Keep pulling the thread on United States.
The market opportunity for AI-driven services is estimated to be around $10 trillion.
The duration for which AI models can sustain progress on a complex task has increased from tens of minutes a year ago to several hours today.
Fully autonomous AI systems, or "dark factories," which operate without any human review, are already in production use at some companies, including in the cybersecurity sector.
Constantine predicts that in the near future, 99% of all cognitive work on Earth will be performed by machines.
Constantine predicts that a new science as fundamental as thermodynamics, explaining the principles of AI, will be developed within the next couple of decades.
During the first 15 years of the cloud transition, the Total Addressable Market (TAM) for software increased from approximately $350 billion to $650 billion.
The cloud computing market grew to approximately $400 billion within the first 15 years of the cloud transition.
The launch of ChatGPT in November 2022 was a major inflection point that demonstrated the power of pre-training to the world.
The recent releases of models like Claude Code and Opus 4.5/4.7 demonstrated the power of long-horizon AI agents.
From a commercial standpoint, an AI system that can be dispatched to do a job, recover from failure, and persist until the job is done can be considered Artificial General Intelligence (AGI).
Despite its power, Claude Code lacks "affordance," meaning it is not intuitive or easy to use for the average employee at a Fortune 500 company.
A "diffusion gap" exists in the AI market, where the rate of new capability creation by foundation models significantly outpaces the rate of their adoption by enterprises.