{ "schemaVersion": 1, "status": "complete", "date": "2026-10-26", "updatedAt": "2026-10-26T15:57:37.821Z", "model": "LongCat-2.5-Preview", "endpoint": "https://api.longcat.chat/openai/v1", "evidencePath": "/evaluations/longcat-2-5-20261026-frontend.json", "methodZh": "API单轮生成同一响应式骑行活动网页任务，两档均使用12,288输出token、600秒。不是Claude Code/Codex多轮编程智能体基准，也没有人工修改输出。原始HTML以.html.txt发布，截图和交互在无真实会话、所有外网请求阻断的隔离Chromium中进行；报名仅为本地演示。", "methodEn": "One-turn API generation of the same responsive cycling-club website in both thinking modes: 12,288 output tokens, 600 seconds. This is not a multi-turn Claude Code/Codex agent benchmark. No manual source edits. Original HTML is served as .html.txt; screenshots and interaction checks use isolated Chromium with no real session and every network request blocked. Signup is a local demonstration.", "attempts": [ { "id": "frontend-cycling", "category": "frontend", "title": "城市骑行活动网页", "titleEn": "Urban cycling event website", "prompt": "Build a polished responsive Chinese website for a weekend urban cycling club named「慢骑城市」. Return only one complete self-contained HTML document with all CSS and JavaScript inline, no Markdown. No external assets, fonts, libraries, URLs, network calls, storage or permissions. Use local SVG/CSS illustrations. This is a practical product page, not a wireframe. Requirements: (1) a top navigation with working anchor links to routes, schedule and signup; (2) a strong editorial hero; (3) a route grid containing exactly these three cards: 滨江轻骑—休闲—12公里, 老城漫游—休闲—8公里, 山脊挑战—进阶—35公里; (4) real filter buttons named 全部 / 休闲 / 进阶 that change visible route cards; (5) a schedule with 09:00集合、09:15出发、11:30结束; (6) a signup section with a labelled name input, an experience select, a button named 确认报名 and an on-page success message after a valid submit, no navigation; (7) readable, accessible layout at both 1440px desktop and 390px mobile, without horizontal overflow. Use excellent spacing, restrained typography, a warm light palette, one bold accent, clear focus styles and reduced-motion support. Do not fabricate testimonials, attendee counts or external sponsors. All key content and interactions must fit in this single file. The signup is explicitly a local demonstration; do not imply an actual booking.", "mode": "disabled", "status": "done", "text": "\n\n\n\n\n慢骑城市 · 周末城市骑行俱乐部\n\n\n\n\n跳到主要内容\n\n\n
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\n 周末城市骑行俱乐部\n

不赶时间，
用两个轮子慢慢读完一座城。

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\n 每周六上午，我们沿着江边、穿过老街、翻过山脊——\n 以每小时十五公里的速度，重新认识脚下这座熟悉又陌生的城市。\n 无需专业装备，带上好奇心即可出发。\n

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\n 查看本周路线\n 了解活动安排\n
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\n \n \n \n \n 免费参与 · 自备自行车与头盔 · 全程有领队陪同\n

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\n 本周路线\n

三条路线，三种城市读法

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从平缓的江边步道到略有爬升的山脊公路，每条路线都经过领队实地踩线。选择适合你的那一条。

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滨江轻骑

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\n 12 公里约 1.5 小时平路\n
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沿着滨江步道一路向南，江风、芦苇与对岸的天际线。全程无机动车，适合第一次参加的朋友。

\n 报名这条路线 →\n
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老城漫游

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\n 8 公里约 1 小时平路\n
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穿过骑楼老街与巷弄之间，在青石板路上听车轮碾过的声音，顺路经过本地人的早餐铺。

\n 报名这条路线 →\n
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山脊挑战

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\n 35 公里约 3 小时含爬升\n
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盘山公路直达山脊观景台，累计爬升约 400 米。需要一定体力与变速车，领队会控制节奏、中途休整。

\n 报名这条路线 →\n
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\n 活动安排\n

一个上午的完整节奏

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每周六固定流程，风雨无阻（极端天气除外，将提前通知）。

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\n\n
    \n
  1. \n \n 集合\n

    江畔公园东门集合签到，检查刹车与胎压，认识同行的骑友。

    \n
    2. \n
  2. \n \n 出发\n

    领队带领热身，按路线分组出发，全程单列骑行、保持车距。

    \n
    3. \n
  3. \n \n 结束\n

    返回集合点，自由交流，可一同前往附近小店用餐（费用自理）。

    \n
    4. \n
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\n \n \n \n \n

建议提前 10 分钟到达。请自备饮用水、防晒用品与简易补胎工具；现场不提供车辆租赁，请确保自己的自行车状态良好。

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\n \n \n \n \n \n 本地演示 · 不会提交到任何服务器\n \n

报名本周骑行

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填写下方表单即可完成本周活动的报名登记。提交后页面会即时显示确认信息，无需跳转。

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    \n
  • \n \n \n \n \n 免费参与，无需任何费用或押金。\n
    • \n
  • \n \n \n \n \n 自备车辆与头盔，建议携带饮用水。\n
    • \n
  • \n \n \n \n \n 领队全程陪同，第一次参加也无需担心。\n
    • \n
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请填写姓名后再提交。

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请选择一项骑行经验。

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本表单仅为本地功能演示，数据不会离开你的浏览器。

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\n \n \n \n \n 报名成功\n

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感谢你的报名！

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\n\n\n\n\n\n\n", "startedAt": "2026-10-26T15:49:38.993Z", "request": { "model": "LongCat-2.5-Preview", "messages": [ { "role": "user", "content": "Build a polished responsive Chinese website for a weekend urban cycling club named「慢骑城市」. Return only one complete self-contained HTML document with all CSS and JavaScript inline, no Markdown. No external assets, fonts, libraries, URLs, network calls, storage or permissions. Use local SVG/CSS illustrations. This is a practical product page, not a wireframe. Requirements: (1) a top navigation with working anchor links to routes, schedule and signup; (2) a strong editorial hero; (3) a route grid containing exactly these three cards: 滨江轻骑—休闲—12公里, 老城漫游—休闲—8公里, 山脊挑战—进阶—35公里; (4) real filter buttons named 全部 / 休闲 / 进阶 that change visible route cards; (5) a schedule with 09:00集合、09:15出发、11:30结束; (6) a signup section with a labelled name input, an experience select, a button named 确认报名 and an on-page success message after a valid submit, no navigation; (7) readable, accessible layout at both 1440px desktop and 390px mobile, without horizontal overflow. Use excellent spacing, restrained typography, a warm light palette, one bold accent, clear focus styles and reduced-motion support. Do not fabricate testimonials, attendee counts or external sponsors. All key content and interactions must fit in this single file. The signup is explicitly a local demonstration; do not imply an actual booking." } ], "temperature": 0, "max_tokens": 12288, "stream": true, "stream_options": { "include_usage": true }, "thinking": { "type": "disabled" } }, "firstContentMs": 1536.50975, "firstReasoningMs": null, "firstEventMs": 1536.507459, "usage": { "completion_tokens": 12182, "prompt_tokens": 335, "total_tokens": 12517, "prompt_tokens_details": { "cached_tokens": 0, "audio_tokens": 0, "image_tokens": 0, "video_tokens": 0, "text_tokens": 0, "cache_write_tokens": 0 } }, "finishReason": "stop", "error": null, "returnedModel": "LongCat-2.5-Preview", "httpStatus": 200, "transport": "node:https", "finishedAt": "2026-10-26T15:52:20.541Z", "totalMs": 161546.45845900002, "promptTokens": 335, "outputTokens": 12182, "reasoningTokens": null, "assessmentZh": "暖白、橙红与衬线大标题形成一致视觉风格；桌面三列路线卡、手机单列及折叠菜单清楚，插画也由内联SVG组成。1440/390px均无横向溢出；两种尺寸下路线三档筛选、有效表单提交和页面内成功反馈均通过，本次24项浏览器检查通过且无脚本异常。样例是虚构骑行俱乐部，本地报名不发送数据；生成文案中的费用、领队与实地踩线说法不代表真实活动。与任意多轮编程agent能力仍有距离。 内容上，高阶路线写“约3小时”，却统一09:15出发、11:30结束，时间不自洽；自动功能通过不等于内容全部正确。", "assessmentEn": "Warm off-white, orange-red accents and serif headlines create a coherent design. Three desktop route columns become a single mobile column with a compact menu; illustrations are inline SVG. There is no horizontal overflow at 1440 or 390 pixels. Filters, valid signup submission and in-page feedback pass at both sizes: 24 browser checks pass, with no script errors. This is a fictional club and local-only signup demo; invented fee, leader and route-scouting copy does not describe a real event. It is a single API output, not evidence of multi-turn coding-agent performance. The advanced route says about three hours but the shared 09:15–11:30 riding schedule allows only 2h15m; functional checks do not establish content consistency.", "htmlPath": "/evaluations/longcat-2-5-20261026/assets/frontend-disabled.html.txt", "htmlSha256": "d961dc754efab9edac8d9350601c597129ab6b98e64b438541b6a1134056042b", "screenshots": { "desktop": { "path": "/evaluations/longcat-2-5-20261026/assets/frontend-disabled-desktop.png", "width": 1440, "height": 2945, "sha256": "13eaf0585c2dfa1e0764b9d4a7c9caed4768c49b0ba0835a2b4804b153efdc53", "viewportWidth": 1440, "viewportHeight": 1000 }, "mobile": { "path": "/evaluations/longcat-2-5-20261026/assets/frontend-disabled-mobile.png", "width": 390, "height": 4514, "sha256": "60b6bb576656667ce2670f1a6c2f7c49aa099e2a660c71f6978df1ffbe3c47ec", "viewportWidth": 390, "viewportHeight": 844 } }, "checks": [ { "name": "desktop: no horizontal overflow", "pass": true, "details": { "scrollWidth": 1440, "viewportWidth": 1440 } }, { "name": "desktop: one main heading", "pass": true }, { "name": "desktop: required route titles", "pass": true }, { "name": "desktop: schedule exact times", "pass": true }, { "name": "desktop: local demonstration disclaimer", "pass": true }, { "name": "desktop: navigation anchor targets", "pass": true, "details": [ { "text": "慢骑城市", "href": "#top", "targetExists": true }, { "text": "骑行路线", "href": "#routes", "targetExists": true }, { "text": "活动安排", "href": "#schedule", "targetExists": true }, { "text": "立即报名", "href": "#signup", "targetExists": true } ] }, { "name": "desktop: advanced filter shows only 山脊挑战", "pass": true, "details": [ false, false, true ] }, { "name": "desktop: leisure filter shows two routes", "pass": true, "details": [ true, true, false ] }, { "name": "desktop: all filter restores three routes", "pass": true, "details": [ true, true, true ] }, { "name": "desktop: labelled name and experience inputs", "pass": true }, { "name": "desktop: signup success message after valid submit", "pass": true }, { "name": "desktop: signup stays on the page", "pass": true }, { "name": "mobile: no horizontal overflow", "pass": true, "details": { "scrollWidth": 390, "viewportWidth": 390 } }, { "name": "mobile: one main heading", "pass": true }, { "name": "mobile: required route titles", "pass": true }, { "name": "mobile: schedule exact times", "pass": true }, { "name": "mobile: local demonstration disclaimer", "pass": true }, { "name": "mobile: navigation anchor targets", "pass": true, "details": [ { "text": "慢骑城市", "href": "#top", "targetExists": true }, { "text": "骑行路线", "href": "#routes", "targetExists": true }, { "text": "活动安排", "href": "#schedule", "targetExists": true }, { "text": "立即报名", "href": "#signup", "targetExists": true } ] }, { "name": "mobile: advanced filter shows only 山脊挑战", "pass": true, "details": [ false, false, true ] }, { "name": "mobile: leisure filter shows two routes", "pass": true, "details": [ true, true, false ] }, { "name": "mobile: all filter restores three routes", "pass": true, "details": [ true, true, true ] }, { "name": "mobile: labelled name and experience inputs", "pass": true }, { "name": "mobile: signup success message after valid submit", "pass": true }, { "name": "mobile: signup stays on the page", "pass": true } ], "consoleErrors": [], "blockedRequests": [], "assessmentMethod": "AI assistant visual observation is separate from automated browser checks. Generated HTML runs in a fresh isolated Chromium context with no real account session and all network requests blocked.", "sourceEvidence": "/evaluations/longcat-2-5-20261026-frontend.json", "attemptNumber": 1 }, { "id": "frontend-cycling", "category": "frontend", "title": "城市骑行活动网页", "titleEn": "Urban cycling event website", "prompt": "Build a polished responsive Chinese website for a weekend urban cycling club named「慢骑城市」. Return only one complete self-contained HTML document with all CSS and JavaScript inline, no Markdown. No external assets, fonts, libraries, URLs, network calls, storage or permissions. Use local SVG/CSS illustrations. This is a practical product page, not a wireframe. Requirements: (1) a top navigation with working anchor links to routes, schedule and signup; (2) a strong editorial hero; (3) a route grid containing exactly these three cards: 滨江轻骑—休闲—12公里, 老城漫游—休闲—8公里, 山脊挑战—进阶—35公里; (4) real filter buttons named 全部 / 休闲 / 进阶 that change visible route cards; (5) a schedule with 09:00集合、09:15出发、11:30结束; (6) a signup section with a labelled name input, an experience select, a button named 确认报名 and an on-page success message after a valid submit, no navigation; (7) readable, accessible layout at both 1440px desktop and 390px mobile, without horizontal overflow. Use excellent spacing, restrained typography, a warm light palette, one bold accent, clear focus styles and reduced-motion support. Do not fabricate testimonials, attendee counts or external sponsors. All key content and interactions must fit in this single file. The signup is explicitly a local demonstration; do not imply an actual booking.", "mode": "default", "status": "done", "text": "\n\n\n\n\n慢骑城市 · 周末城市骑行俱乐部\n\n\n\n\n跳到主要内容\n\n\n
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\n \n \n \n \n \n \n 慢骑城市\n \n \n
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周末 · 城市 · 慢骑

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骑得慢一点，
城市就近一点。

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\n 「慢骑城市」是一个周末城市骑行俱乐部。我们不赶路、不竞速，\n 沿着江边、穿过老街，用两个半小时重新认识自己生活的城市。\n 三条常设路线，固定的集合时间，带上车就能出发。\n

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\n 看看三条路线\n 本周报名\n
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  • 3 条常设路线
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  • 8–35公里里程
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  • 09:00周末集合
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三条常设路线

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选一条适合今天的路

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所有路线均为往返设计，终点即起点。按骑行经验选择难度，不必勉强。

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\n 休闲\n \n \n \n
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滨江轻骑

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  • 12公里
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  • 休闲难度
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  • 约2h含停留
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沿江平整绿道，几乎无爬升。风吹着江面，适合聊天，也适合发呆。

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适合：第一次参加、想轻松骑的你。请自备头盔。

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\n 休闲\n \n \n \n
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老城漫游

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  • 8公里
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  • 休闲难度
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  • 约1.5h含停留
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穿过老街与巷口，在街角稍作停留。骑得最慢的一条路，看得最仔细。

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适合：喜欢街巷细节、想试试城市骑行的你。部分路段推行。

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\n 进阶\n \n \n \n
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山脊挑战

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  • 35公里
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  • 进阶难度
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  • 约3h含休息
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连续爬坡与山脊起伏，对体力有要求。登顶后的风景，是给坚持者的奖励。

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适合：有骑行经验、体力充足的你。建议变速车，行前检查刹车。

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周末日程

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两半小时，这样安排

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每次出行遵循同一节奏：集合、出发、结束。时间固定，风雨无阻（恶劣天气另行通知）。

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  1. \n \n
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    集合

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    签到、检查车辆与头盔，新老骑友互相认识。

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    2. \n
  2. \n \n
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    出发

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    按路线与配速分组出发，不抢行、不并行占道。

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    结束

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    回到集合点，稍作拉伸后自由解散。

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    4. \n
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集合的具体地点将在报名确认后统一通知，请提前 10 分钟到达。

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本周报名

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留个名字，周六见

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填写姓名与骑行经验，我们会按路线分组。提交后页面会立即显示确认信息。

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怎么称呼都可以，真名或昵称都行。

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我们会参考你的经验推荐路线，休闲路线对新手友好。

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\n 本页面为本地演示：提交内容仅在当前页面显示，不会上传、保存或用于任何其他用途，也不构成真实活动预约。\n

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\n\n\n\n\n\n", "startedAt": "2026-10-26T15:52:20.544Z", "request": { "model": "LongCat-2.5-Preview", "messages": [ { "role": "user", "content": "Build a polished responsive Chinese website for a weekend urban cycling club named「慢骑城市」. Return only one complete self-contained HTML document with all CSS and JavaScript inline, no Markdown. No external assets, fonts, libraries, URLs, network calls, storage or permissions. Use local SVG/CSS illustrations. This is a practical product page, not a wireframe. Requirements: (1) a top navigation with working anchor links to routes, schedule and signup; (2) a strong editorial hero; (3) a route grid containing exactly these three cards: 滨江轻骑—休闲—12公里, 老城漫游—休闲—8公里, 山脊挑战—进阶—35公里; (4) real filter buttons named 全部 / 休闲 / 进阶 that change visible route cards; (5) a schedule with 09:00集合、09:15出发、11:30结束; (6) a signup section with a labelled name input, an experience select, a button named 确认报名 and an on-page success message after a valid submit, no navigation; (7) readable, accessible layout at both 1440px desktop and 390px mobile, without horizontal overflow. Use excellent spacing, restrained typography, a warm light palette, one bold accent, clear focus styles and reduced-motion support. Do not fabricate testimonials, attendee counts or external sponsors. All key content and interactions must fit in this single file. The signup is explicitly a local demonstration; do not imply an actual booking." } ], "temperature": 0, "max_tokens": 12288, "stream": true, "stream_options": { "include_usage": true }, "thinking": { "type": "enabled" } }, "firstContentMs": 59894.93262499999, "firstReasoningMs": 2363.935958999995, "firstEventMs": 2363.931666999997, "usage": { "completion_tokens": 11094, "prompt_tokens": 332, "total_tokens": 11426, "completion_tokens_details": { "reasoning_tokens": 3173 }, "prompt_tokens_details": { "cached_tokens": 256, "audio_tokens": 0, "image_tokens": 0, "video_tokens": 0, "text_tokens": 0, "cache_write_tokens": 0 } }, "finishReason": "stop", "error": null, "returnedModel": "LongCat-2.5-Preview", "httpStatus": 200, "transport": "node:https", "finishedAt": "2026-10-26T15:55:04.260Z", "totalMs": 163714.34129199997, "promptTokens": 332, "outputTokens": 11094, "reasoningTokens": 3173, "htmlPath": "/evaluations/longcat-2-5-20261026/assets/frontend-default.html.txt", "htmlSha256": "7cdf4da5de0d18c20d701eccaffa6b0fd2a95a5e67e03629931f95b4cfa83925", "screenshots": { "desktop": { "path": "/evaluations/longcat-2-5-20261026/assets/frontend-default-desktop.png", "width": 1440, "height": 3088, "sha256": "cb1cb56900aebb0a06600952bf1d64bd56df81f0f0f236c60c483bb235c5eaad", "viewportWidth": 1440, "viewportHeight": 1000 }, "mobile": { "path": "/evaluations/longcat-2-5-20261026/assets/frontend-default-mobile.png", "width": 390, "height": 4122, "sha256": "ce74b93cdc2089946ca6ff52f6cf3015bb83f4720763503d741c366058c9c6ba", "viewportWidth": 390, "viewportHeight": 844 } }, "checks": [ { "name": "desktop: no horizontal overflow", "pass": true, "details": { "scrollWidth": 1440, "viewportWidth": 1440 } }, { "name": "desktop: one main heading", "pass": true }, { "name": "desktop: required route titles", "pass": true }, { "name": "desktop: schedule exact times", "pass": true }, { "name": "desktop: local demonstration disclaimer", "pass": true }, { "name": "desktop: navigation anchor targets", "pass": true, "details": [ { "text": "路线", "href": "#routes", "targetExists": true }, { "text": "日程", "href": "#schedule", "targetExists": true }, { "text": "报名", "href": "#signup", "targetExists": true } ] }, { "name": "desktop: advanced filter shows only 山脊挑战", "pass": true, "details": [ false, false, true ] }, { "name": "desktop: leisure filter shows two routes", "pass": true, "details": [ true, true, false ] }, { "name": "desktop: all filter restores three routes", "pass": true, "details": [ true, true, true ] }, { "name": "desktop: labelled name and experience inputs", "pass": true }, { "name": "desktop: signup success message after valid submit", "pass": true }, { "name": "desktop: signup stays on the page", "pass": true }, { "name": "mobile: no horizontal overflow", "pass": true, "details": { "scrollWidth": 390, "viewportWidth": 390 } }, { "name": "mobile: one main heading", "pass": true }, { "name": "mobile: required route titles", "pass": true }, { "name": "mobile: schedule exact times", "pass": true }, { "name": "mobile: local demonstration disclaimer", "pass": true }, { "name": "mobile: navigation anchor targets", "pass": true, "details": [ { "text": "路线", "href": "#routes", "targetExists": true }, { "text": "日程", "href": "#schedule", "targetExists": true }, { "text": "报名", "href": "#signup", "targetExists": true } ] }, { "name": "mobile: advanced filter shows only 山脊挑战", "pass": true, "details": [ false, false, true ] }, { "name": "mobile: leisure filter shows two routes", "pass": true, "details": [ true, true, false ] }, { "name": "mobile: all filter restores three routes", "pass": true, "details": [ true, true, true ] }, { "name": "mobile: labelled name and experience inputs", "pass": true }, { "name": "mobile: signup success message after valid submit", "pass": true }, { "name": "mobile: signup stays on the page", "pass": true } ], "consoleErrors": [], "blockedRequests": [], "assessmentMethod": "AI assistant visual observation is separate from automated browser checks. Generated HTML runs in a fresh isolated Chromium context with no real account session and all network requests blocked.", "sourceEvidence": "/evaluations/longcat-2-5-20261026-frontend.json", "attemptNumber": 1, "assessmentZh": "橙红强调色、暖纸色与衬线标题统一，桌面双栏首屏和三列路线卡明确；手机保留紧凑的顶部导航并改为单列，1440/390px均无横向溢出。两尺寸下三档路线筛选、带标签表单及报名成功反馈合计24项浏览器检查通过，未出现脚本异常。局限是大片留白让桌面后半段较松散；高阶路线“约3h”与统一09:15出发、11:30结束不一致。只是单轮API输出与虚构俱乐部本地演示，不证明多轮agent或真实活动服务已可用。", "assessmentEn": "Orange-red accents, warm paper tones and serif headings form a coherent design. Desktop has a two-column hero and three route cards; mobile keeps compact navigation and switches to one column. No horizontal overflow occurs at 1440 or 390 pixels. Filters, labelled form controls and signup feedback pass 24 browser checks across both sizes, with no script errors. Large empty areas make the lower desktop sections loose. The advanced route says about three hours while the shared riding schedule is 09:15–11:30, an inconsistency. This is one API output for a fictional local-only demo, not proof of a multi-turn coding agent or a live event service." } ] }