
Senior Developers Are Becoming Calibration Systems
In an AI-native engineering organization, seniority is increasingly the ability to calibrate trust: knowing what to delegate, what to verify, and where a plausible answer becomes a dangerous one.
2 articles in this category.

In an AI-native engineering organization, seniority is increasingly the ability to calibrate trust: knowing what to delegate, what to verify, and where a plausible answer becomes a dangerous one.

As AI coding agents proliferate and 'vibe coding' becomes mainstream, a crucial question emerges: who will possess the deep technical knowledge to architect systems, debug complex issues, and mentor the next generation?