Indexing a year of video locally on a 2021 MacBook with Gemma4-31B (50GB swap)

A developer successfully indexed a year of video content locally on a 2021 MacBook using Gemma4-31B model with 50GB of swap memory. The project demonstrates the feasibility of running large language models and video indexing tasks on consumer-grade hardware with creative resource management.