Technical Note - Anonymo AI, TCF/TFB 24×24

This technical note documents the development trajectory and current scope of the Anonymo AI system, a training and study platform based on the TCF/TFB (Theory of Fundamental Belief) framework and its 24×24 architecture. Development timeline 2018: initial technology registration (NPI / notary) 2019–2021: empirical deployment (Anonymo App) with real-world interaction 2024: intellectual registration of the theoretical structure 2025: formal naming (TCF/TFB) and framework structuring ScopeAnonymo AI operates as a training/study base that applies a governance-oriented interaction model. The framework emphasizes pre-response triage and behavioral interpretation rather than purely statistical response generation. StatusThe system is in a controlled testing phase. Deployment is gradual and access is intentionally limited to maintain methodological integrity and user safety. Transparency The model is practice-derived (empirical operation preceded formalization). AI tools were used for structuring and documentation, not for conceptual origin. Evidence supporting the system’s evolution includes timestamped interfaces, platform metrics, and public records. PositioningTCF/TFB is presented as an integrative theoretical framework, not as a finalized scientific theory. The objective is to organize and describe observed behavioral patterns within human–AI interaction. Open Study InvitationResearchers and practitioners are invited to analyze, study, and critique the framework. Materials are available for inspection via: Primary paper (DOI): https://doi.org/10.5281/zenodo.18913042 Supplementary documentation (DOI): https://doi.org/10.5281/zenodo.19045632 Access to live testing environments is restricted to qualified collaborators to ensure responsible evaluation. Integrity StatementAll statements in this work are based on documented records and verifiable evidence. The intent of this publication is to provide a transparent account of the system’s evolution and enable scientific scrutiny.