AI Engineering Must Preserve Craft as Work Shifts to Verification
At AI Engineer Melbourne, Jeremy Howard, Annie Vella and Mic Neale each argued against treating AI adoption as an automatic productivity upgrade. Howard warned that coding tools can simulate autonomy and flow while eroding mastery; Vella presented research showing engineers feel more productive even as parts of developer experience deteriorate; and Neale made the case for pooling idle edge devices as an alternative to defaulting all inference to centralized, metered infrastructure.
AI Engineer·Jun 4, 2026·19 min read