AI can accelerate a first prototype. Shipping software that stays secure, testable, and maintainable requires a repeatable delivery process.
I built the 1001 methodology over 1001 days of coding, from June 2020 to March 2023. It is a practical workflow for turning an idea into a dependable production release.
- Document requirements and security controls before writing code.
- Develop with unit tests and lint coverage that prove the logic works.
- Demo each feature in a real environment.
- Detect regressions before production.
- Deploy only after every check passes.
The methodology focuses on what matters after the prototype works: secure data, reliable logic, real validation, and clean releases.



