CONCEPT
Reflexive Innovation
The unprecedented feature of AI that Rogers's framework cannot natively model: the innovation participates in its own advocacy, alters the cognitive apparatus of those who analyze it, and co-produces the communication through which it diffuses.
Reflexive innovation is the structural feature that distinguishes AI from every innovation Rogers empirically studied. Hybrid seed did not write advocacy pamphlets for itself. Contraceptive methods did not compose essays about reproductive freedom. The innovations Rogers studied were inert — acted upon by human agents, communicated about through channels that were entirely human. AI is not inert. It generates the content through which it is promoted, drafts the analyses of its own effects, co-authors the research that evaluates it, and shapes the cognitive processes of the people who think about it. The innovation is entangled with its own diffusion in ways Rogers's framework, built on the assumption of innovation stability and human-only communication, cannot accommodate.
In The You On AI Field Guide
The reflexivity operates at multiple levels. At the object level, AI tools are used to produce the books, articles, policy papers, and social media content that promote AI adoption. At the cognitive level, AI tools may alter the