From a real need to a working tool
Each application began with a concrete process: where is the friction, which constraints matter, and what should remain under human control? Codex helps me develop and refine the software through use.
The way I work
Understand the work
Start with the people, inputs, decisions, and constraints of the real process.
Define the boundaries
Make clear what the tool can do, what remains local, and where a person reviews or approves a result.
Build with AI
Use Codex as an engineering collaborator while retaining architectural judgment.
Verify in reality
Check the behavior against actual examples and refine the system through daily use.
See the software
Some projects use AI inside the product. Others show how I use AI to develop software for a specific need.
Explore all five projects →