AI disclosure

Responses are AI-generated.

Tutor language is generated in the EU by pinned Mistral Small 4. Evaluation uses pinned Mistral Medium 3.5. There is no second-model fallback.

AI output can be incomplete or wrong. It is study help, not official AWS guidance and not an exam-pass prediction.

Do not paste credentials, customer data, or confidential architectures.

Learning indicator, not an exam-pass prediction.