AutoFyn Technical Report: Non-Parametric Expert Iteration for Long-Horizon Agents

Adib Hasan, Daniel Schaffield, Akashnil Dutta +1

We introduce AutoFyn, an agent harness inspired by the Expert Iteration algorithm, adapting a frozen model across many rounds by updating persistent state from verified reward sign…