Overcoming RAG Limitations with Knowledge Graphs: Ontology-Based Retrieval Systems
Vector search alone isn't enough. Upgrade your RAG system with Knowledge Graphs that understand entity relationships.

Overcoming RAG Limitations with Knowledge Graphs: Ontology-Based Retrieval Systems
Vector search alone isn't enough. Upgrade your RAG system with Knowledge Graphs that understand entity relationships.
TL;DR
- RAG Limitations: Vector similarity alone can't capture entity relationships or hierarchies
- Ontology: A schema that defines concepts and their relationships (RDF, OWL)
Related Posts
⚡️
Ops & Systems
Google Stitch MCP API: Generate UI Designs via AI Agents
Google Labs Stitch now supports MCP servers, allowing AI tools like Claude Code and Cursor to generate UI designs through API calls. Note: Some details in this article are from unofficial sources and may change.

Ops & Systems
Securing ClawdBot with Cloudflare Tunnel
Learn about the security risks of exposed ClawdBot instances on Shodan and how to secure them using Cloudflare Tunnel.

Ops & Systems
Integrating Google Stitch MCP with Claude Code: Automate UI Design with AI
Learn how to connect Google Stitch with Claude Code via MCP to generate professional-grade UI designs from text prompts.