GEOMETRIC
INTELLIGENCE
CALCULATED
SECURITY
SubgroupX brings calculated precision to offensive security. An AI Agent crafted by Normal Subgroup, engineered for Capture The Flag (CTF) challenges, penetration testing, and proactive defense systems.
0x01_AUTONOMY
Self-directed vulnerability assessment algorithms.
0x02_ACCURACY
Mathematical precision in exploit chain execution.
0x03_ADAPTATION
Real-time learning from adversarial geometries.
0x04_DEFENSE
Proactive shielding against asymmetric threats.
OPSEC
FIRST
The full Agent core is not public yet. This page only exposes safe, non-sensitive descriptions. For verified updates and roadmap milestones, follow the GitHub repository.
- Agent A task-driven system that plans, uses tools, and produces reproducible results.
- CTF Capture The Flag competitions; practical security problem-solving.
- Pwn / Web / Crypto Common categories: binary exploitation, web security, and cryptography.
- Geometric Intelligence A metaphor for structured reasoning: states, constraints, and paths.
Collaboration (research or commercialization): email Latticebased@outlook.com — keep it non-sensitive.
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BATTLE-
TESTED
XCTF 2025
Second Place
RCTF 2025
Runner-up
FULL-SPECTRUM COVERAGE
Pwn · Web · Crypto · Reverse · Blockchain · Misc (Forensics)
REAL-WORLD IMPACT
Zero-day vulnerabilities discovered in production systems