SlothQA: let an open model do the tapping, make evidence decide the result

说明与用途

SlothQA 使用本地 Qwen 模型自动化 Android UI 测试，创建任务并验证其存在，无需手动操作。

问题

Automating UI testing for Android apps is tedious; developers spend time opening the app, navigating screens, entering test data, and verifying results.

结果

In demonstration runs, SlothQA achieved independent assertion passes for normal and reordered control scenarios within 12.65–26.09 s, and correctly halted on a deliberately broken save action after 34.82 s.

工作流

• Observe current UI state
• Propose next action from a constrained menu
• Validate proposed action with an independent checker
• Act on the chosen action via AI App Bridge
• Observe resulting UI state

证据

SlothQA is a new local-model regression agent that takes a goal instead of a recorded sequence of taps.

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At each step, a local Qwen model sees the current UI and chooses its next action.

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The first attempt was worse. A loose JSON response allowed missing fields and incorrect text values.

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Fifteen automated tests passed, including a test against the actual Bridge Intent implementation.

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