A developer indexed a year of video into a local, queryable archive using a 2021 MacBook Pro M1 Max and the Gemma4-31B model via LM Studio. The intensive build required utilizing 50GB of swap memory to handle the large AI model and provided valuable technical insights through the resolution of four distinct bugs.