In Week 12 of the Voxicle Build Log, the author discusses implementing Row Level Security (RLS) in Postgres to improve authorization for feedback and upvotes. The use of RLS allows for more straightforward SQL queries and ensures users can only access organizational data, enhancing data privacy and efficiency.