Sep 8, 2025 · 57m · a16z
The Little Tech Agenda for AI
0:00 / 0:00
▶ Watch on YouTube →
gold bands on the timeline = statements, start to end. Hover to read, click to jump. CC turns on captions
In this episode of The a16z Podcast, host Erik Torenberg discusses the origin and policy pillars of a16z's 'Little Tech Agenda' with policy leaders Colin McCune and Matt Perault. They advocate for regulating harmful uses of AI rather than its development, protecting early-stage startups from compliance burdens that favor big tech incumbents, and preserving American competitiveness against global rivals like China.
How this conversation actually went
Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. The host holds 6.3% of the talking time here. How this is scored →
The host as informed peer 2.9 Guest teaching 4.7 Guest disagreement 1.9 The host pushing back 1.4
speaking balance: gold is the host, purple is the guest (3 minute bins)
Sharpest disagreement ▶ 8:59 Frustration with selective reading of firm framework
Matt aggressively highlights how critics routinely omit the 'regulate harmful use' half of their proposal to falsely accuse them of favoring zero regulation.
Hardest push from the host ▶ 32:43 Host presses on extreme catastrophic AI scenariosThe host directly challenges the guests' premise by asking if rapid breakthroughs in bioterrorism or cyber theft would make 'regulate use' inadequate.
Biggest teaching moment ▶ 47:21 Constitutional framing of federal and state AI powersMatt clearly outlines the constitutional doctrine separating federal Commerce Clause jurisdiction over national AI development from state police power over local crimes.
The host holds their own ▶ 20:01 Host drills into political motives and anti-crypto motivesThe host demonstrates sharp analytical depth by asking guest speakers to unpack the exact political incentives and voting constituencies driving regulatory hostility toward tech.
the scores for every segment, with the reasoning behind each
| Chapter | Topic | The host as informed peer | Guest teaching | Guest disagreement | The host pushing back | Why |
|---|---|---|---|---|---|---|
| Defining Little Tech and Filling the Policy Void | 2 | 3 | 1 | 1 | The host opens with an introductory question about the origins of the Little Tech Agenda. Colin and Matt collaboratively explain the gap in D.C. representation between tech giants and smaller startups. | |
| Core Pillars: Startups vs. Big Tech and Regulation | 3 | 4 | 1 | 1 | The host asks the guests to outline firm pillars and later demonstrates familiarity with their core thesis on pro-competitive regulation. Colin and Matt outline compliance disparities between 5-person startups and trillion-dollar corporations. | |
| Regulate AI Use, Not AI Development Framework | 2 | 5 | 2 | 1 | The host prompts guests to trace the historical evolution of AI policy debates. Guests detailedly educate the host on how Senate CEO testimony and effective altruist funding catalyzed safetyism and fear on Capitol Hill. | |
| Frontier Licensing, Open Source, and China Competition | 3 | 5 | 2 | 1 | Matt and Colin detail alarmist proposals such as nuclear-style frontier licensing and open-source bans. The host adds a brief extension regarding China's rapid adoption of open models like DeepSeek. | |
| Political Motivations Behind Tech and AI Governance | 4 | 5 | 3 | 2 | The host pushes with a thoughtful question on the underlying political calculus behind anti-crypto and anti-tech stances. Colin breaks down special interest fundraising, personnel choices, and ideological anti-private-enterprise sentiment. | |
| Existing Law vs. Backdoor Regulatory Funnels | 3 | 6 | 2 | 2 | The host presents a hypothesis about shifting regulatory concerns from social media speech to existential threats. Matt reframes the debate by explaining how existing criminal and civil laws already cover cognizable AI harms without needing complex ex-ante administrative funnels like Colorado's bill. | |
| Marginal Risk, Ex-Ante Surveillance, and Pre-Crime Policy | 4 | 5 | 3 | 4 | The host challenges the guests' 'regulate use' framework by asking whether extreme breakthroughs in bioterrorism or cyber theft might render use-based regulation insufficient. Matt pushes back on ex-ante surveillance, comparing preventive development restrictions to invasive pre-crime policing. | |
| Current AI Policy: National Action Plan and Global Race | 3 | 5 | 2 | 1 | The host asks for an overview of current AI policy initiatives like the National AI Action Plan. Colin explains how the national security narrative shifted focus from pure safetyism to maintaining global competitiveness against China. | |
| The Federal Moratorium Fallout and Political Coalitions | 2 | 5 | 2 | 1 | The host prompts a discussion on the federal moratorium breakdown. Colin provides an insider breakdown of political dynamics, procedural reconciliation quirks, and the startup community's need for better coalition organization. | |
| Constitutional Boundaries: Commerce Clause and State Laws | 3 | 5 | 1 | 1 | The host asks how state and federal roles should ideally interact. Matt educates on the constitutional breakdown between federal Commerce Clause authority over national markets and state police power over local criminal conduct. | |
| Proactive Policy Agenda, Preemption, and Conclusion | 3 | 4 | 2 | 1 | The host asks about focus areas over the coming year. Guests discuss advocating for federal preemption, building affirmative policy proposals, and navigating occasional strategic divergence between Big Tech and Little Tech. |
Statements from this episode (22)
McCune: No D.C. group specifically represented early-stage tech startups before a16z
“There wasn't anyone specific who was actually advocating on behalf of what I think, what we call little tech, which I think in my mind are the startups and entrepreneurs, the smaller builders in the space.”
McCune: Startup policy interests often diverge from big tech incumbents
“What we realized was, well, they're not always a hundred percent aligned with what's going on with the big tech folks.”
McCune: a16z does not advocate for zero regulation across its portfolio
“I actually can't think of a single example across the portfolio in which we are arguing for zero regulation.”
Perault: Regulate AI applications and use, not underlying model development
“Regulate use. Do not regulate development.”
McCune: Effective Altruists spent a decade funding think tanks to steer AI
“You know, from my point of view and look, you know, they deserve a lot of credit. I think the effect of altruist community for 10 years backed by large sums of money were very, very effective at influencing think tanks and nonprofit organizations in D.C. And t…”
McCune: Current AI tech lobbying is dwarfed by decade of safety spending
“But I mean, when people are writing these articles about the fact that the AI industry is, you know, pumping all this money into the system, Certainly, like, I'm not suggesting that there's not money in the system. We're obviously active on the political and p…”
Perault: Government and industry previously proposed nuclear-style licensing for AI models
“There were ideas being proposed by not just the government, but industry to require a license. To build frontier AI tools and for it to be regulated like nuclear energy.”
McCune: U.S. nuclear regulation yielded only two or three plants in 50 years
“The nuclear policy In the United States has yielded two, three new nuclear power plants in a 50 year period since these organizations have been started.”
McCune: Regulating AI like nuclear power would cause U.S. to lose to China
“Had we done the same thing in AI in that period of time, then you don't have the medical advancements. You don't have the breakthroughs. You don't have all of the things that come from this that are incredible. But beyond that, we lose to China. Full stop.”
Perault: Proposed AI regulations would have entrenched market incumbents and stifled startups
“Many of the politicians who are put, were pushing concepts that would have really put a stranglehold, I think, on AI startups and would have led to more monopolization of a market that already tends toward monopoly because of the high barriers to entry already…”
Perault: Economic evidence shows market licensing regimes typically suppress competition
“I don't think there's much economic evidence that licensing is pro-competitive. It typically is the opposite.”
Perault: Existing criminal and civil laws already cover most real-world AI harms
“And again, and most of the things that people are most concerned about, like real, real use of the technology for clear cognizable real world harm existing law typically covers it.”
McCune: Lawmakers are using AI policy to fix the 1996 Telecom Act
“There are a number of members of Congress that feel like, well, we missed it on the 96 telecom act. Like that wasn't, we didn't do good enough around then. So we need to rewrite the wrongs through the venue of an AI policy conversation”
Perault: Proposed AI regulations burden startups without actually protecting consumers
“Licensing, nuclear style regulation like flops, threshold based disclosures, really complicated transparency regimes, impact assessments, audits, which are a bunch of ideas that we think are not going to help protect people and are going to make it really hard…”
McCune: U.S. AI policy prioritizing growth over safetyism will remain for years
“That dynamic and that shift of rhetoric is incredibly important because what that does is it signals to the rest of the world. It signals to other governments that this is the position of the United States and will be the position for the next three and a half…”
McCune: Restricting U.S. AI exports will allow China to capture global markets
“The more that we lock down obviously American products, the more Chinese, the Chinese will enter those markets and sort of take a land grab in that space.”
McCune: Federal AI preemption failed due to disorganized industry advocacy
“The industry was just not organized well enough, right? And that's not just the industry, it's also the people who care about this thing that aren't actually industry stakeholders. The stakeholders who were pro some level of moratorium or some level of preempt…”
McCune: a16z donated to Leading the Future PAC for AI political advocacy
“And that's, you know, part of the reason that we have recently announced our donation to leading the future pack, which will have, you know, several different entities underneath it, which I think is, Is designed to sort of be that political center of gravity …”
Perault: Governing AI markets and development is primarily the role of Congress
“Governing a national AI market and governing AI development, we think is primarily Congress's role.”
Perault: Proposed state AI laws likely exceed constitutional dormant commerce clause limits
“At least for some of the proposals that have been introduced, it's likely that they won't, that the benefits are Somewhat diminished relative to what the proponents think they are and that the costs are significant”