Beyond Hype: Deploying AI Coding Tools Where They Actually Matter

The author argues that AI coding assistants like Claude Code should be evaluated pragmatically—not as transformative replacements for engineers, but as specialized tools excelling at specific, bounded tasks. Real value emerges in practical domains: accelerating onboarding, enabling sharper code reviews, and reducing interruptions for experienced team members. This reframing shifts the conversation from utopian/dystopian extremes to strategic deployment decisions that genuinely multiply team productivity.