> Enable longer conversations by automatically removing stale tool results from context Boost accuracy by saving critical information to memory—and bring that learning across successive agentic sessions

Funny, I was just talking about my personal use of these techniques recently (tool output summarization/abliteration with memory backend). This isn't something that needs to be Claude Code specific though, you can 100% implement this with tool wrappers.

I've been doing this for a bit, dropping summarized old tool output from context is a big win, but it's still level ~0 context engineering. It'll be interesting to see which of my tricks they figure out next.