process

The exact loop: build with a GPT coding agent, validate through a local portal, and use outside feedback to harden quality.

A simple way to document what you actually use and what you are still learning.

Three small demos, the real lessons, and a repeatable format with proof.

A compact format for sharing recent demos with proof links.

A simple system design template with exact files and checks.

A concrete weekly plan that balances classes, work, and projects.

A short case study template you can verify with proof links.

A concrete loop for building small demos with proof and short lessons.

A practical job search workflow with exact files, steps, and checks.

A blunt reset for job hunting with exact steps and honest checks.

A clear breakdown of what I kept from formal training and how I use it now.

A practical method to translate real experience into engineering proof.