Commands Reference

Commands vary by project stack. Treat these as starting points and adapt them to each project.

Python Environment

python -m venv .venv
source .venv/bin/activate
python -m pip install --upgrade pip
pip install -r requirements.txt

Jupyter

jupyter lab

FastAPI

uvicorn src.main:app --reload

Node and TypeScript

npm install
npm run dev
npm test
npm run build

Docker

docker build -t learning-app .
docker run --rm -p 8000:8000 learning-app
docker compose up
docker compose down

Kubernetes

kubectl apply -f k8s/
kubectl get pods
kubectl logs deploy/app
kubectl describe pod <pod-name>
kubectl delete -f k8s/

Terraform

terraform fmt
terraform init
terraform validate
terraform plan
terraform apply

Testing

pytest
npm test

Documentation Checks

# Manually verify README, architecture, evaluation, security, and limitations.

Safety Reminder

• Do not commit secrets.
• Do not run expensive cloud resources without a budget.
• Do not deploy public services without authentication and rate limits.