Tuesday, June 2, 2026

AI Sovereignty and the Structure of Participation – O’Reilly

Adam Tooze just lately shared a bit from The Economist about Brazil’s push for what it calls “medical sovereignty,” the dedication to make its personal vaccines and the energetic substances that go into its medicines slightly than depend upon provide chains it doesn’t management. Brazil already produces a big share of its personal medicines by public establishments like Fiocruz and Butantan, however lots of the underlying inputs nonetheless come from overseas, and the pandemic made clear the price of that dependence. So the nation is making an attempt to construct the capability to make the issues it most must survive. The economist behind lots of this pondering is Mariana Mazzucato, whose mission-oriented method treats public procurement as a instrument to construct nationwide capability slightly than simply purchase completed items. (International Coverage has an excellent overview.)

I believe we’re going to see much more of this, and never solely in medication. The identical impulse is driving the hunt for sovereign AI, as international locations resolve they don’t need their entry to a foundational know-how to run by a handful of American or Chinese language firms. You’ll be able to see it too in Europe’s and Japan’s new willingness to take accountability for their very own navy future slightly than assume the US will at all times be there.

Most commentators describe all of this as decoupling, the unwinding of a linked world. That studying is just too slim.

Free commerce was an structure of participation that broke

Very like open supply software program and the World Broad Net, free commerce was speculated to have what I name “an structure of participation.” An important factor concerning the net and open supply wasn’t openness for its personal sake. It was that there have been no central gatekeepers. Anybody may add to the richness of the system with out asking permission so long as they adopted the foundations of the communication protocols that allowed independently-developed items to work collectively. As well as, worth circulated among the many members as a substitute of being extracted to a middle, and the system acquired higher the extra individuals used it. That could be a very totally different factor from a system that’s merely giant and linked.

Free commerce was additionally speculated to work like that. The idea, going again to Smith and Ricardo, was that specialization and trade would make everybody higher off, and that the connections can be mutual. What we really acquired over the previous few many years appears extra just like the platform dominance we see in large tech than the unique imaginative and prescient of a commons constructed round shared trade. A handful of enormous and highly effective international locations and corporations set the phrases and the smaller gamers are pressured to take what’s on supply. Regardless of the language of free commerce, the expertise for a lot of international locations was nearer to colonialism, simply with a brand new narrative.

General, beneath the neoliberal order (whose reign, as Gary Gerstle explains, is now ending), free commerce grew to become far much less egalitarian, inclusive, and generative than it may have been. Much less highly effective international locations ended up in roughly the place that small companies occupy on Amazon, or builders occupy on the app shops: free to take part, on phrases they don’t management, with a lot of the worth they create flowing again to the hub.

Brazil’s response (and that of many others) shouldn’t be seen as a retreat from the world. It’s a refusal to be take part solely as a purchaser, or as a supply of uncooked supplies.

That’s why decoupling is the mistaken phrase. Decoupling means reducing the connections. What these international locations appear to need is to remain linked however to construct actual capability of their very own, in order that no single provider can swap them off. That’s nearer to federation than to separation. A federated system remains to be a system, and its nodes nonetheless interoperate. However no node is wholly on the mercy of one other, and worth circulates amongst them slightly than gathering on the heart. A buying and selling order through which the beneficial properties pool at just a few hubs is brittle and ultimately illegitimate, in the identical approach {that a} platform financial system that strip-mines its members ultimately provokes regulation and revolt.

I put the more and more seen quest for sovereign AI, and the position of open supply fashions and open supply agentic protocols and harnesses in enabling that sovereignty, into the identical bucket. I bear in mind again within the early days of open supply software program when Michael Tiemann, whose pioneering open supply firm Cygnus Options had simply been acquired by Pink Hat, advised me “What we actually promote at Pink Hat is management. The power to manage your individual future.”

As firms are more and more on the mercy of sudden token pricing modifications by the large centralized gamers, this similar quest for sovereignty is enjoying out on the degree of organizations. Open supply AI, together with not simply open supply and open weight fashions however open agentic protocols, agentic harnesses, and moveable reminiscence, are more and more an important a part of the sovereignty toolkit.

The nationwide know-how sovereignty actions ought to take a lesson from the open supply motion. The center of open supply is its structure of participation. It’s a drive for innovation and worth creation to the extent that it frees up the power of individuals to unravel their very own issues and contribute their options to a low-friction international commons.

Is seize the inevitable destiny of any structure of participation?

The sample of open architectures resulting in a wave of innovation, winners rising, consolidating their energy after which turning to the darkish aspect appears to be a pure a part of the know-how cycle. The net broke Microsoft’s dominance over the non-public laptop software program ecosystem solely to provide rise to a brand new technology of gatekeepers. Cory Doctorow referred to as this cycle “enshittification.” I’ve advised my very own model of that story utilizing the language of economics in “Rising Tide Rents and Robber Baron Rents.”

The intuition after seize is to attempt to rebuild the factor that acquired captured, solely this time with higher guidelines. Mastodon and Bluesky tried to rebuild Twitter’s social layer with cleaner governance, and neither has succeeded on the scale they hoped for. Critics may say that it was as a result of Mastodon stayed pure and by no means made itself simple sufficient to make use of, whereas Bluesky seemed federated with out actually being so. However extra importantly, reinventing what we used to have, or what we predict we used to have, is never the trail ahead. It’s important to construct one thing new.

Every nation constructing its personal reply to the newest frontier fashions is the Mastodon transfer. The successful transfer is to function at a layer the centralized mannequin structurally can’t attain. Open agent protocols that allow providers from totally different suppliers interoperate (the work that MCP and the rising agent stack are starting to do) are one such layer. AI accountable to native democratic and authorized establishments is one other such layer. Area-specific AI constructed round issues the worldwide market gained’t serve (the tropical illness vaccine analogue) is one other. None of those is a smaller copy of what the hyperscalers supply. However there’s yet one more vital layer to contemplate: infrastructure.

The place are the servers?

Ilan Strauss made a helpful level in our dialog about these concepts. Ilan famous that AI is likely one of the most international types of capital we’ve ever constructed, educated on the entire of the web and runnable roughly anyplace, and the sovereignty rhetoric is partly an try to provide one thing inherently placeless a spot. The know-how desires to be in all places without delay. The individuals who dwell with its penalties need some say over it the place they’re.

The placelessness of AI is barely half of the reality, although. The opposite half is that AI is bodily place-bound. The mannequin weights are placeless. The information facilities, the chips, {the electrical} grid, and the water for cooling are very a lot someplace.

The comparability with Brazil’s medical sovereignty reinforces this level. Brazil’s problem isn’t to invent new medicine to compete with Pfizer, however to construct the capability to fabricate present vaccines, and ultimately to construct the capability to invent vaccines for illnesses the West ignores. Fiocruz and Butantan matter not as a result of they maintain patents however as a result of they’re bodily institutional capability rooted in Brazilian soil: the labs, the chilly chains, the regulatory capability, the educated workforce, and entry to the energetic pharmaceutical substances. That’s what medical sovereignty actually means in apply. It’s infrastructure plus the establishments that run it.

The identical is turning into true for AI. Open weights matter. They’re nearer, although, to the patent than to the lab. Even when Qwen, Kimi, DeepSeek, Llama, Gemma, Granite, and no matter comes subsequent are totally open, working them at scale requires knowledge facilities that price tens of billions to construct, chips whose provide chains a handful of nations management, and electrical energy grids that should be expanded considerably to hold the load. The international locations pursuing sovereign AI critically appear to grasp this. The EU’s AI Gigafactories program, India’s IndiaAI mission, the Gulf compute buildouts, the Singapore and Japan methods, are all infrastructure performs first and mannequin performs second.

Infrastructure is the layer the place seize is hardest to undo. You’ll be able to distill or high-quality tune a mannequin much more simply than you possibly can construct a brand new continent’s value of information facilities or conjure the mandatory electrical energy from a fragile energy grid. If the structure of participation for AI is outlined solely on the mannequin layer, the infrastructure layer under will quietly recapture, over years, every thing that was gained above. Open weights working on three firms’ servers just isn’t sovereignty.

Constructing bodily infrastructure able to carrying a technology’s value of financial exercise is strictly the form of mission the general public sector used to tackle, earlier than we satisfied ourselves the market would deal with it. Mazzucato’s argument is that public procurement and public capacity-building are the true engines of foundational know-how. AI sovereignty with out industrial coverage is wishful pondering.

Industrial coverage ought to goal to reinvent twentieth century infrastructure, not simply copy it. Can we use the large rebuild of infrastructure for the AI period to leapfrog the previous? The analogy with centralized energy grids and decentralized photo voltaic reminds us that native management doesn’t should be a localized model of the hyperscaler sample. May we envision a future the place there may be an intelligence grid that seamlessly makes use of frontier fashions in huge knowledge facilities and native fashions managed by the person as dictated by concerns like price, privateness, specialised information, and person preferences? Creating the software program to handle such an interoperable intelligence grid needs to be a excessive precedence for the AI open supply neighborhood. We’d like an orchestrator not only for brokers but additionally for fashions and even for knowledge heart capability.

Might federated AI give us a brand new sample for the financial system?

In a earlier piece about AI and markets, “The Third Synthetic Intelligence” I picked up Richard Danzig’s argument that markets and the bureaucracies that underpin nation states are themselves synthetic intelligences, information-processing mechanisms older than the machine sort. The query with all three is who designs and builds them, what they optimize for, and what suggestions loops govern them.

We’re about to spend so much of effort understanding how AI needs to be organized each throughout nations and throughout organizations, whether or not it concentrates in just a few corporations and some international locations or whether or not it may be constructed as one thing extra federated, the place smaller gamers have real capability and the worth they create flows again to them. The alternatives we at the moment are making about how AI is organized, on the mannequin layer, the protocol layer, and the infrastructure layer, are additionally selections about how financial exercise will likely be organized for no less than a technology. If we handle to get that structure proper for AI, it could give us a working sample for the factor we’ve to this point did not get proper for commerce. If we get it mistaken, we’ll most certainly reproduce, on the degree of intelligence itself, the identical focus that free commerce has produced in items and the present web platforms produced on-line.

The know-how desires to be in all places without delay. The individuals who dwell with its penalties need some say over it the place they’re. The infrastructure that resolves that rigidity will likely be a federation of fashions, a federation of protocols and code, and a federation of capability. We’d like an structure of participation all the way in which down the stack, and all the way in which up.

The ultimate part of this piece benefited enormously from questions and feedback raised by Ilan Strauss and Mike Loukides, in addition to from earlier conversations with Richard Danzig.

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