SubgroupX: Geometric Intelligence in Offensive Security

Technical Report // Normal Subgroup
Version: 1.0.0-PROTOTYPE
Status: [PENDING_LAUNCH]
Target Date: 2026-01-24 17:00 (UTC+8) · https://ai.cauchy.top/api/target-date

[!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！

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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:

(Note: The SVG is generated dynamically on Cloudflare Pages.)

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

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