We Fixed Karpathy’s LLM Wiki - PENgram Is the Typed Knowledge Graph Pipeline Everyone Asked For

📰 Dev.to AI

Learn how to enhance Karpathy's LLM Wiki with a typed knowledge graph pipeline called PENgram, enabling more meaningful connections between notes

intermediate Published 28 Apr 2026
Action Steps
  1. Build a knowledge graph using PENgram to add relationship types to wikilinks
  2. Run experiments to compare the effectiveness of typed and untyped knowledge graphs
  3. Configure PENgram to integrate with existing LLM Wiki implementations
  4. Test the pipeline with sample data to evaluate its performance
  5. Apply PENgram to real-world use cases, such as building a wiki for a specific domain or topic
Who Needs to Know This

Developers and researchers working with LLMs and knowledge graphs can benefit from this pipeline to create more informative and structured wikis

Key Insight

💡 Adding relationship types to wikilinks turns a simple graph into a meaningful knowledge graph

Share This
Enhance Karpathy's LLM Wiki with PENgram, a typed knowledge graph pipeline! #LLM #KnowledgeGraph
Read full article → ← Back to Reads