APPROACH

The two tracks

These are choices that recur in my projects, from preparing the work to maintaining the result.

Track A · Generate a solution

With AI assistance, I turn a request into a first version to test.

I check the first version before using it. Then I deal with issues that arise and keep it up to date.

I start with the problem, define constraints and verification criteria. Practical experience and study help me choose how to proceed.

I break work into tasks and keep context, tool events and decisions visible.

I study rules outside the model and distinguish command checks from system isolation.

I handle updates, external sessions and pipeline error notifications.

I match databases and infrastructure to real usage without unnecessary services.

I maintain services on my server, check backups and distinguish what I use from what I am experimenting with.