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The Orvyn Library

Thinking on knowledge, AI, and the future of how organizations work.

Essays, research, case studies, and guides from the Orvyn team — and the broader conversation around enterprise knowledge infrastructure.

FEATURED · Blog

The Context Problem: What Building in AI Actually Teaches You

After working closely with AI systems, one pattern becomes clear — the real limitation isn’t intelligence, it’s context.

O
Yogesh·6 min read·2026-03-30
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Blog

The Retrieval Problem: Why Your Team Can’t Find What It Already Knows

Your team doesn’t lack knowledge — it struggles to access it. Here’s why retrieval is the hidden bottleneck in modern organizations.

Y
Yogesh·6 min read·2026-03-21
Blog

Documents ≠ Knowledge: Why AI Can’t Understand Your Company

Most enterprise knowledge exists in documents, but documents are not designed for machine reasoning. Here's why this breaks AI — and what needs to change.

Y
Yogesh·6 min read·2026-03-20
Blog

The AI Adoption Paradox: Why Your Copilot Is Flying Blind

Enterprises are racing to deploy AI, but the underlying information infrastructure was never designed for machine reasoning. Here's what's actually broken — and what comes next.

Y
Yogesh·7 min read·2026-03-19
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These Terms of Service govern your use of the Orvyn platform and services. Please read them carefully before using our products.

O
Orvyn Legal·8 min read·2026-03-16
Legal

Privacy Policy

This Privacy Policy explains how Orvyn Labs collects, uses, and protects your personal information when you use our services.

O
Orvyn Legal·6 min read·2026-03-16
Blog

From Files to Facts: The Architecture of the Knowledge Graph Era

Why the next wave of enterprise infrastructure isn't about storage or search — it's about modeling organizational knowledge as a living, queryable graph.

Y
Yogesh·8 min read·2026-03-14
Research

The Intelligent Knowledge Graph: Why Folders Are Dead

How AI-native infrastructure is replacing the traditional nested folder structure with dynamic, queryable knowledge graphs.

Y
Yogesh·6 min read·2026-03-14
Guide

Securing AI in the Enterprise: A 2026 Guide

Best practices for deploying generative AI without compromising your organization's security posture or data privacy.

Y
Yogesh·8 min read·2026-02-28
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