Community Smells Under AI Adoption

PLS-SEM on 152 software professionals: AI adoption is associated with *fewer* socio-technical anti-patterns, by two different mechanisms — indirectly in specialization work (AI → more peer consultation → less knowledge fragmentation) and directly in coordination work (AI → better communication quality, with interaction frequency unchanged) — while a vocal minority of the same respondents report in free text that AI replaced their teammates