The decline of open-weight models will lead to increased reliance on a few proprietary platforms.
The severe compute shortage could lead to labs restricting or shutting down public API access.
AI-driven code generation is creating new, significant bottlenecks in the software development lifecycle, particularly in code review.
The massive upfront investment required for frontier models creates an insurmountable barrier for most companies, consolidating power.
Opportunities Identified
AI agents are significantly increasing the productivity and changing the role of engineers.
New semiconductor technologies like atom and X-ray lithography could eventually disrupt the current supply chain and alleviate the compute bottleneck.
There are massive, untapped markets for frontier AI in specialized verticals like life sciences.
Structural advantages, such as Google's vast resources and distribution, could allow them to win in the long run, even if their models temporarily lag.