Project Name

Outcome-first one-liner

Quickstart

Clone the repo and run the demo:

git clone https://github.com/<username>/<repo>.git
cd <repo>
just init     # install dependencies and setup pre-commit hooks
python scripts/demo.py

Or open in Colab: Colab Notebook.

Development Commands

This project uses just as a task runner:

just init      # install tooling
just fmt       # format code
just lint      # lint code
just type      # type-check
just test      # run tests
just all       # run all checks (fmt, lint, type, test)
just dashboard # start Flask dashboard

Results

Scenario / Dataset	Baseline	This Project	Δ Improvement
Example Row	82.1%	87.3%	+5.2%

Features

• Feature 1 — short, outcome-focused description.
• Feature 2 — short, outcome-focused description.
• Feature 3 — short, outcome-focused description.

Repo Structure

repo/
├── demo.ipynb  # Colab notebook demo
├── scripts/    # Example run scripts
├── tests/      # Unit/integration tests
├── assets/     # Images / gifs for README
└── src/        # Core implementation

Validation

• ✅ Full test coverage (pytest)
• ✅ Reproducible seeds for experiments
• ✅ Benchmark scripts included

References

• Related paper or blog post.
• Links to relevant research.
• (Optional) Your own publications if connected.

License

This project is licensed under the MIT License.