The Legend of natural numbers is now in Pi
Everything is a skill, backed by a CLI tool that both I and the agent can collapse and expand summaries. I get it into 1M+ routinely on local models with operations between 50k-85k. Compaction is painful if you run just one local LLM, the best way to avoid it is to be able to help that one.