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Figure 5
Wall-clock time benchmark comparing the reference manual run workflow and agent-guided execution. Bars decompose time into user time and machine time, and points indicate run-to-run variability. Values show means and standard deviations across five independent controlled replays per backend. |

journal menu![[Figure 5]](oz5013fig5.jpg)
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