Looking for AI Engineers?
If you’re hiring, start by describing the system you’re working on —
what’s stable, what’s changing, and what needs to be right.
Working with AI systems?
If you’re an engineer, start by capturing what you’ve actually owned —
the systems, constraints, and outcomes that shaped your experience.
