Building a Personalized Learning Assistant on AWS Without Leaking Student Data
A personalized learning assistant on AWS rarely fails loudly. It fails by being helpful to the wrong student. Five failure families that decide whether an AI tutor built on Amazon Bedrock is safe to put in front of a class: LTI identity, retrieval isolation, guardrail limits, the cost shape of an academic term, and being able to prove what the assistant saw.