Cybersecurity researcher | AI systems developer | reverse engineering & automation Exploring the thin line between control and chaos.
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16yo independent researcher in machine learning
Data Scientist
June 21, 2026 – Present
Ainex-toolkit
January 23, 2026 – Present
An enterprise-grade stability stress-testing framework for Large Language Models based on Thermodynamic Entropy Analysis. Detects Variance Decay and Semantic Divergence in recursive loops.
View ProjectAinex_RGB
January 19, 2026 – Present
It's basically a game of competing with my own model against AI in complex game levels (RGB System).
View ProjectAinex-Limit-Experiment
January 5, 2026 – Present
The mathematical proof of AI Model Collapse via Semantic Contraction.
View ProjectCultural Fit Analysis
The candidate's project portfolio shows a strong independent drive and passion for AI research. The projects are diverse within the AI/ML domain, indicating a broad interest. However, the lack of collaborative or team-based projects makes it difficult to assess cultural fit in a professional team environment. The target role is Data Scientist, and the projects align well with this domain, particularly in AI/ML research.
Soft Skills & Operational Fit
Insufficient data to assess soft skills and operational fit. The candidate's experience is primarily self-directed personal projects.