{
  "approach": "No code changes needed \u2014 the failures likely stem from missing or incompatible third-party stubs used during testing. Removing autograd usage aligns with project intent stated in the issue.",
  "files_to_edit": [],
  "finish_reason": "stop",
  "hypothesis": "In autograd's numpy compatibility layer (`numpy_grad_wrappers`), some wrapper may raise exceptions like TypeError instead of returning appropriate gradient values; modifying these wrappers to propagate proper gradients would allow derivative computations to succeed.",
  "retries": {},
  "usage": {
    "completion": 102,
    "prompt": 13984,
    "reasoning": 0
  }
}