The simplest I’ve found is to add instructions to the AGENTS.md telling it to keep a knowledge base in a directory and refer to it. You could add a hook or something to use the AWS CLI to sync the dir to S3.

The agent actually did pretty well managing and searching it with grep.

A lot of these memory systems are reaching for the stars and I sort of suspect we’re way past the Pareto point for coding there.