The author has built a tool called SentrySearch that uses Gemini's video embedding API to enable sub-second video search. The tool splits videos into chunks, embeds each chunk as a vector, and stores them in a database, allowing for fast search and retrieval of specific clips. The tool also supports local models for private and offline search. The author provides examples of use cases, including dashcam and home security footage search.