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From the second run onwards, Mahoraga follows that stored path directly. For each step, it checks the current screen against what it expects. If the screen matches, it executes immediately — no inference, no reasoning pause. A test that took around 5 minutes on the first run typically completes in around 1 minute on reruns. No configuration is needed. If you have already run a task successfully, the next run will automatically use the stored path.

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How Mahoraga handles UI changes

Mahoraga does not fail when it encounters something unexpected during a rerun. Instead, it switches back into reasoning mode for that specific step:
  • A button has been renamed — Mahoraga identifies it by role and context, not just its label.
  • A permission dialog appears mid-flow — Mahoraga handles it and returns to the main flow.
  • A promotional modal blocks the screen — Mahoraga dismisses it and continues.
  • The layout has shifted on a different device — Mahoraga finds the correct element and continues.
Once it resolves the change, Mahoraga updates the stored path. The next rerun already knows what to expect.
⚠️ Note: Rerun speed gains apply after the first successful run. If the first run did not complete, no path is stored and the next run starts fresh.