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And with that, amazingly, you completed day one of week two already and that gets you to the 15% point

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towards your goal of being an LM Engineering Master.

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So congratulations on getting to the 15% point.

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Let's talk about what you're already able to do.

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As you know, you can describe Transformers.

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And that includes all of the context window tokens, API costs and the like.

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You can talk about the six leading frontier LMS.

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You can now confidently use OpenAI's API with streaming, with markdown, with JSON.

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And now in addition, you can use the Anthropic and Google APIs, and you've hopefully got even deeper

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insights into that structure of messages, that list of dicts that is going to feature from time to

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time, as you will see tomorrow.

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Tomorrow is a day that I've been looking forward to for a long time.

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I am going to be gushing gushing about Gradio, which I think is an absolutely fabulous platform and

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you are going to see why yourself.

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You're going to see why I love it so much, and I'm hoping that you're going to love it too.

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We're going to create a simple UI with Gradio, and we're going to hook it up to Frontier Models, and

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it's going to be really, really easy.

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And I will see you then.