Hi, I'm Md Abul Hossain, building sovereign AI infrastructure with Vane Enterprise

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.