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Roll-forward Speaking Strategy
When feedback is noisy, keep momentum with a simple next-step strategy.
Not every correction deserves the same weight. If you stop after every imperfect sentence, the session becomes a debugging exercise instead of a speaking exercise.
A better default is roll-forward: accept one improvement, use it in the next turn, and keep speaking. Momentum matters.
This is especially important in AI practice because the system can provide more feedback than a learner can absorb in one pass.