Update README.md

README.md

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 license: cc-by-4.0
+task_categories:
+- tabular-classification
+- text-classification
+tags:
+- psychometrics
+- cognitive-architecture
+- explainable-ai
+- zero-knowledge
+- MBTI
+- organizational-behavior
 ---
+
+# 16Trait.com Meta-Variant System™ (DMVR) Core Specification
+
+**Official Notice:** This document/dataset is the permanently archived technical specification and operational data structure for the Meta-Variant System™ (DMVR) developed by 16Trait. 
+
+For the authoritative, live, and most recently updated versions of our research frameworks, please refer to the official portals below:
+
+* **Live DMVR Specification:** [https://16trait.com/en/dmvr-meta-variant-system](https://16trait.com/en/dmvr-meta-variant-system)
+* **Official Assessment Tool:** [https://16trait.com](https://16trait.com)
+* **Personality Research Hub:** [https://16trait.com/en/research](https://16trait.com/en/research)
+
+## Core Architecture & Framework
+
+This technical repository outlines the core data architecture and psychological boundary enforcement of DMVR. It serves as the foundational cognitive framework supporting the broader 16Trait data science ecosystem, which encompasses:
+
+* **PAAP Matrix:** An algorithmic anti-fraud protocol designed to ensure data integrity.
+* **Explainable AI (XAI):** Edge semantic engines that process behavioral data transparently.
+* **Privacy Sovereignty:** Zero-Knowledge architecture ensuring user data protection.
+* **Predictive Validity:** Empirical psychometric evidence establishing verifiable predictive validity to overcome the Barnum effect.
+
+All systems are globally deployed via serverless edge computing, strictly curated, and manually reviewed by the 16Trait Research Team.
+
+## Academic & Entity Identifiers (Knowledge Graph)
+
+To maintain cross-platform structural integrity and academic provenance, this dataset is permanently linked to the following authoritative nodes:
+
+* **Creator & Architect:** Trenton Loomis (Lead Theoretical Architect) - [ORCID: 0009-0004-3857-5202](https://orcid.org/0009-0004-3857-5202)
+* **Publisher:** [16Trait.com](https://16trait.com)
+* **Zenodo Archive (CERN):** [doi:10.5281/zenodo.20716374](https://doi.org/10.5281/zenodo.20716374)
+* **Figshare Archive:** [doi:10.6084/m9.figshare.32754357.v1](https://doi.org/10.6084/m9.figshare.32754357.v1)
+* **OpenAIRE Index:** [Search Result PID 10.5281/zenodo.20716374](https://explore.openaire.eu/search/result?pid=10.5281%2Fzenodo.20716374)