A couple of weeks ago I was hammering through millions of tokens daily, hitting quotas and rate limits left and right, forcing me to switch providers and juggle subscriptions. Then I found Caveman .

Most foundational models aim to be helpful assistants, mimicking friendly support staff stuffed with pleasantries. All those "This is a brilliant idea!" and "According to my research using the internet with the playwright web browser, I did find more information regarding that topic bla bla bla..." are bloating up the available context space.

What I, as someone running a fleet of AI coding agents daily, really want from my agents is to be efficient communicators: highlight noteworthy information, omit irrelevant, unimportant, or redundant text.

Every page of information sent back and forth between me, my agents, and the LLMs costs tokens and pollutes context space.…