Tutor intelligence control center
Balance rule-based pathways with LLM insights, monitor hint effectiveness, and keep humans in the loop.
Active tutoring policies
3
RL pilot enabled
Avg. hint response time
1.4s
Stable
LLM escalations
12 today
▲ 2 vs yesterday
Coverage
87% of learners
▲ 5 pts
Service status
Tutor service: HealthyGenie LLM broker: Healthy
Tutor service exposes REST endpoints for hint orchestration and callouts to Genie for natural-language interventions. Rotate secrets via the Auth service before enabling RL mode.
LLM audit trail
- Latest prompt: “Explain why fractions with unlike denominators need a common denominator.”
- Policy applied: “Hint-first, escalate after 2 attempts.”
- Guardrails: Active (sensitive content filter, tone moderation).