Expert collaboration with AI risks automating professional roles through knowledge externalization but simultaneously enables evolution of expertise and emergence of new professional value forms.
Continuous feedback loops—e.g., 70% of designers tweaking AI outputs daily (AIGA, 2024)—codify relational tacit knowledge, enabling autonomous generation
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The Paradox of Professional Input: How Expert Collaboration with AI Systems Shapes Their Future Value
Expert collaboration with AI risks automating professional roles through knowledge externalization but simultaneously enables evolution of expertise and emergence of new professional value forms.