This model generates one next educational activity from a student's
knowledge submission.
Input
A student knowledge submission.
Output
The model is trained to return JSON with:
title
description
instructions
activityType
estimatedMinutes
Allowed activity types:
REFLECTION
RESEARCH
COLLABORATE
CREATE
PRACTICE
EXPERIENCE
TEACH
Training data
The proof-of-concept training dataset contained approximately 200
synthetic input-output examples derived from real knowledge-submission
patterns.
Limitations
This is an early proof-of-concept model trained on a small and imbalanced
dataset. It may favor common activity types such as CREATE or PRACTICE,
produce inaccurate time estimates, or return malformed JSON.
