N1nEmAn/sapper-v2

Autonomous pentest legion — AI commander + worker swarm + layered fact-intent graph. 3rd Tencent Intelligent Attack-Defense online champion (634 teams · 8h unattended · 1B tokens beat 4.5B). The Nüwa Test: give AIs Create/Language/History, let a civilization grow.

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English | 中文 ⚠️ AUTHORIZED SECURITY TESTING ONLY — see DISCLAIMER.md. sapper is not a smarter single agent. It is a legion of AIs that divide labor, talk to each other, and pass down what they learn: one AI commander reads the board, decides, and dispatches; generals and soldiers attack in parallel; a zero-strategy watchdog keeps everyone alive. All knowledge settles into a layered fact graph — individuals die, the graph survives. Making one model ever smarter is like making one monkey ever smarter before humans existed — however clever, it only becomes a super monkey. What turns a troop of monkeys into humanity is division of labor, cooperation, and civilization. The Nüwa Test is the Turing test of the AGI era. Today's large models already pass the classic Turing test. The Nüwa Test asks the next question: It has two stages. In the primary stage the AI is not…

N1nEmAn/sapper-v2 on GitHub A short preview, not the full document.

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Inside the original README — Document outline
  1. sapper-v2 — The Autonomous Pentest Legion
  2. 1. The Nüwa Test
  3. 2. The Foundation: Three Capabilities
  4. 3. From Foundation to Legion: 18 Versions
  5. 4. Architecture: Six Institutions on the Foundation
  6. 5. Results & Emergence
  7. 6. Quick Start
  8. 7. Safety & Responsibility: The Taggant Proposal
  9. 8. Roadmap & Credits

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What this repository does

Autonomous pentest legion — AI commander + worker swarm + layered fact-intent graph. 3rd Tencent Intelligent Attack-Defense online champion (634 teams · 8h unattended · 1B tokens beat 4.5B). The Nüwa Test: give AIs Create/Language/History, let a civilization grow.

Repository facts

Owner
N1nEmAn
Primary language
Python
Stars
402
Forks
362
Open issues + pull requests
1
License
MIT
Archived
No
Default branch
master
Created
2026-10-30T15:12:35.000Z
Last push
2026-11-01T12:14:32.000Z

Topics and intended use

Owner-supplied topics: ai-agents, autonomous-agents, claude-code, ctf, llm, multi-agent, pentest

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Source: GitHub. Metadata observed 2026-11-01T12:17:46.653Z. Daily imports are snapshots, not real-time monitoring.

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