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Claude Code vs Codex 前端设计哪家强？8 组同题网站构建实测对比！ 作者 @nateherk 让 Claude Code 和 Codex（OpenAI 的编程智能体）在完全相同的条件下，各自独立构建 8 个网站，然后从设计质量、子 agent 数量、耗时、输出 token 量、折算成本五个维度做横向对比，哪个 Coding Agent 做前端设计更强。 # 实验设计：尽量消除变量 输入完全一致：每组构建使用相同的提示词、相同的品牌规范、相同的 logo 和文案素材，尽可能排除输入差异带来的干扰。 三种任务类型递进： 1. 半开放式（第 1–5 组）：给定文案、痛点、目标人群和品牌素材，只要求"做一个落地页"，留出设计自由度； 2. 全开放式（第 6 组）："虚构一个业务，做一个能惊艳我的网站"，考察工具的自主创造力； 3. 超具体指令式（第 7、8 组）：提示词精确到页面每个细节，考察工具的执行忠实度。 量化指标全程记录：子 agent 调用数、耗时、输出 token 数、按 API 价格折算的成本。 # 八组对决的结果 Codex 5 : 1 Claude Code 另有 2 组平局 第 1 组｜Bowl & Bloom（产后护理餐订阅）——Codex 胜 Codex 首屏信息清晰、导航与行动按钮明确；Claude 文字堆砌、叙事冗长。 Claude：4 子 agent / 2 小时 / 50 万 token / $53。Codex：1 子 agent / 50 分钟 / 10 万 token / <$20。 第 2 组｜Minutecraft（AI 会议纪要）——Codex 胜 两边都更像仪表盘而非落地页，但 Claude 文字过载，且存在全屏下仍未修复的 bug。 Claude：2.5 小时 / 50 万 token / $65。Codex：1.2 小时 / 10 万 token / $20。 第 3 组｜Trail Latch（露营厨房装备）——Claude 胜 全场唯一。Claude 的单页滚动交互、部件展开演示一气呵成；Codex 首屏焦点混乱，仅内页尚可。 Claude：4 子 agent / 2 小时 / 40 万 token / $42。Codex：1 子 agent / 1 小时 / 10 万 token / <$20。 第 4 组｜Present & Clear（演讲训练营）——Codex 胜 Codex 文案克制、视觉细节巧妙（划掉"魅力"、高亮"清晰"）；Claude 再次文字过载。 Claude：4 子 agent / 2 小时 / 44 万 token / $42。Codex：1 子 agent / 1 小时 / 9.2 万 token / <$20。 第 5 组｜North Ledger（机构 CFO 服务）——Codex 胜 Codex 用路径式滚动讲出品牌故事；Claude 像"没人想读完的报告"。 Claude：2 小时 / 50 万 token / $52。Codex：1 小时 / 10 万 token / $18。 第 6 组｜开放命题"惊艳我"——Codex 胜 考察自主创造力。Codex 的宇宙信号主题完成度更高；Claude 的声学主题出现布局拉伸 bug。 成本全场最悬殊：Codex 仅 8 分钟 / $1.5；Claude 近 3 小时 / 33 万 token / $50。 第 7 组｜超具体提示词网站——平局 提示词精确到每个细节后，两者产出几乎一模一样。但 token 与成本差距依旧。 第 8 组｜超具体提示词 HTML 报告——平局 设计无法区分高下；Codex 仍更快、更省。 汇总数据：效率差距是数量级的 · 子 agent 总数：Claude Code 25 个 vs Codex 9 个 · 总耗时：Claude Code 约 14 小时 vs Codex 约 5 小时 · 总输出 token：Claude Code 约 300 万 vs Codex 约 55 万（约 5.5 倍差距） · 按 API 计费折算：Claude Code 约 $444 vs Codex 约 $100

Breaking: Nancy Pelosi just filed up to ~13.5M worth of new stock trades Including buying up to $12M of Bloom Energy $BE Major Buys Include: • Bought 15,000 shares of Bloom Energy $BE • Bought 10,000 shares of Intel $INTC She bought new call options: • Bought up to $5M of $BE leaps • Bought up to $500K of $INTC leaps

100 AI Directing Techniques - Epic Sci-Fi Prompts 01 Monumental Scale Colossal celestial body · Tiny human figure · Extreme wide shot · Scale contrast · Architectural framing 02 Colossal Ruins Monumental ruins · Tiny human figure · Barren negative space · Volumetric dust · Atmospheric perspective 03 Extreme Close-up Profile silhouette · Rim light · Visor reflections · Lens bloom · Optical flare 04 Practical Destruction Practical explosion · Layered smoke · Strong backlight · Drifting embers · Foreground-to-background depth 05 Impossible Geometry Anti-gravity space · Folded architecture · Tilted horizon · Extreme depth · Scale contrast 06 Volumetric Light Central symmetry · Single overhead light · Volumetric beam · Monumental scale · Deep negative space 07 Futuristic Isolation Architectural framing · Tiny human figure · High-altitude view · Cool-warm contrast · Atmospheric perspective 08 Cosmic Metropolis Curved leading lines · Layered haze · Tiny human scale · Golden particles · Wet reflections Use official invite code VIDUAIGUST4 to get 200 free credits, and become a director yourself.

Fireworks still bloom across the sky, and people continue passing one another in the streets. Everything feels lively, yet somehow, my heart slows down. - Another day has passed, carrying with it the words left unsaid and a few emotions I’ll leave behind with the night !

Sydney, I’m coming 🔥 Get ready to BLOOM AFTER DARK 🌹✨ I’m excited to be joining LIV x DREAM as a Special Guest DJ for a night of music, energy & unforgettable moments. 📍 World Square Shopping Centre, Sydney 📅 Saturday, 5 September 🎶 See you on the dance floor! Sydney… are you ready to turn it up with me? 🖤🔥 #DJAmberna# #Sydney# #SydneyNightlife# #BloomAfterDark# #LIVxDREAM# #SpecialGuestDJ# #SydneyEvents#

Made with Seedance 2.5 (native 30-second video, no editing) Prompt: ⬇️ CAMERA: DV 16mm tape camcorder handheld aesthetic. A gorgeous glamorous European fitness influencer films herself directly by hand in selfie-cam and first-person style. Keep realistic hand shake, slightly crooked framing, delayed autofocus, awkward zoom-ins and zoom-outs, occasional motion blur, and small framing mistakes where part of her face briefly slips out of frame. Mix handheld selfie footage with a few fixed external shots. Important: never show her placing, adjusting, or setting up a camera. When switching from handheld footage to a fixed external angle, use a clean jump cut as if the camera had already been positioned before the shot began. The camera itself must never appear on screen. LOOK: Soft digital tape camcorder look with subtle vintage DV character. Slight blur, faint tape noise, mild highlight bloom under gym lighting, subtle auto-exposure flicker, muted contrast, realistic skin texture, believable indoor lighting, realistic skin tones. STYLE: A realistic late-night gym vlog with a sexy Instagram-model vibe. The tone is playful, confident, a little flirty, slightly breathless, and natural. She is clearly attractive and charismatic, but the video should still feel like a believable self-recorded vlog, not a polished commercial. Fast clean jump cuts, strong continuity, natural body language, no awkward dead moments. CHARACTER: An exceptionally beautiful glamorous European brunette woman in her mid-20s. She has a highly photogenic face, large almond-shaped brown eyes, long lashes, full glossy lips, sculpted cheekbones, a refined nose, flawless lightly tanned glowing skin, and long thick glossy dark-brown hair tied in a high ponytail. She looks like a high-end Instagram fitness and lifestyle influencer, not an ordinary gym visitor. She has a slim, feminine, athletic hourglass figure. She wears polished soft-glam makeup, a fitted stylish long-sleeve athletic crop top, high-waisted fitted leggings, clean white sneakers, and a towel around her neck or over one shoulder. No jewelry. SETTING: A quiet modern gym late at night. Mirror wall, dumbbell rack, flat bench, stretching mat, a water bottle on a bench, soft warm overhead lights, mostly empty space, calm atmosphere, no crowd, no trainer, no extra people. IMPORTANT CONTINUITY RULES: The same woman must remain fully consistent in every shot. No face changes, no hairstyle changes, no outfit changes, no body changes. No extra people appearing. No duplicated limbs. No broken hands. No disappearing water bottle. No broken gym equipment. No impossible movements. No camera visible. No camera setup shown. Keep her beautiful, polished, and photogenic in every shot. STORYBOARD (30 seconds total, 10 cuts): 1. (~3s, arm’s-length selfie) She walks slowly through the gym holding the camera herself, slightly out of breath but smiling confidently. Dialogue: “Okay… late-night gym vlog.” 2. (~3s, handheld pan across the room and back to her) The camera drifts across the dumbbell rack, mirror wall, and empty gym floor, then returns to her face. Dialogue: “It’s basically empty in here.” 3. (~3s, mirror selfie angle) She stops near the mirror, adjusts her ponytail, glances at herself, then smirks at the lens. Dialogue: “I look tired, but we’re still doing this.” 4. (~3s, fixed external medium shot) Jump cut to a fixed shot. She is already in position near the bench, picks up a pair of dumbbells, and gets ready. No camera setup shown. No dialogue. 5. (~3s, same fixed shot) She performs a short controlled set of dumbbell shoulder presses or dumbbell chest presses with clean form, then lowers the weights and exhales with a smile. Dialogue: “That woke me up fast.” 6. (~3s, handheld walking selfie) She picks the vlog back up in selfie mode, towel over one shoulder, breathing a little harder as she walks a few steps. Dialogue: “Upper body done… and I’m already dying.” 7. (~3s, tight handheld close-up) She grabs the water bottle, takes a drink, lowers it, and exhales in relief. Dialogue: “Best part of the workout.” 8. (~3s, fixed external wider shot facing the mirror) Jump cut to a fixed shot. She does a quick playful stretch, a small mirror pose, then laughs softly at herself. Dialogue: “A little stretch so I can pretend I’m disciplined.” 9. (~3s, handheld close selfie) Her cheeks are slightly flushed, she brushes back a loose strand of hair, smiling in a tired but satisfied way. Dialogue: “I always say quick workout… and then stay forever.” 10. (~3s, arm’s-length selfie ending) She walks toward the exit, still filming herself, gives a tired little wave and a genuine smile. Dialogue: “Okay, I’m done. Good night.” FINAL INSTRUCTION: The result must feel like a real self-recorded late-night gym vlog by a glamorous Instagram fitness influencer. Prioritize realistic handheld motion, strong continuity, believable pacing, natural breathing, attractive appearance, and subtle imperfection. Keep it sexy, polished, and realistic — not artificial, not stiff, not boring. #AIVideo#