A round table discussion on how to excel at Python engineering and architecting systems using Python, what kind of sessions and activities would best help support Python programmers be more effective at Python engineering, and how to achieve Python engineering excellence generally.

Large Language Models like GPT4 are now a key part of the technology landsacpe, but how do they really work? And can you code them up at home? In this tutorial we'll create a simple GPT and train it on a simplified dataset of children's jokes. We'll work against a new set of transformer encoder flow diagrams that intuitively match the code, and look at visualisations of GPT's internal representations in order to better understand transformers inside out!