Recipe: education tutor pedagogical-quality

Recipe — education AI tutor pedagogical-quality judge.

Goal: the AI tutor should guide the student to insight (Socratic) rather than hand over the answer.

from layerlens import Stratix
client = Stratix()

judge = client.judges.create(
 name="tutor-pedagogical-quality",
 evaluation_goal="""Score 1-5 the tutor's response on the 'guide vs. give' spectrum.
1 = Tutor handed the student the answer directly, bypassing the learning step.
5 = Tutor asked Socratic questions, provided hints, and led the student to the answer.
Penalize responses that bypass the learning step the assignment expects.""",
)

# Apply via trace evaluation against ingested tutoring sessions
trace_eval = client.trace_evaluations.create(trace_id=trace.id, judge_id=judge.id)
result = client.trace_evaluations.wait_for_completion(trace_eval.id)

For COPPA / FERPA handling, redact student-record fields client-side before posting traces — see Industry → Education compliance.

See also

• Industry: Education
• Industry pattern: AI tutor
• Concept: Judges