What question did this study set out to answer?

The aim is to provide reference code stubs for the validation tooling of the AUGMANITAI terminology framework.

May 12, 2026Open Access

AUGMANITAI Descriptive Framework — Reference Code Stubs for Validation Tooling (Restricted)

Key Points

The aim is to provide reference code stubs for the validation tooling of the AUGMANITAI terminology framework.
Developed a bundle of Python module files for validation tooling.
Included function signatures, type hints, and docstrings in the code.
Attached multi-hash provenance with SHA-256 and other algorithms.
Reference code provided is functional but lacks production-grade operational logic.
API documentation generators are included for user guidance.
Content is anchored on multiple timestamps for verification.

Abstract

Restricted bundle of Python module files representing reference-implementation skeleton-code for the AUGMANITAI descriptive terminology framework's validation tooling. Modules cover: active-inference hierarchy, statistical-blanket profile, branching-state validation, canonical-state-stem, coherence-index, comprehension-handshake validators, continuity-audit checkers. The code is research-grade reference-only — function signatures, type hints, docstrings, and stubs are exposed; production-grade operational logic and ethics-gate enforcement are stub-only or absent (trade-secret per V3 §1. B). API documentation generators included. NOTICE: This Zenodo record's metadata-description, keywords, and notes may be revised within Zenodo's 30-day post-publication metadata-edit window. The substantive content (files inside the ZIP) is FIXED at publication time and Bitcoin-OTS-anchored on 4 calendars (a. pool. opentimestamps, b. pool. opentimestamps, a. pool. eternitywall, ots. btc. catallaxy). The DOI prior-art priority date and the file SHA-256 hashes are NEVER modified after publication. Multi-Hash provenance (SHA-256+SHA-512+SHA3-256+SHA3-512+BLAKE3) accompanies this deposit as MANIFEST. txt.

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