The AI-Era Developer Competency Framework
The framework replaces experience-based tiers with capability assessments, evaluating how developers direct, edit, or learn alongside AI-generated code.
The framework replaces experience-based tiers with capability assessments, evaluating how developers direct, edit, or learn alongside AI-generated code.
Recent layoffs stem from poor investment strategies and velocity-over-productivity traps, not AI automation. Success requires human-led oversight and intelligent integration.
AI offers efficiency, but risks work intensification. Success requires a human-led ‘cyborg model’ to ensure technology empowers teams without eroding well-being.