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Sovix Labs Journal

Thinking out loud
on Private AI.

Engineering deep-dives, research notes, compliance guides, and hard-won observations from building AI infrastructure for the most regulated corners of the insurance industry.

2
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Featured Article
Latest Articles
Why RAG fails in insurance — and what we built instead.
ResearchApr 14, 2025

Why RAG fails in insurance — and what we built instead.

Retrieval-augmented generation works beautifully for general knowledge. It breaks in subtle, expensive ways when applied to insurance documents — cross-policy reasoning, dated endorsements, and conflicting clauses across a submission stack.

JO
Dr. James Okoro
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How we built a zero-trust inference pipeline for HIPAA workloads.
EngineeringApr 10, 2025

How we built a zero-trust inference pipeline for HIPAA workloads.

Deploying LLMs in regulated environments requires rethinking every assumption about logging, data residency, and model access patterns. Here's our architecture.

PN
Priya Nair
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