Andrew Stewart

Builder / creator.

Projects

Engineering

reg-change-engine

Sorts government rule updates so teams know what matters.

Role
Builder
Timeframe
2025
Accuracy
89%
Category
Engineering

Live project

Open full page

Problem

Regulatory teams need to stay on top of new government rules every day. Reading the full feed isn't realistic.

What I built

A model trained on 8K labeled rule excerpts, wrapped in a web dashboard with scheduled updates.

PythonDistilBERTFastAPIPostgreSQLAWS LambdaReact

Outcome

89% accuracy and fast enough to use every day, turning a long legal feed into a short list of what to read first.

What I learned

  • Built the model and the tool around it, not just the model on its own.
  • Tuned for speed so it can actually be used in a daily workflow.