Model x harness x effort registry; bigger top-bar controls
Each entry is now explicitly a model x harness x effort combination: models/*.json gains harness and effort fields, GPT-5.5 xhigh is relabeled GPT-5.5 Codex (the harness distinguishes it from GPT-5.5 Pro), and the scrolling marquee is replaced by a readable registry table (model / vendor / harness / effort / runs, pending rows dimmed) with an explainer on the model-vs-harness relationship. Top bar controls enlarged: segmented zh/EN switch and bordered 36px icon buttons. README rewritten Chinese-first with a hand-maintained registry snapshot table; README.en.md mirrors it. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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# NAGI BENCH
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[中文](./README.md) | English
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One-shot LLM eval cases by NAGI STUDIO: same prompt, different model x harness x effort combinations, one attempt and no retries — a side-by-side record of the runnable artifacts they ship.
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**Live site:** https://bench.nagi.fun/
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## Models vs harnesses
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- **Model**: the weights and inference engine itself — GPT-5.5, Gemini 3.1 Pro, Claude Fable 5.
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- **Harness**: the product/scaffolding wrapping the model — Codex CLI, Cursor, AntiGravity, the Claude web app. It controls tool calls, system prompts, context management and continuation strategy, and often shapes the outcome as much as the model does.
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- The unit of evaluation here is therefore the **combination**: the same model under a different harness or effort level is a separate entry (GPT-5.5 Pro and GPT-5.5 Codex are two records of the same model family). Effort defaults to max; new effort variants of an existing combination can be added later.
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## Registry
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| Model | Vendor | Harness | Effort | Runs |
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|---|---|---|---|---|
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| Claude Fable 5 | Anthropic | Claude Web App | Max | 02 |
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| GPT-5.5 Pro | OpenAI | ChatGPT Web | Extended Pro | 01 |
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| GPT-5.5 Codex | OpenAI | Codex CLI (no skills) | xhigh | 02 |
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| Gemini 3.1 Pro | Google | AntiGravity | High | 03 |
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| Gemini 3.5 Flash | Google | AntiGravity | High | 03 |
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| Grok Build | xAI | Grok Build TUI (local) | Max | 01 |
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| Composer 2.5 | Cursor | Cursor | Max | 01 |
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| DeepSeek-V4-Pro | DeepSeek | Claude Code | Max | 02 |
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| Doubao Seed 2.0 Pro | ByteDance | Doubao Web | Pro Mode | 01 |
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| Doubao Seed 2.0 Mini | ByteDance | Doubao Web | Fast Mode | 01 |
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Pending: Mistral Medium 3.5 · Kimi K2.6 · MiniMax M3 · GLM-5.1 · Qwen3.7-Max (PRs welcome)
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> This table is a hand-maintained snapshot; the site's registry section is generated live from `models/*.json` and is authoritative.
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## Structure
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```
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outputs/<model-id>/<case-id>.<ext> raw model artifacts (HTML / SVG), filename = case id
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models/<model-id>.json combination registry: label / vendor / harness / effort / order / run notes
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site/ showcase app (Vite + React + Tailwind v4 + GSAP, bun)
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site/src/data/cases.json case definitions (bilingual prompts, maintainer-owned)
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.github/workflows/ deploy.yml deploys; ci.yml validates data + builds on PRs
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```
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## Development
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```bash
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cd site
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bun install
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bun run dev # syncs outputs/ and serves http://localhost:5173/
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bun run build # data validation + type-check + build (site/dist)
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```
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## Contributing a run
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Contributions are data-only — no code changes needed:
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1. Artifact: `outputs/<model-id>/<case-id>.<ext>` (e.g. `outputs/gpt-5-5-pro/pelican-cycling.svg`).
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2. Registration: `models/<model-id>.json` (new file for a new combination; add to `runs` for an existing one) — see the schema example in the Chinese README.
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CI-enforced rules: dash-only lowercase ids matching the `outputs/` folder name; a **required bilingual provenance `note`** per run (which harness, what effort, one-shot or fixed); every declared run must have its artifact; multiple versions of the same combination x case go in an array with distinct `file` names (e.g. `pelican-cycling-2.svg`).
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PRs get data validation + a build from CI; merges to `main` deploy automatically.
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@@ -1,41 +1,53 @@
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# NAGI BENCH
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NAGI STUDIO 的 LLM 测评案例集:同一段提示词,不同模型,一次生成、不许返工,并排对比它们交出的可运行作品。
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中文 | [English](./README.en.md)
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One-shot LLM eval cases by NAGI STUDIO: same prompt, different models, one attempt and no retries — a side-by-side record of the runnable artifacts they ship.
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NAGI STUDIO 的 LLM 测评案例集:同一段提示词,不同「模型 × Harness × 思考配额」组合,一次生成、不许返工,并排对比它们交出的可运行作品。
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**Live site:** https://bench.nagi.fun/
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**线上站点:** https://bench.nagi.fun/
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## 模型与 Harness 的关系
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- **模型(Model)**:权重与推理引擎本身,如 GPT-5.5、Gemini 3.1 Pro、Claude Fable 5。
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- **Harness(运行环境)**:包裹模型的产品/脚手架,如 Codex CLI、Cursor、AntiGravity、Claude 网页版——它决定工具调用、系统提示词、上下文管理与续写策略,对最终产出的影响往往不亚于模型本身。
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- 因此本仓库的测评单位是**组合**:同一个模型在不同 Harness 或不同思考配额下,记为不同条目(例如 GPT-5.5 Pro 与 GPT-5.5 Codex 是同一模型家族的两条记录)。思考配额默认拉满(Max),未来同一组合可以追加新配额版本。
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## 已测组合 / Registry
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| 模型 | 厂商 | Harness 环境 | 思考配额 | 产出 |
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|---|---|---|---|---|
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| Claude Fable 5 | Anthropic | Claude 网页版 | Max | 02 |
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| GPT-5.5 Pro | OpenAI | ChatGPT 网页版 | Extended Pro | 01 |
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| GPT-5.5 Codex | OpenAI | Codex CLI(无 skill) | xhigh | 02 |
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| Gemini 3.1 Pro | Google | AntiGravity | High | 03 |
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| Gemini 3.5 Flash | Google | AntiGravity | High | 03 |
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| Grok Build | xAI | Grok Build TUI(本地) | Max | 01 |
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| Composer 2.5 | Cursor | Cursor | Max | 01 |
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| DeepSeek-V4-Pro | DeepSeek | Claude Code | Max | 02 |
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| Doubao Seed 2.0 Pro | ByteDance | 豆包网页版 | 超能模式 | 01 |
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| Doubao Seed 2.0 Mini | ByteDance | 豆包网页版 | 快速模式 | 01 |
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待测:Mistral Medium 3.5 · Kimi K2.6 · MiniMax M3 · GLM-5.1 · Qwen3.7-Max(欢迎 PR 补充)
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> 此表为人工维护的快照;站点上的「模型阵容」表由 `models/*.json` 实时生成,以站点为准。
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## 结构 / Structure
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```
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outputs/<model-id>/<case-id>.<ext> 模型产出原文件(HTML / SVG),文件名 = 案例 id
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models/<model-id>.json 模型登记:label / vendor / order / 各案例运行备注
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models/<model-id>.json 组合登记:label / vendor / harness / effort / order / 各案例运行备注
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site/ 展示站点(Vite + React + Tailwind v4 + GSAP,bun 驱动)
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site/src/data/cases.json 案例定义:双语标题与提示词(维护者维护)
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.github/workflows/ deploy.yml 自动部署;ci.yml 对 PR 跑数据校验 + 构建
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```
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## URL 规则 / URL scheme
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| URL | 含义 / Meaning |
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| --- | --- |
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| `https://bench.nagi.fun/` | 站点首页 / Home |
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| `https://bench.nagi.fun/#<case-id>` | 定位到某个案例 / Anchor to a case (e.g. `#mythos-craft`) |
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| `https://bench.nagi.fun/#<case-id>:<model-id>` | 定位案例并选中模型 / Case + preselected model tab |
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| `https://bench.nagi.fun/outputs/<model-id>/<case-id>.<ext>` | 产物直链 / Raw artifact |
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切换模型标签时地址栏自动更新(`replaceState`),当前视图随时可直接分享。旧域名链接(`https://nagi-studio.github.io/nagi-bench/*`)由 GitHub Pages 自动 301 重定向到 `https://bench.nagi.fun/*`,路径保留。
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Switching a model tab updates the address bar in place, so the current view is always shareable. Legacy `nagi-studio.github.io/nagi-bench/*` links are 301-redirected by GitHub Pages to `bench.nagi.fun/*` with the path preserved.
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## 本地开发 / Development
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```bash
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cd site
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bun install
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bun run dev # 同步 outputs/ 并启动 http://localhost:5173/
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bun run build # 类型检查 + 产物构建(输出到 site/dist)
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bun run build # 数据校验 + 类型检查 + 产物构建(输出到 site/dist)
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```
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## 贡献一个模型产出 / Contributing a run
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@@ -43,18 +55,20 @@ bun run build # 类型检查 + 产物构建(输出到 site/dist)
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贡献**不需要改任何代码**,只涉及两类文件:
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1. 产出文件:`outputs/<model-id>/<case-id>.<ext>`(如 `outputs/gpt-5-5-pro/pelican-cycling.svg`)。
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2. 模型登记:`models/<model-id>.json`(新模型新建文件;已有模型在 `runs` 里加一条):
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2. 组合登记:`models/<model-id>.json`(新组合新建文件;已有组合在 `runs` 里加一条):
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```json
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{
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"label": "GPT-5.5 Pro",
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"vendor": "OpenAI",
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"harness": "ChatGPT Web",
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"effort": "Extended Pro",
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"order": 20,
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"runs": {
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"pelican-cycling": {
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"note": {
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"zh": "在哪个工具/产品里、什么思考档位、是否一次生成、是否有修复",
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"en": "Which tool, what effort level, one-shot or fixed"
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"zh": "在哪个 Harness 里、什么思考档位、是否一次生成、是否有修复",
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"en": "Which harness, what effort level, one-shot or fixed"
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}
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}
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}
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@@ -64,8 +78,7 @@ bun run build # 类型检查 + 产物构建(输出到 site/dist)
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规则(CI 自动校验,不满足会挂):
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- `model-id` 只用小写字母/数字/连字符(如 `doubao-seed-2-0-pro`),文件名与 `outputs/` 目录名一致;
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- 每条 run 的 `note` **双语必填**——这是本仓库的可信度来源,必须写明产出怎么来的;
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- 声明的 run 必须有对应的产出文件。
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- 声明的 run 必须有对应的产出文件;
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- 同一组合对同一案例可提交多个版本:`runs.<case-id>` 写成数组,第二个版本起必须用 `file` 指定不同文件名(如 `pelican-cycling-2.svg`)。
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提 PR 后 CI 会跑数据校验 + 构建;合入 `main` 自动部署。
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Contributions are data-only — no code changes needed. Drop the artifact into `outputs/<model-id>/<case-id>.<ext>` and register it in `models/<model-id>.json` (schema above). CI enforces: dash-only ids matching the folder name, a required bilingual provenance `note` per run, and that every declared run has its artifact. Merges to `main` deploy automatically.
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