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In this lesson, we are going to talk about how Lang Smith solves the challenges in the beta testing

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phase.

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We will see in the next detail video that lung chain is going to help us.

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Solve this big challenge how to process and analyze the feedback of the initial users.

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We are going to see that with long chain, we can filter traces with negative human feedback to understand

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the problems, and we can inspect interesting traces and enter annotations about them.

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And we can expand and test data set by adding runs as examples.

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We are going to see this in detail in the next detailed video.

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Once we finish this, we will see how Lang Smith solves the challenges in the production phase.

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But first, let's see the detailed video on how Lang Chain helps us solve the challenges in the beta

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testing phase.