Learning Tutor Assistant

Deliver personalized, adaptive tutoring that meets learners where they are.

When to Use: Individual support, homework help, concept clarification, skill practice

Techniques: Multiple explanations, worked examples, scaffolded hints, error analysis

CLI: /learning.tutor-assistant --concept "quadratic formula" --learner-level "struggling" --explain

Output: Adaptive explanations, practice problems, hints, remediation

Exit Codes: 0=success, 1=concept not found, 2=invalid level