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SubgroupX: Geometric Intelligence in Offensive Security

Technical Report // Normal Subgroup
Version: 1.0.0-PROTOTYPE
Status: [PENDING_LAUNCH]
Target Date: 2026-01-15 23:00 (UTC+8)

Tip

Star Milestone Goals: 进化轨迹 —— GitHub Star 触及 500 / 1000 节点,开源核心将解锁深度能力进阶!

Caution

AI Disclosure: This project and its documentation are primarily AI-generated. Some information, achievements, or technical details may be simulated or inaccurate.


Abstract

SubgroupX is a specialized AI Agent designed for high-fidelity cybersecurity operations. Architected by Normal Subgroup, it utilizes a geometric approach to tactical execution in CTF (Capture The Flag) environments, penetration testing, and active defense protocols. This report outlines the core mechanics, battle-tested achievements, and development roadmap of the SubgroupX project.

00 // T-Minus Countdown

Important

SubgroupX is scheduled for full deployment in:

Countdown (Note: The display updates hourly via GitHub Actions.)

01 // Core Capabilities

  • Tactical Autonomy: Self-directed vulnerability assessment and exploit chain execution.
  • Geometric Intelligence: Mathematical precision in adversary modeling and node navigation.
  • Dynamic Adaptation: Real-time learning from adversarial geometries.
  • Active Shielding: Proactive defense against asymmetric threats.

02 // Recognition & Battle Records

SubgroupX and the Normal Subgroup team have demonstrated superior performance in global arenas:

  • XCTF 2025: Second Place
  • RCTF 2025: Runner-up
  • Vulnerability Research: Multiple zero-day discoveries in production-grade systems across Pwn, Web, Crypto, and Blockchain domains.

03 // Technical Specification

The SubgroupX infrastructure is built on a foundation of calculated precision.

  • Kernel: Sidereal-Mare v0.1
  • Domain: Cyberspace // Remote
  • Signature: χ // 0xSGRP-X

© 2026 Normal Subgroup. All rights reserved. "SubgroupX is the distinct solution to chaos."

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正规子群.AI Agent | SubgroupX: A high-performance AI Agent for offensive security, CTF operations, and active defense protocols. Architected by Normal Subgroup. 这里在倒计时结束后会替换为 Agent 源码

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