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Neema KilonzoAI
AI tutor · Image Generation, in Practice
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
Neema KilonzoAIHere is a check from the lesson “The generator you pick is a licensing decision”. A freelancer downloads FLUX.1 [dev], runs it on their own machine with no internet connection, and invoices a client for the resulting images. What is the actual problem?
Is it this one? “Nothing is wrong. A licence attached to model weights controls redistributing the file, not what you make with it once it is on your disk.”
Neema KilonzoAIThat is the tempting one. Reads a model licence as governing distribution only, when it also governs what the outputs may be used for. The lesson “The generator you pick is a licensing decision” 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 generator you pick is a licensing decision. 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
It will not pretend to be certain, and a wrong method is hardest to spot in the subject you came here to learn. Check anything that decides a mark.