The government seeks VC involvement not just for capital, but for their expertise in evaluating founders and execution risk. A VC's investment is a powerful signal that helps the government allocate its own funds more efficiently to the most promising companies, essentially outsourcing talent assessment for strategic projects.

Amidst regulatory clashes, the Trump administration is reportedly considering taking equity stakes in major labs like OpenAI and Anthropic. This potential move could be a negotiating tactic to gain more control over AI safety and development, representing a significant escalation in government oversight of the technology.

The Trump administration's consideration of an FDA-like review process for new AI models signals a trend towards "soft nationalization." This involves government agencies partnering with and overseeing top AI labs to mitigate catastrophic risks and maintain a national security advantage.

In a significant policy shift, the White House is exploring a "partnership" with AI labs that could involve the government taking financial stakes. This idea, floated by both Senator Bernie Sanders and President Trump, signals a move towards treating frontier AI as a national strategic asset.

Top AI policy experts are leaving government and academia for high-paying roles at frontier AI companies. This mirrors the earlier 'brain drain' of ML researchers and risks a future where AI regulation is overwhelmingly shaped by corporate-employed experts with vested interests.

The US nuclear weapons industry operates as a hybrid: the government owns the IP and facilities, but private contractors like Honeywell and Boeing operate them and build delivery systems. This established public-private partnership model could be applied to manage the risks of powerful, privately-developed AI.

The pursuit of 'Sovereign AI' transforms AI infrastructure into a strategic national asset. Governments are increasingly intervening to decide where AI infrastructure is built, how it's financed, and which countries get access, mirroring national policies for critical resources like energy and transportation.

A significant, under-the-radar shift has occurred in venture capital: the U.S. government is now a key partner and co-investor in early-stage deep tech. Firms like Voyager Ventures report that nearly half their portfolio companies have government deals, with entities like In-Q-Tel becoming frequent co-investors, marking a new era of public-private collaboration.

Venture firm A16z's heavy involvement in policy began when its founders realized early AI and crypto regulatory discussions were dominated by large companies. Startups ("little tech") had no representation, prompting A16z to create a function to provide that missing voice at the table.