Why juniors need more guidance now
AI coding tools can hide when junior developers need help. Senior engineers need to provide context early and help juniors develop judgment.
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AI coding tools can hide when junior developers need help. Senior engineers need to provide context early and help juniors develop judgment.
Before hiring more engineers, trace where delivery stalls. Separate implementation capacity from unresolved decisions, dependencies, and leadership gaps.
Token consumption measures AI activity, not developer productivity. Evaluate delivery, review effort, rework, reliability, and learning across the team.
Coding interviews should evaluate how candidates collaborate with AI, verify generated code, debug failures, and take responsibility for the result.
The framework for when to vibe code, when to engineer, and how to avoid the permanent prototype trap. Learn the systematic approach to graduate from exploration to production-ready software.
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