8
1
Bangladesh
7+ years of experience
Hello everyone, this is MD ABUL HOSSAIN (AnticipatedD) SVP & Head of Strategic Partnerships at TARU Global Access | IBM Business Partner Plus | EU F&T Expert | AlphaNova Tech Global Leaderboard Rank #28 Individual Rank 57/873 Sovereign AI Infrastructure Architect & Security Systems Engineer Core Expertise: Specialist in Deterministic AI Governance and Sovereign Infrastructure, focused on eliminating model drift in mission-critical enterprise environments. Creator of the Vane-Guard Sovereign Framework, a diagnostic protocol that anchors probabilistic AI models (LLMs/RAG) to rigid, deterministic truth architectures. Key Projects & Contributions: 1. Vane-Guard Sovereign Framework (v1.0): Zenodo Record 21301987 - Designed an enterprise-grade diagnostic protocol to prevent AI hallucinations by enforcing strict logic gates and sovereign data boundaries. 2. Vane-Guard Intelligence Platform: Zenodo Record 21342530 - Architected a secure intelligence platform compliant with EU data sovereignty standards, integrating "Human-in-the-Loop" validation for high-risk automated decision-making. 3. Sovereign RAG Diagnostic Release: Zenodo Record 21303273 - Developed the "Initial Diagnostic Release" for Retrieval-Augmented Generation (RAG) systems, establishing a benchmark for verifying source attribution in generative AI outputs. # Dedicated and Partner Plus relationship building up with IMB Technical Talent. # AI Researcher & Developer: Specializing in preventing AI hallucinations and creating sovereign AI solutions.

## What This Project Actually Does - Simulates multi-gate telemetry validation - Provides a strict / moderate / soft prompt grounding builder - Uses environment variables (no hardcoded secrets) - Includes structured logging - Comes with a complete pytest test suite - Has GitHub Actions CI This is **not** a production RAG system, and it does **not** call real IBM watsonx, Milvus, FAISS, Redis, or PostgreSQL services. --- ## Quick Start ```bash git clone https://github.com/AnticipatedD/VANE-SPACE-SLA.git cd VANE-SPACE-SLA python -m venv .venv source .venv/bin/activate # Windows: .venv\Scripts\activate pip install -r requirements.txt cp .env.example .env pytest --cov=. --cov-report=term python vane_space_init.py ``` --- ## Project Structure VANE-SPACE-SLA/ ├── vane_space_init.py ├── strict_prompt_builder.py ├── requirements.txt ├── .env.example ├── .github/workflows/ci.yml ├── tests/ │ ├── test_vane_space_init.py │ └── test_strict_prompt_builder.py └── README.md --- ## Author **MD ABUL HOSSAIN** IBM Business Partner Plus European F&T Expert ID: EX2026D1473148 Web of Science ResearcherID: QQZ-6739-2026 | ORCID: 0009-0004-4378-5298 Microsoft Learn Level 10 (90 badges, 17 trophies)
30 Sep 2026