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AI Learning Assistant
Retrieval-grounded learning assistant with curriculum-aware context and guardrails.
Overview
An AI assistant pattern for an education product: retrieval-grounded answers over curriculum content, conversation memory, and guardrails to keep responses on-topic and safe.
Challenge
Give learners trustworthy, curriculum-grounded answers instead of generic model output, with safety and cost controls.
Approach & technology
.NETMicrosoft.Extensions.AIRAGQdrantembeddingsprompt orchestrationguardrails
Outcome
Delivered a grounded assistant pattern with retrieval, memory, and guardrails aligned to the learning domain.
What the client said
The assistant answers from our curriculum, not the open internet. Retrieval grounding and guardrails gave us the confidence to put it in front of learners.
