的场景照
    不要全是同角度自拍。
    
    2. 少滤镜,保留真实特征
    过度美颜、重滤镜、磨皮过狠,
    都会影响人物识别度。
    越接近真实状态,
    AI越容易提炼出稳定的人物特征。
    
    3. 人设描述越具体越好:
    
    喜欢咖啡和看展
    周末常去徒步
    穿搭偏轻复古
    平时爱拍街景和书店
    有点安静,但很有主见
    
    这种信息会直接影响角色卡的内容丰富度。
    
    4. 标签不要太泛
    
    比如:
    
     热爱生活 / 积极向上 / 温柔可爱
     咖啡成瘾者 / 周末徒步狂魔 / 展览收集者 / 深夜写作者
    
    越具体,越有记忆点。
  • 清新阳光夏日少女超写实人像

    清新阳光夏日少女超写实人像

    清新阳光夏日少女超写实人像



    🤖 ChatGPT

    🇺🇸 English Prompt

    Ultra-realistic lifestyle portrait of a cheerful young woman with fair porcelain skin, medium-length straight black hair with wispy curtain bangs gently blown by the wind, bright genuine smile, almond-shaped dark brown eyes, and natural soft makeup. She wears an oversized white graphic T-shirt with colorful landscape prints, a delicate silver necklace with a small green butterfly pendant, and a white wireless earbud. She casually holds a transparent cup of iced orange juice with a brown straw and a cute smiling face logo. Captured from a dramatic low-angle wide-angle perspective against a clear blue sky, illuminated by bright natural midday sunlight with soft shadows and vibrant colors. Fresh, youthful, carefree summer atmosphere, candid lifestyle photography, minimalist composition, natural skin texture, realistic hair strands, HDR, cinematic color grading, DSLR quality, sharp focus, ultra-photorealistic, editorial style, masterpiece, 8K.

    🇨🇳 中文提示词

    超现实的生活方式人像,一位开朗的年轻女性,拥有白皙的陶瓷般肌肤,中等长度的黑色直发,带有被微风轻轻吹动的轻盈空气刘海,灿烂真诚的微笑,杏仁形的深褐色眼睛,以及自然的淡妆。她穿着一件带有彩色风景印花的宽松白色图案T恤,戴着一条带有绿色小蝴蝶吊坠的精致银色项链,以及一个白色无线耳机。她随性地拿着一杯装有棕色吸管和可爱笑脸标志的透明冰镇橙汁。从充满戏剧性的低角度广角透视拍摄,背景是晴朗的蓝天,由明亮的自然正午阳光照射,带有柔和的阴影和鲜艳的色彩。清新、青春、无忧无虑的夏季氛围,写实生活摄影,极简主义构图,自然皮肤纹理,逼真的发丝,HDR,电影级调色,单反品质,锐利焦点,超写实,编辑风格,杰作,8K。