Beyond Linked Notes: PENgram Brings Semantic Structure to Knowledge Graphs

While Karpathy's LLM Wiki popularized interconnected notes, PENgram fills the critical gap of relationship typing to enable more sophisticated agent reasoning. By providing a production-ready pipeline that categorizes how nodes interact, it transforms static data into a dynamic, queryable memory structure for AI workflows.