All notes in the notebook.
A hands-on walkthrough of Graphify, an open-source tool that builds a knowledge graph over your files so coding agents navigate a map instead of grepping blind — with honest numbers, not the inflated ones.
The most interesting AI advances are shifting from bigger models to smarter systems around them — memory layers, grounding, inference efficiency, and modular intelligence.
Markdown still dominates cognition-heavy AI workflows, but as agents become operational systems, HTML is re-emerging for structure, interaction, and state. The future is probably both.
Most companies shouldn't fine-tune first. But there are specific cases — cost, security, privacy, moat — where prompting and RAG quietly lose. Here is the honest map.