compromise

In layaAgent, a 421M encoder that cannot write chooses tools and arguments by multiple choice

layaAgent's 421M-parameter encoder picks tool arguments from extracted spans and gets 71% right on its author's test split. Unsure steps go to a local 1.5B LLM or the user, and any tool that changes data waits for approval whichever system chose it.