- No single capstone project; learning occurs through building 10 tools.
- Each tool includes step-by-step coding exercises and testing in emulated environments.
- Reinforces Python and networking concepts incrementally.
- Allows learners to showcase a mini portfolio of functional network applications.
- Encourages applying skills in real-world IT environments.

