blog-knowledge-base

Active

Next.js chat application that ingests markdown blog posts, constructs a knowledge graph with vector embeddings using a local LLM, and provides a RAG-based chat interface for querying blog content.

Next.jsTypeScriptPython

Problem

Blogs are static. RAG-based chat interfaces make blog content interactive and queryable.

Why It Matters

Demonstrates that blogs can be transformed into interactive knowledge bases.

Core Ideas

  • Markdown blog post ingestion
  • Knowledge graph construction with vector embeddings
  • Local LLM integration
  • RAG-based chat interface