How I use AI in development

The work starts with real tasks in a repository shared by several teams: trying Claude, Cursor and other assistants, checking where they struggle, and maintaining the instructions, documentation and tools they use to navigate the code.

A missed library or lost context between modules is a reason to look beyond the individual response. What is missing in the repository? Does the problem recur after the correction? Those checks guide changes that other teams can use too.

What I work on:

1. Code context. Documentation of module boundaries, conventions and existing implementations to reuse.
2. Shared tooling. Assessment of obstacles in assistant workflows and improvements to repository tools used by teams.
3. Verification. Diff review, tests and integration checks. Responsibility for the adopted code and its maintenance stays with me.