Self-Learning Framework自学习框架
Verified runs compile into routes, so similar tasks take a shorter path.通过核验的执行轨迹编译为路线，同类任务的路径随之缩短。
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- First run首次执行
- Second run第二次执行
- Repeat run重复执行
Verified runs compile into routes通过核验的轨迹编译为路线
Self-Learning Framework自学习框架（Self-Learning Framework）
On the first run, the model determines each step from the live screen while Poki records the actions. Once a task succeeds and passes verification, those steps compile into a reusable route.首次执行时，模型根据屏幕逐步决策，Poki 记录执行步骤。任务成功并通过结果校验后，这些步骤编译为可复用的路线。
Similar tasks follow the route with new parameters. Poki checks the screen before each step and verifies the final result. If the screen changes or a check fails, Poki hands control back to the model from the current screen instead of replaying blindly.同类任务沿路线执行并填入本次参数。每步操作前核对页面状态，结束后校验结果。页面变化或校验失败时，从当前屏幕交回模型继续执行，不盲目重放。