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Deep dives into hybrid RAG architecture, benchmark results, and the technology powering enterprise AI memory.

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The Reasoning Gap: Why RAG Systems Fail and What Comes Next

Enterprise AI has a reasoning problem. RAG was built for retrieval, but enterprises need answers that require structured thinking across documents, timelines, and constraints. Here's how we're closing that gap.

February 17, 2026
8 min read
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reasoning
RAG

The Reasoning Gap: Why RAG Systems Fail and What Comes Next

Enterprise AI has a reasoning problem. RAG was built for retrieval, but enterprises need answers that require structured thinking across documents, timelines, and constraints. Here's how we're closing that gap.

Feb 17
8 min read
benchmarks
RAG

How We Achieved 97.5% Accuracy on Financial QA - 22% Better Than Oracle Baselines

A transparent look at VRIN's performance on industry-standard RAG benchmarks with Oracle context. We break down our methodology, share what worked, and honestly discuss our limitations.

Jan 5
12 min read
brainstorming
creativity

Why Enterprise AI Plays It Safe (And How We Built Controlled Creativity)

Enterprise AI tools suppress creativity to avoid hallucinations. We took a different approach: controlled creativity validated against your knowledge graph. The result? 11-25% better strategic ideas than Gemini 3 Pro and ChatGPT 5.2.

Jan 5
10 min read

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