AI as Normal Technology

Definition

The analytical and regulatory framework posited by Arvind Narayanan and Sayash Kapoor that reframes artificial intelligence not as an existential or metaphysical rupture, but as a standard general-purpose computing technology governed by established legal, institutional, economic, and engineering principles.

Key Characteristics

  • Rejection of technological exceptionalism and existential hype.
  • Focus on mundane, present-day failures: data privacy, algorithmic discrimination, worker displacement, copyright ambiguity, and security vulnerabilities.
  • Emphasis on domain-specific empirical evaluation over sweeping generalized claims.

Applications

  • Curricular design in creative AI pedagogy (grounding student projects in concrete computational reality).
  • Technology policy and institutional governance.

Mentions in Source

  • “Demystifies the framing of AI as an uncontrollable metaphysical force, grounding it in mundane infrastructural realities.” — AI as Normal Technology