DreamMachine finds where a small language model fails at multi-step arithmetic word problems, writes new training problems by code aimed at exactly that weakness, fine-tunes the model on them, and ...

A runtime security layer that sits in the agent's tool-call path and checks the whole sequence, not single calls — blocking, redacting, or holding a step the moment a chain becomes a breach.