A boy and his dog.

The author describes training "Scout," a 50M-parameter language model, on TinyStories, emphasizing data quality and using prompt probes and Claude Code for evaluation. They detail the model's progress, noting its ability to recall subjects but struggling with context and exhibiting repetition at 12,800 steps.