Prime Intellect’s Recursive Language Model gives a model a persistent Python REPL and lets it inspect and transform its own working memory end to end. The human is no longer in the context window.
The speedrun result underneath it matters more than the number: six months of optimizations found on the easy loss track transferred to the hard one and broke that record by 25%. The gains were general, not tuned.