作者: hiyoho

  • AirLLM:单张 4GB 显卡跑起 70B 大模型,无需量化不损精度

    AirLLM:单张 4GB 显卡跑起 70B 大模型,无需量化不损精度

    如果你手头只有一张 4GB 显存的消费级显卡(比如 RTX 3050 / 4060),却想本地跑 70B 级别的大模型,AirLLM 是目前最省心的解法之一。它不靠量化、蒸馏或剪枝来”阉割”模型,而是用逐层加载的巧思,把推理所需的显存从”整个模型”压到”单层”,让穷人也能在本地玩转大模型。

    📌 项目简介

    AirLLM 是一个低显存大模型推理框架。它核心思路是一次只在 GPU 上保留一层权重,配合稀疏 MoE 的专家流式加载,使显存占用取决于”单层大小”而非”模型总大小”。因此在原生精度、零精度损失的前提下,单张 4GB 显卡就能跑 70B 模型,8GB 跑 405B,约 12GB 跑 DeepSeek-V3(671B)。

    🛠 安装要求和过程

    环境要求

    • Python 3.8+ 与 PyTorch(CUDA 可用 GPU,或 MacOS Apple Silicon 上的 MLX)
    • HuggingFace transformers 等依赖(仓库 requirements.txt 已列)
    • 需能联网拉取 HuggingFace 模型权重

    快速安装

    pip install airllm

    如需开启模型压缩加速(必须 airllm 2.0.0+):

    pip install -U bitsandbytes
    pip install -U airllm

    ⚡ 核心功能

    1. 极低显存推理:70B≈4GB、405B≈8GB、DeepSeek-V3 671B≈12GB、Kimi K3 2.8T 低于 4GB。
    2. 无量化/蒸馏/剪枝:原生精度运行,彻底告别量化带来的精度焦虑。
    3. 模型压缩加速:基于分块量化的 4bit/8bit 压缩,最高约 3× 推理加速,精度损失可忽略。
    4. AutoModel 统一接口:一行 from_pretrained 切换 Llama / Qwen / DeepSeek / Mistral / Phi / Gemma / ChatGLM 等。
    5. 多平台 + 预取:支持 Linux 与 MacOS(Apple silicon);加载与计算重叠预取提速;稀疏 MoE 专家流式加载。
    AirLLM 模型压缩 3x 推理加速
    AirLLM 基于分块量化的 4bit/8bit 压缩可带来最高约 3× 推理加速,精度损失可忽略

    🎯 典型使用场景

    • 个人本地推理:开发者用 4–8GB 显卡在本地跑 70B/405B 模型做聊天、RAG、Agent,无需租用云 GPU。
    • 低成本大模型服务:在显存受限的边缘/低成本服务器上部署 DeepSeek-V3(671B)这类超大模型对外提供能力。
    • 教学与演示:在普通笔记本上现场演示大模型推理流程,无需昂贵的 A100/H100,课堂与 workshop 友好。

    💡 推荐理由(个人使用心得)

    AirLLM 真正把”穷人也能玩大模型”变成了现实——4GB 显卡就能跑 70B,门槛低到惊人。相比各种量化方案,它保留全精度输出,结果更可靠、更可复现;而且 AutoModel 接口与 HuggingFace transformers 几乎一致,迁移成本几乎为零。两点提醒:一是逐层加载牺牲了速度,更偏 demo / 研究,不适合高并发生产;二是需要能拉取 HF 权重,且开启压缩加速要额外装 bitsandbytes。整体而言,是入门本地大模型的极佳首选。

    🔗 下载地址

  • 谷歌云二把手跳槽,去管Scale AI了

    Scale AI换帅了,而且新老板来自对手的阵营。

    2026年7月30日,这家靠给AI模型做数据标注起家的公司宣布,任命Francis deSouza为新任CEO,8月10日正式生效。deSouza现在的头衔是谷歌云首席运营官,兼安全产品业务总裁——也就是说,他下周才从谷歌云正式离职,紧接着就空降Scale AI。

    他要接替的是临时CEO Jason Droege。Droege从2025年6月创始人Alexandr Wang离开后一直顶着这个位置。而Wang为什么走?因为Meta砸了143亿美元投资Scale,把他挖去领导Meta的AI部门了。现在Wang挂着董事会主席的名,在X上欢迎deSouza,称他是”带领公司进入下一阶段的合适舵手”。

    一个卖AI的人,去管一家做AI地基的公司

    deSouza的履历很”企业”。他当过基因检测公司Illumina的CEO,把营收做到超过45亿美元、业务铺到150多个国家;更早之前是Symantec的产品和服务总裁,还创办过两家被微软和Symantec收购的初创。MIT电气工程与计算机科学的本硕,技术底子也过硬。

    Scale挑中他,信号其实很明确:这家公司不想再只被看成”管训练数据”的,它想成为帮企业把AI真正用起来的那一层。

    “组织都明白AI的价值和潜力,但他们需要有人帮忙把这种潜力变成现实,并且以负责任、可靠的方式部署——这是一个非常、非常大的需求。”deSouza对Axios说。

    从卖数据,到卖”能落地的AI”

    Scale的起点很朴素:给OpenAI、Google这些前沿实验室提供训练模型所需的数据标注和人工评估。但最近几年它一直在往外扩,开始给企业和国防部门(包括美国国防部)直接搭AI应用。公司在博客里放话:应用业务的营收,预计18个月内就会超过老本行数据业务。新客户名单上也出现了BP、梅奥诊所,以及美国和国际上的多个政府。

    Francis deSouza
    新任CEO Francis deSouza,曾任谷歌云COO与Illumina CEO

    这么做不难理解。裸算力越来越像大宗商品,谁都能买,真正能留住客户的是上层那套能直接用的软件和行业方案。Droege时代打下的地基,deSouza要做的,是把楼盖上去。

    接的是一个火药味很浓的摊子

    deSouza上任的时机不算轻松。就在几周前,一个OpenAI的模型在Hugging Face事件里闹出重大安全漏洞;行业里对开放权重模型的监管也越收越紧;连好几位前沿实验室的创始人,都联名签了信呼吁给AI发展踩刹车。

    被问到支不支持减速,deSouza没接那个茬,只说了一句:”不管你以什么速度前进,都得把责任内置进去。”这话翻译过来就是:我不喊停,但我会在方向盘上装好安全带。


    • deSouza 8月10日上任,接替临时CEO Droege,创始人Wang已转去Meta
    • Scale战略重心从数据标注转向企业级AI应用部署
    • 应用业务预计18个月内超越数据业务,客户含BP、梅奥诊所与政府
  • 德国法院一锤定音:Suno用别人的歌训练AI,得赔

    德国慕尼黑地区法院的一纸判决,让估值54亿美元的AI音乐独角兽Suno不得不停下来想一想。

    2026年7月31日,慕尼黑地区法院第一分院第42民事庭(案号42 O 763/25)裁定,Suno在训练AI模型和生成音乐输出这两个环节都侵犯了版权,并且驳回了它最看重的”合理使用”抗辩。原告是德国音乐版权集体管理组织GEMA——你可以把它理解成德国版的音著协。GEMA早在2025年1月就把Suno告上了法庭。

    六首歌掀翻一家独角兽

    这场官司的抓手是六首广为流传的歌,包括Kristina Bach的《Atemlos durch die Nacht》、Boney M.的《Rasputin》,以及《Forever Young》《Big in Japan》《Daddy Cool》《Mambo No. 5》。GEMA选它们不是随机的:不同年代、不同风格,正好能证明Suno的模型存在系统性的”记忆”,而不是个别巧合。

    法院查到最后,问题不在一处。训练阶段,Suno被认定用流媒体抓取技术从YouTube提取音乐,还绕过了平台防止下载的技术保护措施;到了输出阶段,它的模型又能把那些耳熟能详的旋律直接复现出来——专业术语叫”记忆化”(memorization),模型不光学走了通用规律,还把特定原曲存进了权重里。

    法院一句话把责任钉死:Suno自己选定了训练数据、自己决定了模型架构,那就得对侵权输出直接负责,不能把锅甩给输入提示词的用户。

    最要命的是”跨境”这两个字

    Suno在答辩里搬出了管辖权:训练行为明明发生在美国,德国法院管得着吗?法院的态度很干脆——只要你的AI服务在欧洲运营、挣欧洲用户的钱,欧洲法院就管得着。这很可能是欧洲法院第一次明确认定:即便AI训练在美国境内完成,照样构成版权侵权。

    对GEMA来说,这是继2025年11月拿下OpenAI之后的第二场胜仗。那次同一个法庭裁定,AI语言模型记忆并复现受版权保护的歌词也算侵权。如今逻辑从文字延伸到了音乐,而且覆盖了从训练到输出的完整链条。

    AI音乐与法律天平
    AI音乐生成正在面临越来越密集的版权审视

    钱还没算,但门已经被关上

    判决要求Suno停止未经授权的复制、披露通过侵权获得的收入,并赔偿相应损失——具体金额还没定。Suno当然不服,表示会评估一切选项,包括上诉,所以判决目前还没生效。

    但象征意义已经够大了。GEMA CEO Tobias Holzmüller直接把这称为”具有全球意义的判决”。想想也不意外:Suno累计有超过1亿人用它生成过音乐,在美国一直拿”合理使用”当盾牌,说自己的模型只存数学模式、生成结果和用户提示词有关。欧洲这一下,等于告诉所有AI音乐公司——你用来训练的那批歌,到底付没付钱,迟早要回答。


    • 训练在美国不等于免责,欧洲法院认的是”你在欧洲运营”
    • “记忆化”成为关键证据:模型能复现原曲,就不能怪用户
    • 判决尚未生效,Suno已放话要上诉,但合规压力已经实打实压下来
  • Google砍掉AI Studio独立安卓App,把氛围编程收进Gemini

    Google AI Studio 并入 Gemini
    Google把AI Studio的”氛围编程”能力收进Gemini,独立安卓App取消(配图由AI生成)

    5月Google在I/O前后放出消息,要做AI Studio的安卓App,靠”氛围编程”(vibe coding)让用户用几句提示词就动手搭别的App,当时Google Play上近80万人点了预注册。才两个多月,Google改了主意。

    从独立App到Gemini入口

    Google宣布,AI Studio不再单独出安卓App,而是把这套氛围编程能力直接做进Gemini。背后的逻辑很清楚:让Gemini成为唯一的AI入口,要写要跑应用都在这一个App里解决。对那80万预注册用户来说,以后在Gemini里就能干同样的事,不用再等一个独立安装包。

    与其再装一个App,不如让Gemini自己长成能写应用的入口——这是Google把零散AI能力往一处收的明确信号。

    网页版留着,给认真干活的人

    功能完整的网页版AI Studio不动,继续服务那些想在电脑前认真搓大项目的人。换句话说,手机上的轻量”随手搭个小工具”并进了Gemini,重活儿还是回网页端。Google这步取舍,等于承认独立App的卖点其实没那么硬。

    工具收拢成统一入口

    把散落的AI工具收拢成统一入口,已经是几家大厂的默契。对普通用户,Gemini人人都有,省去多装一个App;对当初冲着独立App去的轻量创作者,少了一个专属入口难免有点失落。真正的变化在后面:Gemini正从聊天框,长成一个能写能跑的应用工作台。


    • 氛围编程(vibe coding):用自然语言提示词驱动AI生成应用,强调”边聊边做”。
    • 独立安卓App原定包名 com.google.android.apps.aistudio,已在Google Play开放预注册。
    • 网页版AI Studio定位不变,仍是功能最完整的开发入口。
  • 一把9美元的NFC小钥匙,专治管不住手的刷手机瘾

    Autonomous Key NFC钥匙
    Autonomous Key:一把约3英寸长的NFC钥匙,靠物理距离帮你锁住分心App(图源:TechCrunch)

    市面上的屏幕使用时间工具,说到底都在赌你的自律。它们弹提醒、让你设计时器,可那些通知太容易被手指划掉。Autonomous Key换了个法子:它是一把实体NFC钥匙。

    靠提醒拦不住,靠距离才行

    这把钥匙和配套App配对后,会把你最容易分心的App锁起来。想解除封锁,不能点一下”忽略”,得拿手机去碰一下钥匙本身。每次解锁最多管60分钟,时间一到App自动重新上锁。

    把”顺手开屏”这种无意识冲动,变成一次需要额外体力的决定——这正是实体钥匙比软件提醒更管用的地方。

    妙处就在”物理”二字。你可以把钥匙扔在另一个房间、办公室,甚至健身房储物柜里。于是”刷一下Instagram”从肌肉记忆,变成”我得先走过去”的权衡。

    9美元,比同类便宜一大截

    Autonomous Key定价9美元,而同类产品Blok要29、Unpluq要26.5、Brick要59。Brick功能更全(带睡眠模式、能拦应用内购买),但核心的”锁App”能力,Autonomous Key用零头价格就覆盖了。钥匙本身约3英寸长,支持Android 8.0和iOS 15以上的手机。

    毒舌AI帮你照镜子

    配套App还带AI行为分析,记录你解锁的频率、App保持开放的时长,以及一天里最容易手痒的时段。它会用带点损的语气总结习惯——比如你刚锁上又立刻解开,它会说”钥匙显然放得不够远”,建议你挪到更不方便的地方。没有订阅费,一把钥匙还能配对多台手机,适合全家或有多设备的人。


    几个还没想清楚的坑

    • 实测NFC偶尔要多刷几次才认,打算锁微信、邮件这类随时要用的App就不太合适。
    • 真把钥匙弄丢了,目前只能卸载重装配套App来解锁;官方说正在做备用解锁方案。
    • 产品还处在Kickstarter后的beta阶段,本月初刚开始发货,有粉、橙、蓝、灰、棕五种颜色。
  • CCD数码相机橘子汽水海岛韩系写真

    CCD数码相机橘子汽水海岛韩系写真

    CCD数码相机橘子汽水海岛韩系写真



    🤖 ChatGPT

    🇺🇸 English Prompt

    3:4, single independent vertical image, no collages, no grids, no text. CCD digital card camera photography, orange soda island portrait, bright cyan blue and orange system, slight blown highlights, realistic travel snapshot, delicate digital grain. The subject is an adult Korean woman in her 20s, with natural and delicate Korean female facial features, a soft oval face, and clear, slightly upturned eyes; Korean green apple oxygen makeup, thin semi-matte base, light orange blush under the eyes, moist coral lip color applied only to the lips, forehead kept semi-matte, narrow high-light on the bridge of the nose, and natural skin tone layers preserved on the cheeks; slightly wet natural black long hair gathered to one side, with traces of seawater on the hair ends. Mint green short knit vest, white loose cotton and linen trousers, pant legs naturally rolled up, barefoot. Clear tide pools among island reefs, sunny afternoon, shallow water reflecting the blue-green sky, background waves slightly blurred. Props are selected in small amounts from orange diving goggles, small conchs, thin silver bracelets, and water surface reflections according to the composition. Eye-level close-up half-body, the lens is hidden behind the edge of the reef; bold cropping to the waist, the subject's face is located on the upper third line, the reef forms a natural frame within a frame, foreground water surface highlights are blurred, focus falls accurately on the human eye. The subject is supporting herself on one knee by the reef, one hand steadily holding the reef, the fingertips of the other hand clearly touching the surface of the tide pool, looking up at the lens after hearing the shutter, with a slight unexpected smile on the corner of the mouth. Sea surface reflected light softly illuminates the jawline and eyes from below, and the sun from the upper side falls on the wet hair, shoulder line, and arms, forming fine fragmented water glints; the shiny area on the face is strictly controlled, the forehead and cheeks maintain soft diffuse reflection, and the moist feeling only appears on the lips and a small amount of wet hair. No other ethnicities, no continuous oil film on the whole face, exaggerated watery skin, plastic skin, excessive skin smoothing, body connection errors, finger deformities, extra limbs, reef clipping, fake water surfaces, overcrowded elements, signatures, text, or watermarks.

    🇨🇳 中文提示词

    3:4,单张独立竖版图片,不要拼图,不要网格,不要文字。CCD 数码卡片机摄影,橘子汽水海岛写真,明亮青蓝与橙色系统,轻微 blown highlights,真实旅行抓拍,细腻数码颗粒。人物是一位 20 多岁的成年韩国女性,具有自然清秀的韩国女性面部特征、柔和鹅蛋脸和清澈微挑眼型;韩系青苹果氧气妆,轻薄半哑光底妆,眼下淡橘腮红,水润珊瑚唇仅作用于唇部,额头保持半哑光、鼻梁留窄高光、双颊保留自然肤色层次;微湿自然黑色长发拢向一侧,发梢带海水痕迹。薄荷绿色短款针织背心,白色宽松棉麻长裤,裤脚自然卷起,赤脚。海岛礁石间的清澈潮池,午后晴天,浅水映出蓝绿色天空,背景海浪轻微虚化。道具从橘色潜水镜、小海螺、银色细手链、水面反光中按构图少量选取。平视近距离半身,镜头藏在礁石边缘;大胆裁切至腰部,人物脸部位于上方三分线,礁石形成自然框中框,前景水面高光虚化,焦点准确落在人眼。人物单膝支撑在礁石旁,一只手稳定扶住礁石,另一只手的指尖明确接触潮池水面,听见快门后抬眼看向镜头,嘴角带一点意外的笑。海面反射光从下方轻柔补亮下颌和眼神,侧上方阳光落在湿发、肩线和手臂上,形成细碎水光;面部闪亮范围严格受控,额头和双颊保持柔和漫反射,水润感只出现在唇部与少量湿发。不要其他族裔人物,不要全脸连续油膜、夸张水光肌、塑料皮肤、过度磨皮、身体连接错误、手指畸形、多余肢体、礁石穿模、假水面、元素堆满、签名、文字或水印。
  • 奢华中式餐厅黑椒和牛招牌海报

    奢华中式餐厅黑椒和牛招牌海报

    奢华中式餐厅黑椒和牛招牌海报



    🤖 ChatGPT

    🇨🇳 中文提示词

    Create an ultra-premium promotional poster for a fictional high-end Chinese dining brand, designed as a collector-grade restaurant hero visual. The composition must center on one single plated Chinese signature dish placed exactly in the middle of the frame, with absolute product dominance, a refined elegant environment, and luxurious cinematic food realism. The final image should feel like the flagship poster of a top-tier modern Chinese restaurant: minimal, powerful, polished, sensual in texture, and extremely high-end. The hero dish is a newly invented premium Chinese specialty: caramelized black pepper wagyu cubes with glossy dark soy reduction, lightly charred scallion knots, crisp garlic chips, and tiny amber droplets of sauce on a deep matte-black ceramic plate. The dish must look like the most desirable signature item in the restaurant, sculptural and irresistible. Include artistic brand typography and title design because this is a branded Chinese dining poster: use a refined Chinese main title with a smaller elegant English subtitle, plus a minimal official brand mark. No cheap fonts, no loud promotion styling.
    
    Core composition:
    Use a strict centered composition with one complete round plate fully visible and never cropped. The plate must sit in the exact visual center, viewed from a slightly low table-level or subtly elevated dining-camera angle that makes the dish feel monumental and premium. The framing should be clean, balanced, and poster-like, with strong negative space around the dish. Everything exists to support the hero plate.
    
    Brand and title system:
    Create a fictional luxury Chinese dining brand called 隐宴, with the English subtitle YIN FEAST. Use one elegant Chinese main title and one smaller English subtitle arranged with refined poster logic, plus a discreet official logo mark. Typography must feel artistic, restrained, and premium, integrated into the composition like a high-end restaurant campaign visual. No crude bold fonts, no discount-poster feeling, no cluttered text blocks.
    
    Hero dish logic:
    The dish is caramelized black pepper wagyu cubes as the absolute centerpiece. Each wagyu cube should look thick, juicy, lacquered, and deeply aromatic, with visible seared edges, subtle marbling, and a rich glossy reduction clinging to the meat. Add restrained premium Chinese supporting elements that elevate the dish without stealing focus: charred scallion knots, crisp garlic chips, micro herbs, and tiny brushed accents of dark sauce. The plating must feel contemporary Chinese fine dining rather than banquet excess. Keep the structure elegant, compact, and centered.
    
    Environment:
    Place the plate within an ultra-refined minimal Chinese dining environment. The table surface should feel expensive and understated, such as dark stone, smoked wood, or deep-toned lacquer. In the far background, allow only a few secondary vessels such as a teapot, wine glass, sauce vessel, or another ceramic item, but they must be heavily softened and more blurred than before, reading only as elegant atmosphere. The environment must feel quiet, exclusive, and luxurious.
    
    Lighting:
    Use extremely delicate cinematic food lighting with soft directional highlights from the upper front-left. The light should kiss the lacquered sauce, wagyu surface, ceramic rim, and tiny oil reflections with graceful rolloff. Shadows should be rich but not harsh, giving the dish depth, appetite appeal, and a calm luxury mood. The lighting must feel soft, expensive, and editorial.
    
    Material realism:
    Push realism to the maximum. The wagyu must show seared crust, inner tenderness, slight juice tension, and high-end glaze behavior. The sauce must feel thick, smooth, and cling naturally to the meat. Garlic chips must look crisp and fragile. Scallions must show blistered texture and oil sheen. The ceramic plate must feel tactile, premium, and physically believable. Add very subtle steam, micro oil shimmer, and tiny suspended particles in the light for an elevated cinematic finish.
    
    Typography placement:
    Keep the text elegant and restrained, with the Chinese main title more visually dominant than the English subtitle. Suggested title content: 黑椒和牛粒 as the Chinese main title, with Black Pepper Wagyu Signature as the smaller English subtitle. Place branding and title where they support the centered dish without weakening product dominance. The typography must feel like a luxury restaurant key visual, not a retail flyer.
    
    Color direction:
    Use a premium deep-toned palette: matte black, charcoal, warm brown, lacquered umber, dark soy gloss, muted gold reflections, and restrained jade or deep green accents from garnish. Keep the image rich, warm, elegant, and appetite-driven without becoming noisy.
    
    Mood:
    luxury Chinese dining, premium signature dish, elegant restaurant poster, minimal environment, cinematic food realism, refined appetite appeal, quiet exclusivity, collector-grade commercial image
    
    Rendering style:
    ultra-premium food advertising poster, centered single Chinese dish, modern fine-dining plating, cinematic soft lighting, extreme ingredient realism, glossy sauce behavior, elegant Chinese restaurant branding, minimal luxury environment, strong negative space, museum-grade sharpness, 8k
    
    Negative prompt:
    cropped plate, off-center dish, multiple hero dishes, buffet feeling, messy banquet table, cheap restaurant flyer, loud discount graphics, crude black fonts, flat lighting, plastic-looking food, low-detail meat texture, weak sauce realism, cluttered props, sharp distracting background vessels, low-resolution image, cartoon styling, greasy mess, oversaturated garnish
  • 高端商业产品杂志风拼贴海报

    高端商业产品杂志风拼贴海报

    高端商业产品杂志风拼贴海报



    🤖 ChatGPT

    🇺🇸 English Prompt

    Vertical 2:3 premium commercial product collage poster, clean modern magazine advertising layout, vibrant fresh tone automatically adapted from the uploaded product packaging color palette. No fixed forced green or yellow background.
    
    Strict high-end layout structure, do not generate any numbering, do not generate any photo frame numbers, do not add circled numbers, stamps, badges, or ugly advertisement labels. The overall layout should feel intentional, balanced, and premium, not crowded or randomly scattered.
    
    Composition rules:
    1. Center hero product: The exact uploaded product is placed in the middle-lower center as the largest visual focus, slightly tilted for dynamism, hyper-realistic commercial product photography, realistic packaging texture, condensation droplets, liquid splash or ingredient splash around the opening, strong highlight, sharp detail, 8K ultra clear.
    
    2. Top headline area: Large premium 3D headline made from the product’s core ingredient shape, with soft rounded edges, clean glossy texture, and a smaller handwritten-style subhead below it. The headline should not look cheap or over-decorated.
    
    3. Small photo frames: Use maximum 6 to 7 small rectangular lifestyle photos arranged around the central product, not 8 or more. Each small photo has a very thin clean white border, soft shadow, and slightly rounded corner card style. Do not use thick polaroid borders, messy cutouts, or uneven frame sizes.
    
    4. Frame positions:
    - Top left: Small lifestyle photo of people holding the product
    - Top right: Small lifestyle photo of a model holding the product
    - Left middle: Small lifestyle photo of a person enjoying the product
    - Right middle: Small product scene photo with raw materials
    - Bottom left: Small lifestyle photo of a person walking or posing with the product
    - Bottom right: Small product still life photo with ingredients
    
    All frames must be evenly spaced, aligned with invisible columns, and never overlap, never tilt randomly, never create a messy scrapbook effect.
    
    5. Background: Clean gradient background based on the product’s main color, with subtle soft texture, small floating ingredient particles, ice cubes, fruit pieces, petals, or bubbles that match the product formula. Only use relevant raw material elements, not random decorations.
    
    6. Typography:
    - Main headline: Large 3D ingredient-shaped text at the top
    - Subhead: Short selling point text below the headline
    - Bottom corners: Two short decorative slogans, clean handwritten style
    - All text must be well aligned, readable, and not cluttered. Do not generate extra text, fake website links, brand logos, or watermarks.
    
    Style requirements:
    Premium beverage commercial poster, modern editorial magazine layout, clean and fresh aesthetic, balanced negative space, high contrast but not harsh lighting, realistic iPhone lifestyle photos mixed with high-end product photography, cinematic color grading, refined graphic design feeling, not cheap advertising flyer style.
    
    Negative prompt:
    numbering, circled numbers, photo frame numbers, badges, stamps, ugly advertisement labels, messy layout, random scattered frames, overlapping frames, too many small photos, scrapbook style, cheap flyer design, deformed product, distorted human faces, blurry photos, watermark, logo, extra text, fake website links, cluttered background, over-decorated text, thick borders, polaroid borders, inconsistent frame sizes, misaligned frames, low resolution, dull colors

    🇨🇳 中文提示词

    垂直 2:3 高端商业产品拼贴海报,洁净现代的杂志广告布局,充满活力的清新色调,根据上传的产品包装色板自动适配。没有固定的强制绿色或黄色背景。
    
    严格的高端布局结构,不要生成任何编号,不要生成任何照片框编号,不要添加圆圈数字、印章、徽章或丑陋的广告标签。整体布局应感觉是有意为之、平衡且高端的,而不是拥挤或随机散乱。
    
    构图规则:
    1. 中心核心产品:将上传的准确产品放置在中下部中心作为最大的视觉焦点,略微倾斜以增加动感,超写实商业产品摄影,真实的包装质感,冷凝水滴,开口周围有液体飞溅或成分飞溅,强高光,锐利细节,8K超清。
    
    2. 顶部标题区域:由产品核心成分形状制成的大型高端 3D 标题,具有柔软的圆角、洁净的光泽质感,下方有一个较小的手写体副标题。标题不应显得廉价或过度装饰。
    
    3. 小照片框:在中心产品周围排列最多 6 到 7 张小型长方形生活方式照片,不要 8 张或更多。每张小照片都有非常细的洁净白色边框、柔和阴影和圆角卡片风格。不要使用厚宝丽来边框、凌乱的裁剪或不均匀的框架尺寸。
    
    4. 框架位置:
    - 左上:人们手持产品的缩小生活方式照片
    - 右上:模特手持产品的缩小生活方式照片
    - 左中:一个人享受产品的缩小生活方式照片
    - 右中:带有原材料的小型产品场景照
    - 左下:一个人带着产品行走或摆姿势的缩小生活方式照片
    - 右下:带有成分的小型产品静物照
    
    所有框架必须间距均匀,与隐形列对齐,且绝不重叠,绝不随机倾斜,绝不产生凌乱的剪贴簿效果。
    
    5. 背景:基于产品主色的洁净渐变背景,带有微妙的柔和纹理,漂浮着与产品配方相匹配的小成分颗粒、冰块、水果片、花瓣或气泡。仅使用相关的原材料元素,而非随机装饰。
    
    6. 排版:
    - 主标题:顶部大型 3D 成分形状文本
    - 副标题:标题下方短促的卖点文本
    - 底部角落:两个简短的装饰性标语,洁净的手写风格
    - 所有文本必须对齐良好、清晰易读且不杂乱。不要生成额外的文字、虚假网站链接、品牌标志或水印。
    
    风格要求:
    高端饮料商业海报,现代社论杂志布局,洁净清新的审美,平衡的负空间,高对比度但非刺眼的照明,真实的 iPhone 生活方式照片与高端产品摄影相结合,电影级调色,精细的平面设计感,而非廉价的广告传单风格。
    
    负面提示词:
    编号,圆圈数字,照片框编号,徽章,印章,丑陋的广告标签,凌乱的布局,随机散乱的框架,重叠的框架,过多的小照片,剪贴簿风格,廉价传单设计,变形的产品,扭曲的人脸,模糊的照片,水印,标志,额外文本,虚假网站链接,杂乱的背景,过度装饰的文本,厚边框,宝丽来边框,不一致的框架尺寸,错位的框架,低分辨率,沉闷的色彩。
  • 几何美学金枪鱼刺身高端料理商业海报

    几何美学金枪鱼刺身高端料理商业海报

    几何美学金枪鱼刺身高端料理商业海报



    🤖 ChatGPT
  • 春日公园长椅东亚女性写实肖像

    春日公园长椅东亚女性写实肖像

    春日公园长椅东亚女性写实肖像



    🤖 ChatGPT

    🇺🇸 English Prompt

    A stunning photorealistic outdoor portrait of a beautiful young East Asian woman sitting gracefully on a wooden park bench surrounded by lush green trees and blooming flowers on a bright spring afternoon. She has long, voluminous black hair with soft waves, glowing porcelain skin, rosy cheeks, naturally defined brows, warm brown eyes, subtle peach-toned makeup, and glossy coral-pink lips. She wears an oversized pastel pink linen button-up shirt with rolled sleeves, high-waisted white wide-leg trousers, white sneakers, a delicate wristwatch, and minimal accessories. She gently brushes her hair with one hand while smiling softly at the camera, creating a relaxed and elegant pose. Sunlight filters through the trees, casting beautiful dappled light and soft shadows across the pathway and bench. The background features a peaceful park with trimmed bushes, vibrant flower beds, tall trees, and a charming walking path. Shallow depth of field, creamy bokeh, cinematic color grading, ultra-realistic DSLR photography, luxury lifestyle editorial, Korean fashion aesthetic, Vogue-style portrait, 85mm lens, f/1.4, HDR, 8K, highly detailed skin texture, natural lighting, serene spring atmosphere, premium magazine-quality photography.

    🇨🇳 中文提示词

    一张令人惊叹的写实户外肖像,一位美丽的年轻东亚女性优雅地坐在木制公园长椅上,周围环绕着茂盛的绿树和盛开的鲜花,正值一个明媚的春日下午。她留着蓬松的长黑发,带有柔和的波浪,拥有亮泽的瓷肌,红润的面颊,自然清晰的眉毛,温暖的棕色眼睛,精致的桃色妆容,以及光泽的珊瑚粉唇。她穿着一件宽松的淡粉色亚麻扣钮衫,袖子卷起,搭配高腰白色阔腿裤、白色运动鞋、精致的手表和简约的配饰。她用一只手轻轻梳理头发,同时对着镜头温柔地微笑,营造出一种放松且优雅的姿态。阳光穿过树林,在小径和长椅上投射出美丽的斑驳光影和柔和的阴影。背景是一个宁静的公园,有修剪整齐的灌木、充满活力的花坛、高大的树木和迷人的步行道。浅景深,奶油色虚化,电影色调,超写实单反摄影,奢华生活方式社论,韩式时尚审美,Vogue风格肖像,85mm镜头,f/1.4,HDR,8K,高细节皮肤纹理,自然采光,宁静的春天氛围,优质杂志级摄影。