adjusted file with gemini

Makefile.mk

@@ -0,0 +1,26 @@
+.PHONY: help install sync run clean
+
+help:
+	@echo "Please use `make <target> -f Makefile.mk` where <target> is one of"
+	@echo "  install    to install dependencies using uv"
+	@echo "  sync       to sync dependencies using uv"
+	@echo "  run        to run the application"
+	@echo "  clean      to remove temporary files"
+
+# Install dependencies
+install:
+	uv pip install -r requirements.txt
+
+# Sync dependencies
+sync:
+	uv pip sync requirements.txt
+
+# Run the application
+run:
+	uv run python main.py
+
+# Clean up temporary files
+clean:
+	find . -type f -name "*.py[co]" -delete
+	find . -type d -name "__pycache__" -delete
+	rm -rf .ipynb_checkpoints