| arm,local_task_reward,model_calls,tool_calls,elapsed_seconds,estimated_cost_usd,provider_invoice_verified,causal_comparison_allowed | |
| baseline,1.0,14,6,44.339,0.05347,False,False | |
| atmem,0.0,18,6,44.595,0.06045,False,False | |
| atflows,0.0,18,6,41.891,0.056462,False,False | |
| both,0.0,18,6,52.311,0.056226,False,False | |