Teaching a Small LLM to Suggest K12 Creative Project Ideas
edtech•Jun 23, 2026

Teaching a Small LLM to Suggest K12 Creative Project Ideas

In this post, I'll document everything I learned about training a small LLM to handle a K12 use case and integrating it as a feature in my educational prototype.

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Original source

Key summary

This article documents the process of teaching a small LLM to suggest K12 creative project ideas, including dataset preparation, filtering the corpus, generating training pairs, fine-tuning, and integrating the model into an educational app.

TL;DR

  • Teach a small LLM to suggest K12 creative project ideas using a hands-on tutorial.
  • Use Claude on the command line and basic Python skills to follow along.
  • Prepare a dataset with activity data grounded in local cultures from around the world.
  • Filter the corpus and generate training pairs using Ollama.
  • Fine-tune the model using MLX and evaluate its performance.
  • Integrate the model into an educational app to suggest creative project ideas.

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