A beginner builds an AI assistant from scratch and asks for architecture feedback
A learner building an open-source personal assistant asks how to structure agent architecture, whether their memory design is sound, and what production concepts they are missing. The thread is a clean case study in the questions every beginner hits when moving from a script to an agent. Good reminder that splitting planner from executor and budgeting the loop matters more than picking the model.