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:
We are actively expanding corporate partnerships and strategic alignments for enterprise beta-testing of our zero-trust infrastructure layers. I’d love to connect with fellow founders handling deep-tech compute constraints, or enterprise leaders looking to deploy fully localized, air-gapped AI orchestrators.
Looking forward to collaborating, sharing research insights, and diving into the upcoming Thursday Masterminds!










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