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！
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.
Important
SubgroupX is scheduled for full deployment in:
- 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.
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.
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."