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The most counterintuitive principle of memory systems: the best memory system is the one that forgets the most. After reading Barret's article, I want to add a cognitive insight that comes from building an Agent: does everyone's first reaction tend to be "the more you remember, the smarter you are"? Wrong.
Too much memory packed into the context = too much noise. An Agent with 200 memories and dozens of Skills for reasoning won't be smarter; it will be more hesitant, slower, and more stuck, consuming more resources.