Use Case Showcase
AI Tutors
Adaptive learning paths for every student.
How it works
Track what each student knows, what confused them, and what worked. Pick up exactly where the last session ended, no re-explaining needed. Personalize every single lesson.
Zero infrastructure required.
Libro handles the embeddings, vector storage, and semantic retrieval entirely on the edge. You just pass in strings.
tutors-integration.ts
// Store a student's learning milestone
await ctx.ingest({
userId: "student_89",
content: "Struggled with the concept of Mitosis, but understood Meiosis perfectly.",
metadata: { subject: "Biology 101" }
});
// Generate next lesson plan using context
const learningContext = await ctx.getContext("student_89", "Generate next lesson");