@mdhossain4SVP & Head of Strategic Partnerships, Taru Global Access
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Md Abul Hossain
Member #616CorporateL4SVP & 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
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@mdhossain4 @mdhossain4SVP & Head of Strategic Partnerships, Taru Global Access
Sovereign AI infrastructure with Vane Enterprise: Md Abul Hossain
Hi everyone, I'm Md Abul Hossain, SVP & Head of Strategic Partnerships at Taru Global Access, based in Finland. I'm an AMD ROCm Certified Associate, and I work on sovereign AI infrastructure and security. Through Vane Enterprise I build Vane-Guard, an open framework for enterprise RAG pipelines that aims to reduce hallucinations. It gives you source citations, confidence scoring and an auditable evidence trail. My stack includes Claude, Llama, Amazon Bedrock, Gemini, LangGraph, PyTorch, vLLM and Claude Code.
The framework is at v1.0 and the repos are public on GitHub (@AnticipatedD). I'm still working out how to get it in front of the right people and how to fund it. Right now it is supported through an Open Collective.
What I'd love from this community: an introduction to anyone deploying RAG in regulated or compliance-heavy enterprises, who would give me honest feedback on whether deterministic output controls solve a real problem for them.
Introductions
@mdhossain4SVP & Head of Strategic Partnerships, Taru Global Access
Shipped: VANE-SPACE-SLA (v1.0)
VANE-SPACE-SLA (v1.0): Sovereign Zero-Trust Telemetry RAG Engine & Autonomous Deployment Orchestrator
- Executive Summary & Institutional Profile
We have engineered VANE-SPACE-SLA (v1.0) as an enterprise-grade autonomous deployment governance and security engine designed to meet strict commercial, scientific, and regulatory compliance standards.
Operating as a fully Deterministic, Zero-Trust Telemetry RAG Engine and Autonomous Deployment Orchestrator, this platform permanently replaces unpredictable, probabilistic cloud infrastructure operations with strict, mathematical system constraints.
AgentsVane-Guardecosystemreal-timetelemetryzero-trustRAG
@mdhossain4SVP & Head of Strategic Partnerships, Taru Global Access
Stop AI Hallucinations Forever: Vane-Guard Sovereign Framework (v1.0)
Hello everyone! Glad to connect with this exceptional community of builders and founders.
I’m Md Abul Hossain, based out of Finland/Bangladesh, serving as SVP & Head of Strategic Partnerships at Taru Global Access and lead architect at Vane Enterprise.
🚀 WHAT I’M BUILDING:
We are developing the Vane-Guard Sovereign Orchestrator By Deterministic Logic Anchors which is based on real-time data and standalone with an unique name called: VANE-SPACE-SLA (v1.0) — a deterministic, zero-trust telemetry and anomaly detection engine designed specifically for mission-critical space operations and enterprise-scale RAG architectures. Our framework focuses entirely on immutable output guardrails to completely eliminate hallucination risk in industrial environments.
🛠️ WHAT’S WORKING:
Low-level hardware optimization. As an AMD ROCm Certified Associate and Advanced Contributor, bypassing generic layer restrictions to build and scale private models natively on AMD infrastructure has provided massive efficiency gains and tight data sovereignty compliance.
🎯 ONE THING I NEED:…
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Pinned projects
This framework locks LLMs to a 0.0 temperature and anchors all insights to the VANE_ROOT_STABLE_001 source of truth. We provide 100% transparent evidence trails across Cloud, Networking, Application, and Hardware domains, transforming raw telemetry into high-fidelity "outputs of privilege" for global enterprise clients.
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.
VANE-SPACE-SLA (v1.0): Sovereign Zero-Trust Telemetry RAG Engine & Autonomous Deployment Orchestrator
1. Executive Summary & Institutional Profile
We have engineered VANE-SPACE-SLA (v1.0) as an enterprise-grade autonomous deployment governance and security engine designed to meet strict commercial, scientific, and regulatory compliance standards.
Operating as a fully Deterministic, Zero-Trust Telemetry RAG Engine and Autonomous Deployment Orchestrator, this platform permanently replaces unpredictable, probabilistic cloud infrastructure operations with strict, mathematical system constraints.
AgentsVane-Guardecosystemreal-timetelemetryzero-trustRAG
Protect your code with automated testing
Adding AdSense Code to a GitHub Pages Website
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:
- Vane-Guard Sovereign Framework (v1.0): Zenodo Record 21301987 (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.
- Vane-Guard Intelligence Platform: Zenodo Record 21342530 (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.
- Sovereign RAG Diagnostic Release: Zenodo Record 21303273 (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.
Stack
Experience
IM
Official IMLC Local Ambassador · International Machine Learning Competition (IMLC)
TG
SVP & Head of Strategic Partnerships · Taru Global Access
Education
Anglia Ruskin University
AO
Association of Business Practitioners (ABP)
University of Madras
