Ahmed Awad (NullC0d3)
Independent Researcher · Behavioral Digital Attribution
Biography
Ahmed Awad, known professionally as NullC0d3, is an independent researcher specializing in behavioral digital attribution, computational stylometry, and digital forensics. With a background in software engineering and cybersecurity, Awad identified critical gaps in the formal foundations of digital attribution methodologies and undertook a multi-year research program to develop a comprehensive, mathematically rigorous framework. The result is the AnubisX Framework — the first complete formal system for behavioral digital attribution, encompassing axiomatic foundations, a formal theory of behavioral identity, a comprehensive mathematical framework, a systematic algorithm catalog, a six-layer architecture, and a pre-specified validation infrastructure. Awad's work is conducted under the principles of open science, with all framework components, source code, experimental data, and limitations publicly documented and freely available.
Research Focus
- Behavioral Digital Attribution
- Computational Stylometry
- Formal Methods for Digital Forensics
- Mathematical Modeling of Behavioral Identity
- Cyber Threat Intelligence
- Identity Resolution Across Digital Platforms
- Open Science Methodologies
Author Contributions
| Component | Contribution | Scope |
|---|---|---|
| Axiomatic Foundation | Definition and formalization of 16 axioms in 6 groups | Complete |
| Cognitive Centroid Theory | Original theoretical development | Complete |
| Mathematical Framework | Specification of 292 objects across 24 categories | Complete |
| Algorithm Catalog | Design and specification of 37 algorithms in 9 domains | Specified |
| Six-Layer Architecture | Architectural design and interface specification | Designed |
| Validation Infrastructure | Definition of 31 acceptance criteria across 4 tiers | Specified |
| Open-Source Prototype | Implementation of stylometric modality (47 Python files) | Prototype |
| Empirical Validation | Design and execution of 15 experiments on 31 accounts | Partial |
| Documentation | Complete framework documentation and transparent limitation disclosure | Complete |
| Theory Formation | Original conception and formalization of Behavioral Digital Attribution | Complete |
| Mathematical Notation | Development of unified formal notation system | Complete |
| Algorithm Classification | Systematic organization into established, proposed, and TBD categories | Complete |
Contact
Email: anubisxframework@gmail.com
ORCID: https://orcid.org/0009-0005-0654-3393
GitHub: AnubisXFramework
Research Site: ahmedawadresearch.github.io