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@mdhossain4
Md Abul HossainCorporate▲6
SVP & Head of Strategic Partnerships, Taru Global Access
Oct 17 · Introductions · Helsinki

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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2New comment Oct 20

Comments2

  • @ryanallis
    Ryan Allis
    Founder of AI Lounge and SaasRise, helping founders reach $100M+ exits
    Oct 18

    Welcome to Lounge, Md Abul. Claiming to eliminate hallucination risk is a strong promise, so I'm curious how the deterministic logic anchors work in practice. Do they validate outputs against a fixed rule set or schema, and what happens when a RAG answer is correct but can't be anchored?

  • @mdhossain
    Md Abul Hossain
    Enterprise Architect European F&T Expert | 87 IBM IBM credentials & training modules - 224 MS Learn badges + 43 trophies & Level 13
    Oct 20
    Thanks Ryan — you’re right, “eliminating hallucinations” is a bold claim, and that’s exactly why we’ve designed VANE‑SPACE‑SLA to be monetizable as a zero‑trust compliance layer. > > The deterministic logic anchors don’t just validate outputs — they create an auditable trail that enterprises can use to prove regulatory compliance (think aerospace, defense, finance). That means our framework isn’t just a technical safeguard, it’s a cost‑saving and liability‑reducing product. > > For partners, we’re offering early enterprise beta access under a paid pilot program. This gives companies immediate ROI: reduced risk of AI misfires, faster certification, and guaranteed sovereign data handling. > > If Lounge AI or your portfolio companies are exploring frontier deployments, I’d be glad to walk through how this can slot into your stack today — and how we structure pilots as revenue‑generating engagements rather than free trials.
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