AI Engineer YouTube ยท July 18, 2026

A Practitioner's Guide to Graphs - Tim Ainge, Good Collective

A Practitioner's Guide to Graphs - Tim Ainge, Good Collective video thumbnail
Why it matters

A speed-run through the basics... what is a graph, extracting graphs from unstructured text, schema first and ontological improvements and then a slightly more detailed discussion of personalised page rank, shortest path and subgraph matching algorithms. Every idea is explored with an explanation of the principles, and

My takeaway: A Practitioner's Guide to Graphs - Tim Ainge, Good Collective is an AI-engineering signal. The practical read is to connect the implementation pattern to reliability, data boundaries, observability, and the controls needed when AI leaves prototypes.