mjpsm/activity-generation-model-v0.1

Activity Generation Model v0.1

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.