While AI engineers are building powerful systems, data scientists bring some unique skills that are often overlooked — yet absolutely crucial.

While AI engineers are building powerful systems, data scientists bring some unique skills that are often overlooked — yet absolutely crucial.

AI is moving fast — sometimes too fast. In the rush to build, it’s easy to lose sight of what really matters. Whether you’re a founder, product leader, or engineer, these eight principles can help ground your efforts and steer you toward building AI that actually works — and works responsibly.