On Lounge since Oct 2026
Md Abul Hossain
Member #616CorporateL2SVP & Head of Strategic Partnerships, Taru Global Access
Enterprise Architect European F&T Expert | 87 IBM IBM credentials & training modules - 224 MS Learn badges + 43 trophies & Level 13
Stop AI Hallucinations Forever: Vane-Guard Sovereign Framework (v1.0)Open to work
Achievements
Plugged In ×4Connected sources: GitHub, Hugging Face, LinkedIn, X, website.How: Connected 4 sources (GitHub, LinkedIn, X or a website) in Settings
Plugged In×4Featured
Shipper ×2Projects on your profile.How: Added 5 projects to their profile
Shipper×2
StorytellerPosts published.How: Published 1 post
Storyteller
Founding MemberOne of the first 500 members.How: Joined Lounge in the founding cohort
Founding Member
Pinned projects
Enterprise Expertise - Google Admin Console Administration - Chrome Enterprise Management - Android Enterprise Setup & Certification - Enterprise Mobile Device Management (MDM) - Sovereign AI Framework Design. ## 🌟 Featured Projects ### 🏆 Vane-Guard Sovereign Framework (v1.0) **"Stop AI Hallucinations Forever"**
An AI agent is an engineered loop, not just a smart model. `hamdGAI` implements the five core parts described in the Unite.AI reference architecture: 1. **Model** – interprets the objective and proposes the next action 2. **Instructions** – role, boundaries, policies, stopping criteria 3. **Tools** – validated, least-privilege capabilities..
Complete End-to-End RAG Pipeline: Code Question → Data Ingestion → Vector Embedding → Semantic Search → LLM Processing → Confidence Eval → Answer + Sources + Reasoning Example Query: Question: "Did Einstein win a Nobel Prize for relativity?" Answer: "No, he won it for the photoelectric effect" Confidence: HIGH Sources: Wikipedia + citation
The production-ready framework blueprint to architect, secure, and audit Enterprise RAG pipelines. Eliminate AI hallucinations, secure system root IDs, and enforce a 100% transparent evidence trail.
A Deterministic Zero-Trust Anomaly Detection and Telemetry Engine for Mission-Critical Spacecraft Operations.
Stack
About
MD ABUL HOSSAIN
Sovereign AI Infrastructure Architect & Security Systems Engineer | AMD ROCm Certified Associate & Certified IMS Logical Relationships: Dedicated and Partner Plus relationship building up with IBM Technical Talent.
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 (https://doi.org/10.5281/zenodo.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 (https://doi.org/10.5281/zenodo.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 (https://doi.org/10.5281/zenodo.21303273)
- Developed the "Initial Diagnostic Release" for Retrieval-Augmented Generation (RAG) systems, establishing a benchmark for verifying source attribution in generative AI outputs.
Education
Anglia Ruskin University
AO
Association of Business Practitioners (ABP)
University of Madras
