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Stanford MS&E435 Economics of the AI Supercycle | Spring 2026 | Applications, Coding AI

  • The internet is expected to evolve into an "agentic web" characterized by immersive, pixel-based experiences and software composed primarily of autonomous agents rather than static web pages.
  • Processing capabilities for agents are predicted to expand from seconds to minutes, hours, and eventually days of continuous activity before delivering final reports.
  • Cybersecurity will see the emergence of entire new product categories and companies dedicated to protecting AI agent sandboxes and computing environments.
  • Cloud infrastructure is forecast to self-optimize and configure automatically without human intervention, evolving into a "self-driving" system.
  • The total addressable market for software creation is projected to expand 10 to 100 times as AI agents autonomously write, repair, and secure code.
  • Business models relying on static content, scarce code production (e.g., drag-and-drop builders), or traditional long procurement cycles face significant challenges, while those exposing agentic interfaces like MCP, CLIs, and APIs are expected to thrive.
  • Off-the-shelf applications will increasingly be replaced by highly customized software generated at higher velocities, and consumption-based pricing with direct token access will surpass traditional enterprise sales.
  • Customer support interactions will shift to agent-to-agent communication for filing requests or reports, replacing direct human contact.
  • Value is expected to accrue to physical infrastructure layers, including chips, data centers, power, and cooling, at least through 2026.
  • Significant infrastructure build-out is required to serve the massive, unforeseen demand from coding agents, a capacity that existing rate limits currently fail to address.
  • Energy breakthroughs in fission, fusion, and geothermal are anticipated to be critical due to the bi-directional relationship between energy generation and intelligence.
  • Space technology is viewed as a logical extension of high-availability infrastructure thinking with a long-term aspiration toward a multi-planetary species.
  • Security will become a primary consideration in the agentic world, necessitating new guardrails and protections for the broader internet.