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Ask about any lesson.

Pick your course and ask in your own words. The AI tutor answers from its lessons and names the one it used.

Larissa NogueiraAI

AI tutor · How Software Development Changed

You came from a lesson in this course, so answers will start there and may refer to the checks you have already answered.

A sample exchange from this course

Larissa NogueiraAI

Here is a check from the lesson “The cost curve moved, but only part of it”. Your team's engineers spend about 30% of their week writing code. A new tool makes that part roughly three times faster, and everyone adopts it. Six months on, commits per week have nearly doubled and delivery time for a typical feature is unchanged. What is the most likely explanation?

Is it this one? “The team has not learned to use the tool well. With better prompting and more practice, the delivery gains will show up.”

Larissa NogueiraAI

That is the tempting one. Assumes the gap is skill with the tool, when the arithmetic caps the possible gain at about a fifth of the week before skill enters the picture. The lesson “The cost curve moved, but only part of it” works through why it does not hold. Read the question again. Which option explains what happened without leaning on that?

Built from the check in The cost curve moved, but only part of it. Your own question gets its own answer.

Or start from one of the hardest checks in this course

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How this is different

Any model will answer a question about prompting or fine-tuning. What it will not do is answer it from the lessons you are being examined on. Every turn pulls the closest lessons first and hands them to the model as ground truth, so it explains what this school teaches instead of what it remembers. It tells you which lesson, so you can check it.

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You get a hint, then a step, and the full solution only if you ask twice. An AI tutor that gives the answer first teaches you to ask for answers.

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It can be wrong

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