Read through the Theory of Embedded Intelligence, their history becomes something more precise than a chronicle. It becomes a 250-year engineering log of a single machine — the civic SPCA cycle — being designed, captured, redesigned, captured again, and now, with artificial intelligence entering the loop, redesigned once more under the highest stakes it has ever faced.

I. A Machine Made of Circuit Breakers

Gardels and Berggruen open with a fact that surprises most Americans: the word democracy appears nowhere in the Constitution, the Bill of Rights, or the Declaration of Independence. The Founders, schooled by Polybius and Machiavelli on the collapse of ancient republics, concluded that no single form of rule — the one, the few, or the many — is stable in isolation. Each degenerates on its own: monarchy into tyranny, aristocracy into oligarchy, democracy into demagoguery and mob rule. Stability comes only from mixture, from each element holding the others in reciprocal check.

The authors describe the resulting design with imagery an engineer cannot fail to notice. The Founders, they write, installed circuit breakers against the concentration of power — including, and especially, the power of the electoral majority. John Adams designed a bicameral legislature in which one house would mirror popular sentiment while a second, differently constituted house supplied independent deliberative judgment. Hamilton compared the Senate to a ship’s ballast; Madison called it an anchor against popular fluctuation. John C. Calhoun later distilled the entire principle into what he called the negative: the constitutional power of arresting action, without which the power of acting becomes absolute.

Ballast. Anchor. Circuit breaker. The negative. These are not literary flourishes borrowed from engineering. They are engineering, applied to governance. Read through TEI, the Founders were building a Sense–Process–Communicate–Actuate cycle at the scale of a nation. Elections, petitions, and the press are the Sense stage — how the system perceives the governed. Deliberation is the Process stage — the bicameral legislature, the courts, and the function Madison assigned to representative bodies in Federalist No. 10: to refine and enlarge the public view. Public law and the published record are the Communicate stage — decisions justified in the open. The executive is the Actuate stage — decision carried into action.

What the Founders understood, without possessing the vocabulary, is that a system that senses and actuates without processing is not intelligent. It is reflexive. Their fear of pure democracy was not contempt for the people; it was the recognition that popular passion routed directly into state action skips the Process stage entirely — and a cycle without a Process stage cannot refine anything. It can only amplify. Every damping element they installed — the indirectly selected Senate, the independent judiciary, the veto, Calhoun’s negative — is a governor on the loop, in both the political and the mechanical sense of that word.

II. Capture, the Oldest Bug

The Founders’ machine shipped with a vulnerability they themselves documented: faction. Madison defined a faction as any group, majority or minority, united by a common passion or interest adverse to the rights of other citizens or to the permanent and aggregate interests of the community. In TEI’s terms, a faction is a hijacker: an interest that captures a stage of the cycle and redirects the whole system’s output toward its own ends.

Gardels and Berggruen trace exactly how the capture unfolded. The expansion of suffrage, paradoxically, empowered the organized over the ordinary — because as the electorate grew vast, only those with time, money, and organization could steer it. Political machines captured the Sense stage, controlling who could be heard. They captured the Process stage, owning legislatures outright, as the Southern Pacific Railroad owned California’s. They captured the Actuate stage through patronage administration. By the Gilded Age, the cycle still turned — but it no longer served the embedded intelligence of the nation. It served its captors, while industrial transformation raced ahead of a small government too compromised and too under-equipped to govern it.

The Progressive Era was the immune response. And like many immune responses, it was partly brilliant and partly an overcorrection that created a new pathology.

III. The Shortcut That Failed

The Progressives made two moves, and TEI evaluates them very differently. The first move — the Wisconsin Idea of Robert La Follette, staffing government with nonpartisan experts, enlisting university faculty to draft workers’ compensation law and utility regulation — strengthened the Process stage. It brought verified knowledge into deliberation, lighting government’s way, as Adlai Stevenson later put it, by the best torches of knowledge available. The second move — the citizen ballot initiative, referendum, and recall — deleted the Process stage. The initiative wires Sense directly to Actuate: the raw signal of public sentiment becomes binding law without passing through any public deliberative processing at all. The Progressives knew this inverted the Founders’ architecture; in their view the Founders’ experiment had already failed by decaying into a system that protected the privileged few.

A century of evidence, assembled candidly by the authors from California — the state that embraced the initiative most fully — renders the verdict. The public, they observe, is not stupid; it is busy, and on the structural questions of budgets and revenue it is, by and large, ill-informed. Meanwhile, qualifying a ballot measure now costs many millions of dollars in professional signature gathering alone. In the 2020 fight over Proposition 22, gig-economy companies spent roughly a quarter of a billion dollars to defeat organized labor, and were rewarded the next day with a market-value gain measured in the billions. A former chief justice of the California Supreme Court was moved to ask whether the citizens’ tool had become the instrument of the very special interests it was created to control.

TEI names what happened with precision. Deleting the Process stage from public architecture did not delete processing. Every signal that becomes action is processed somewhere. Removing deliberation from the public, inspectable part of the cycle simply relocated it into the private, uninspectable part — the campaign consultancy, the signature mill, the nine-figure persuasion budget. Direct democracy did not remove the intermediaries. It privatized them. And a privatized Process stage is the definition of capture.

IV. Participation Without Populism Is a Repaired Cycle

The third turn the authors describe — deliberative polls, citizens’ assemblies, review panels, and California’s new Engaged California platform — is, in TEI’s reading, the restoration of the Process stage, restored in a form the Founders could not have imagined and the Progressives could not have built. A citizens’ assembly convenes a representative cross-section of the public outside the fever of the electoral arena. Verified information is provided; advocates present both sides, as in a jury trial; participants deliberate toward consensus. The partisan rancor that dominates electoral competition, the authors note from repeated experiments such as Stanford’s deliberative polling, reliably dissipates under these conditions.

This is embedded intelligence in its purest civic form. The deliberating assembly is intelligence that emerges in the body itself — from ordinary people embedded in context, in verified information, and in one another’s presence. It is not the hereditary aristocracy the Founders feared to recreate, nor the permanent expert class the Progressives installed. It is intelligence formed in situ, for the occasion, then dissolved back into the citizenry. The jury has always been the standing proof that this works. Jefferson’s natural aristoi turns out not to be a class of persons at all. It is a configuration of the cycle — one that nearly any representative group of citizens can temporarily instantiate, given the right architecture.

Seen this way, the authors’ formula is not a slogan but a wiring diagram. Participation is the Sense stage opened to full bandwidth — wider than the Founders ever permitted. Without populism means the one thing the Progressive shortcut forgot: never wire Sense directly to Actuate. Keep the sensing wide, and never skip the processing. The first turn processed narrowly and sensed narrowly. The second turn sensed widely and deleted the processing. The third turn proposes, for the first time in the republic’s history, to do both at once.

V. The Fifth Hijacker at the Table

Then comes the sentence TEI cannot pass over. Engaged California, the authors report, uses artificial intelligence to track convergence toward consensus in the iterative deliberations of participants, enabling government to listen at scale between elections. Artificial intelligence has entered the Process stage of the civic cycle. Everything now depends on which of two readings becomes true.

The first reading is scaffolding. An AI that listens at scale, surfaces where citizens converge, and routes their concerns to departments mandated to respond is amplifying the formation of civic intelligence, not replacing it. This is precisely the distinction at the heart of Shaouna Shoaib Lodhi’s AIE-STEM research: scaffolding strengthens the human being’s own cycle; substitution quietly performs the cycle on the human’s behalf. As described, Engaged California is scaffolding — the citizens deliberate, and the machine keeps score of where they agree.

The second reading is the one this series has warned about since the fifth hijacker was first named. An AI inside the deliberative loop occupies the most consequential seat in the entire architecture. It decides what counts as convergence. It summarizes — and summaries frame, and frames steer. An uninspectable model in that seat is not an instrument of the third turn; it is the most efficient capture mechanism ever placed inside a democracy. The Gilded Age hijackers had to buy legislators one at a time; the Southern Pacific needed decades to own Sacramento. An ungoverned model mediating statewide deliberation could tilt the Process stage of an entire polity silently, at scale, with no one — perhaps not even its operators — able to say how. That is the fifth hijacker’s signature: not capturing intelligence after it forms, but shaping it at the point of formation.

The remedy is the one this Foundation has argued from the beginning, and it is the same remedy the authors reach for without quite naming it: inspectability. Kant’s publicity test — kept alive for American readers in Ted Humphrey’s translations — holds that a principle of public action that cannot survive being made public is illegitimate. Frank Fukuyama’s warning, cited in the article, that democracy cannot survive the loss of belief in impartial institutions, is the publicity test restated for our moment: impartiality cannot be believed where it cannot be inspected. The 6502 microprocessor earned five decades of trust not by being simple but by publishing its instruction set — every opcode documented, every behavior verifiable by anyone who cared to check. The deliberative platforms of the third turn require the same covenant. A model that mediates public deliberation must have a published, auditable instruction set: what it weighs, what it summarizes, what it omits — verifiable by the very citizens whose consensus it claims to track.

VI. At 250, the Machine Is Inspectable or It Is Nothing

The Theory of Embedded Intelligence would compress the authors’ 250-year history to this. The first turn built a civic cycle with a strong Process stage and called it a republic. The second turn, provoked by capture, deleted the Process stage in the name of the people — and watched processing reappear in private hands. The third turn proposes to rebuild the Process stage out of the citizens themselves, assisted by machines. It is the right design. But the founding lesson still governs: every stage of the cycle will be probed for capture. The Founders wrote circuit breakers against the majority. The Progressives wrote them against the monopolies. The third turn must write them against the fifth hijacker — and a circuit breaker no one can inspect protects no one.

The Founders governed a cycle they could see in its entirety: parchment, debate, and the published record. Their deepest genius was to make the machinery of refinement public — the Federalist Papers are nothing less than the published instruction set of the Constitution, argued opcode by opcode before ratification. If the third turn keeps that covenant — participation at full bandwidth, processing restored to public hands, and every mediating machine as inspectable as the parchment — then the republic at 250 will have done exactly what the Founders did: fit enduring principles to a new substrate. Only this time, the substrate computes.

This essay extends the arguments of The Inspectable Republic and Refine and Enlarge, and engages “America At 250 & Beyond” by Nathan Gardels and Nicolas Berggruen, Noema Magazine, July 1, 2026 — adapted from their book Renovating Democracy: Governance in the Age of Globalization and Digital Capitalism.

· · ·

Share your understanding!