Open Source
All research, frameworks, and tools are developed under open-source principles, enabling independent validation, replication, and community contribution.
AnubisX Framework
A formal framework for behavioral digital attribution. Axiomatic system, mathematical framework, algorithmic catalog, and validation infrastructure.
Anubis Twitter v2.5
Prototype implementation of the AnubisX Framework's stylometric modality for Arabic Twitter data. 47 Python source files (~2,800 LOC).
Open Science Philosophy
All components of the AnubisX Framework \u2014 axioms, mathematical objects, algorithms, validation criteria, and limitation documentation \u2014 are publicly available. The framework explicitly documents all limitations, failure modes, and validation status, establishing a new standard of transparency in behavioral attribution research. Independent researchers are encouraged to validate, replicate, and build upon this work.