My agent had no idea what I did all day. I compiled 55 days of screen capture into episodic memory it can read: 88x fewer tokens, 68ms per day, no LLM.
Source: [HackerNoon](https://hackernoon.com/i-compiled-55-days-of-screen-activity-into-episodic-memory-for-my-ai-agent?source=rss)