I’ve heard the pitch three times now, and it writes itself. Minnesota should go win something. Land a national AI institute, a federal consortium, a flagship anchor tenant, and the cluster grows up around it — the way it grew up around Austin after Austin won the Microelectronics and Computer Technology Corporation in 1983 and SEMATECH in 1988. Get the trophy, get the decade.
I’m going to argue for a Minnesota AI play. But the precedent everybody reaches for didn’t hold.
Both of Austin’s trophies are gone.
So here’s what I’d chase instead. Minnesota should quit treating AI economic development as a race for compute and start treating it as a race for assurance — being able to show, on evidence, that a given AI system does what its seller says it does. Compute is a capital-expenditure auction, and Minnesota doesn’t win auctions. The state’s own business lobby explains why in some detail, and I quote it below. Assurance is a research-and-labor good. It lives in people, published methods, accredited practice, and the institutions that certify competence. That makes it the one kind of regional advantage that can’t pack up and move when another state writes a bigger check.
You should know two things about me before you weigh any of this. My firm would make money in a Minnesota AI-assurance market. I already sell verification of a narrow kind — every citation in every filing that leaves this office runs through a gate built for exactly that purpose — and a state where somebody has to certify that a model behaves is a state where my kind of work is worth more. I also ran for statewide office in 2026, which gave me a second obvious reason to want Minnesota to look like it has a future. So check the numbers. Several of them I computed myself out of two federal spreadsheets, and you can rerun them.
The rest of the Austin story
The version you hear at economic development lunches stops about twenty years early. Here’s all of it.
MCC was America’s answer to Japan’s Fifth Generation Computer Systems project — a for-profit research consortium funded by twelve member companies and run by Admiral Bobby Inman. When it went shopping for a home, the Texas State Historical Association records that “fifty-seven communities submitted bids,” narrowed to four finalists: San Diego, Atlanta, North Carolina’s Research Triangle, and Austin. Austin got it in July of 1983. The winning package had a subsidized lease at the Balcones Research Center next to UT-Austin, low-cost loans, and cheaper mortgages for the people relocating, and the University of Texas and Texas A&M agreed to substantially upgrade their computer science and electrical engineering departments.
The academic accounting gets more specific, and the details matter later. MCC got more than $20 million in incentives. Two of the big ones, per the IC² Institute’s 2016 assessment, were a facility and lab at UT-Austin “leased for $10 a year (financed by university and private statewide contributions) and the creation of 32 $1 million endowed chairs in engineering and science.”
Five years later Austin did it again. SEMATECH — the semiconductor consortium incorporated in 1987 with fourteen founding members — “chose Austin over 137 competing cities,” and “the consortium received $62 million in incentives from the state of Texas.” That wasn’t all the money, either. DARPA still describes the federal side on its own site: “Beginning in 1987, the SEMATECH consortium received funding from the Federal Government to help revitalize the U.S. chipmaking industry,” and “A decade after its founding, in 1997, the consortium was standing on its own without annual funding from the Government.”
Now the part nobody mentions.
By the turn of the century the personal computer and the internet had made most of MCC’s research agenda irrelevant. In June 2000 the MCC board voted to dissolve the consortium. It had fifty-eight employees left, down from almost four hundred at its mid-1980s peak. The formal dissolution papers were filed in 2004.
SEMATECH didn’t dissolve. It moved. In May 2007 the trade press reported that International SEMATECH was relocating its headquarters from Austin to its operations at the University at Albany, against a five-year, $300 million commitment from the State of New York. Five years after that the Austin American-Statesman reported another research program and dozens more jobs headed to Albany, calling it “another major step in its gradual exodus from Austin” — and noting that Texas had signed a $40 million incentive deal in 2004 to keep the headquarters and the jobs. By then the governor’s office was weighing whether the consortium had held up its end.
So the first trophy got liquidated and the second got outbid. If you’re going to cite Austin as the model, cite all of it. Anybody who wants to knock your argument down will find the rest in about ten minutes, and the version that survives him is the better argument anyway.
Texas lost what it bought and kept what it built
MCC was a corporation. So was SEMATECH. A corporation is a lease on an activity. It has a headquarters, and a headquarters can be picked up and set down in Albany when Albany offers three hundred million dollars for it. You can’t pick up thirty-two endowed chairs in engineering and science. You can’t pick up an upgraded electrical engineering department. You can’t pick up the engineers, either. Of SEMATECH’s four hundred technical employees, roughly two hundred and twenty were assignees that member firms sent to Austin for six to thirty months — and the IC² researchers record that a lot of them ended up staying.
The scholars who studied this hardest land somewhere the trophy theory won’t like. Elsie Echeverri-Carroll and Michael Oden wrote the Kauffman-funded 2016 assessment for UT-Austin’s IC² Institute — a genuinely balanced document, not a chamber of commerce pamphlet — and here’s how they put it: “Although the location of Sematech and MCC raised the floor of the talent market, Austin’s entrepreneurial success after the location of the research consortia has been mainly tied to the continuous migration of talent, mostly from other cities in Texas and Silicon Valley.”
They give the consortia their due. The consortia “raised the floor of the talent market.” But what built the economy, in their account, was the steady inflow of skilled people, on top of entrepreneurship infrastructure the same report credits in large part to George Kozmetsky, not to either consortium. The consortia were sparks inside a buildout that took decades. They weren’t the engine.
That’s good news, not bad. Both of the things Texas bought went away, and everything Texas built stayed — the departments, the chairs, the people, and the plain fact that the Greater Austin Chamber could now get a California CEO on the phone. Texas paid $62 million for a headquarters that left in nineteen years, and five years before that it bought a corporation that got liquidated. What it got out of the two deals, more or less as a byproduct, was thirty-two endowed chairs, a permanent upgrade to two engineering schools, and a generation of engineers who didn’t go home. Work backward from that and you don’t chase the headquarters. You go straight for the byproduct.
Minnesota loses auctions, and compute is an auction
In July I argued here that the durable value in this industry migrates down the stack — to compute, and under that to power. Minnesota economic development hasn’t caught up with what follows. If you want the durable value in compute, you’re competing on capital expenditure, land, transmission, and tax treatment. That’s an auction. Auctions go to whoever has the lowest cost basis and the fastest permits.
That barely describes us. The Minnesota Chamber of Commerce — a business lobby with no reason to flatter my argument — reports in its 2026 Business Benchmarks that “Minnesota’s economy is no longer keeping pace with the nation,” that the state ranks “44th for overall tax competitiveness, with the 2nd highest corporate rate and 6th highest personal income tax rate,” and that from 2020 to 2024 it ranked 41st in net domestic migration, a net loss of 47,930 residents. The Chamber does list data centers among the “fast-growing sectors” Minnesota is “well-positioned to attract.” Maybe. But a data center is a building with a substation bolted on, and you can bid for one precisely because there’s nothing in it that couldn’t be built somewhere else next year for a slightly bigger abatement. It’s relocatable by definition. That’s why compute is the wrong main play for a high-cost state whose labor force, on the Chamber’s own numbers, has grown 0.2 percent a year since 2019.
We already won the recognition and didn’t get the money
And quit talking like we’re starting from zero. Minnesota competed, half-won, and almost nobody here talks about the half it lost.
On October 23, 2023, the Economic Development Administration designated Minnesota MedTech Hub 3.0 one of the 31 inaugural Tech Hubs authorized by the CHIPS and Science Act. EDA’s own release calls it “a consortium led by Minneapolis Saint Paul Economic Development Partnership” that will make the state a global center for Smart MedTech “by integrating artificial intelligence, machine learning, and data science into medical technology.” That’s not an AI-adjacent designation. It’s an AI designation, handed out by the federal government in October 2023, on the strength of assets Minnesota already had.
The same release told the winners what came next: “Designated Tech Hubs are now eligible to apply for the next phase of the Tech Hubs Program that will invest between $50-$75 million in each of 5-10 Designated Hubs.”
Phase 2 landed on July 2, 2024. EDA announced $504 million in implementation funding, in grants “ranging between $19 million and $51 million,” to 12 of the 31 designated Hubs, across projects serving fourteen states: Colorado, Florida, Georgia, Illinois, Indiana, Montana, Nevada, New Hampshire, New Mexico, New York, Ohio, Oklahoma, South Carolina, and Wisconsin.
Minnesota isn’t on that list. Wisconsin is.
One note on sourcing. Both EDA documents quoted above came through Internet Archive snapshots of the identical eda.gov URLs, because eda.gov throws a bot challenge at automated retrieval. Original URLs and archive timestamps are in the sources block.
Nobody snubbed us. Twelve of thirty-one got funded and nineteen didn’t, and reasonable panels make defensible calls. The point is that a federal agency running a competitive process has already told Minnesota it holds a real AI-in-medtech asset base — and the recognition by itself bought nothing. A designation is a finding of fact. It isn’t a program. Something has to get built underneath it.
A license for a profession Minnesota hasn’t funded the science for
Somebody already started, in the one place nobody was watching.
On March 23, 2026, House File 4544 was introduced by Representatives Koegel, Rymer, Norris and Bahner, “relating to commerce; establishing a license for artificial intelligence independent verification organizations; establishing an advisory council; authorizing rulemaking; requiring reports; proposing coding for new law in Minnesota Statutes, chapter 325M.” It got its first reading and went to the Committee on Commerce Finance and Policy. A Senate companion, S.F. 4636, came in the same day from Senators Frentz and Lucero off the identical Revisor draft and went to Commerce and Consumer Protection. Neither chamber recorded a thing after that. The 2026 regular session adjourned in May without touching either bill, and neither was enacted — the Revisor’s table of statutes affected by the 2026 session shows exactly two changes in chapter 325M, and neither is this. None of this is law. What follows is a proposal that died in committee.
It would have set up a state licensing regime for private AI auditors. A licensed “independent verification organization” — an IVO — would be, in the bill’s words, “an entity licensed by the commissioner pursuant to section 325M.51 to assess an artificial intelligence model’s or artificial intelligence application’s adherence to standards reflecting best practices for the prevention of personal injury and property damage.”
The setup is unusual. The applicant files a proposed plan naming the risks it’ll mitigate, and for each one the plan has to include “a proposed definition of acceptable levels of risk” and “metrics that are measurable and can be used to determine whether the acceptable level of risk defined by the IVO produces beneficial outcomes.” The Commissioner of Commerce may license the applicant on finding that “the applicant demonstrated independence from the artificial intelligence community” and that “every element of the applicant’s proposed plan is adequate to ensure that artificial intelligence models or artificial intelligence applications verified pursuant to the plan mitigate one or more risks to an acceptable level.”
So the certifier writes the standard, and the Department of Commerce grades it — through an advisory council the bill requires the commissioner to appoint and hand licensing to.
Verification would be voluntary. The bill says so flat out: “Nothing in this section requires an artificial intelligence model or artificial intelligence application to seek IVO verification.” So why would anybody buy it? Proposed section 325M.54 answers in three lines:
In a civil action asserting claims for personal injury or property damage caused by an artificial intelligence model or artificial intelligence application, there is a rebuttable presumption against liability if: (1) the artificial intelligence model or artificial intelligence application in question was verified by a licensed IVO at the time of the plaintiff’s alleged injury; (2) the plaintiff’s alleged injury arose from a risk that the IVO was licensed to verify and for which the IVO did verify the artificial intelligence model or artificial intelligence application; and (3) the artificial intelligence model or artificial intelligence application is within the specified market segment, if any, for which the IVO was licensed to conduct verification.
I try cases. A rebuttable presumption against liability isn’t a footnote. It’s a burden shift in the defendant’s favor in every personal-injury and property-damage case it reaches, and it’s the most commercially valuable thing in this bill by an order of magnitude. It’s what makes the certificate worth paying for.
Now put the pieces together. The certificate shifts a burden in a Minnesota courtroom. The company selling it writes the standard it’s measured against. The Department of Commerce decides whether that standard is good enough. And no Minnesota research institution is funded to develop, publish, or challenge the methods any of it would be measured by.
I’m not attacking the bill. The instinct behind it is sound, and better than most of what floats around federally: voluntary instead of mandatory, keyed to demonstrated risk categories instead of a developer’s revenue, and applied to open and closed systems alike. That means it passes the subtraction test I proposed in Protectionism in a Safety Costume, and the federal frameworks don’t. Nothing here argues for restricting anything. A credential is worth exactly as much as the science it certifies against, and Minnesota drafted the credential first.
Better drafting won’t close that gap. It’s the open technical problem, and I’ve written about it twice in the last week: the measurable distance between what an AI developer intended and what anyone can prove, and the fact that a model checkpoint is an untrusted executable whose computational graph can carry a backdoor no file-format fix reaches. Neither one is solved. Both sit at the live edge of an active research field. An auditor licensed to certify against an unsolved problem is a credential with nothing underneath it, and the state that issues it owns the fallout when a jury asks what the certificate actually measured. That’s why you build the science in the state that wants the auditors.
An audit is payroll, not capital
The best objection to all this isn’t that assurance doesn’t matter. It’s that nobody may ever buy it separately.
Give it its best shot. Verification could fold into the model vendors themselves, the way software security mostly folded into the cloud providers — sold as a feature, not bought as an independent audit. The frontier labs already publish system cards and run internal red teams, and a customer who trusts the vendor’s evaluation won’t pay a third party for a second one. On that view the assurance market only exists where a statute conjures it up, and building a regional capability around it means training people for a job that gets swallowed. That’s a serious argument, and it isn’t obviously wrong.
It loses anyway, for a reason older than this industry. Third-party assurance doesn’t exist because regulators are fond of it. It shows up wherever the buyer can’t inspect the thing and the seller has a stake in the answer — financial statements, structural steel, elevators, clinical trials, and now this. Self-certification holds up right until the first contested injury. Then the question in the courtroom is who checked, and who paid them. Minnesota’s own bill already gave up the point by requiring an IVO to demonstrate “independence from the artificial intelligence community.”
And the biggest jurisdiction that’s actually legislated this has written the answer into binding law, in language worth reading twice. The EU AI Act defines a “conformity assessment body” as “a body that performs third-party conformity assessment activities, including testing, certification and inspection,” and a “notified body” as one of those bodies notified under the Regulation. Then Article 31 lays out what such a body has to have. Not what it has to buy. What it has to staff:
The notified body shall have permanent availability of sufficient administrative, technical, legal and scientific personnel who possess experience and knowledge relating to the relevant types of AI systems, data and data computing, and relating to the requirements set out in Section 2.
That’s a staffing requirement in binding law, sitting next to an obligation in the same article to “take out appropriate liability insurance for their conformity assessment activities” — an obligation that goes away only where the Member State takes on the liability itself. Independence, competence, permanence, insurance. Those are the specs for a professional services firm, not a data center.
A fab is capital and an audit is payroll. Capital relocates in a board meeting. A workforce relocates one household at a time, slowly, and mostly it doesn’t. That’s not a slogan. It’s the difference you can actually see between what Texas lost and what Texas kept.
We have both halves already and use neither
Assurance isn’t one job. It’s two, and Minnesota happens to be organized in exactly two tiers.
The top tier develops the methods, and it’s bigger than the state gives itself credit for. The University of Minnesota Twin Cities spent $1,409,710,000 on research and development in fiscal year 2024 — 21st in the country among the 681 institutions that got the full form of the National Center for Science and Engineering Statistics’ most recent Higher Education R&D survey, and twelfth among public universities on that survey’s own public-private classification. It isn’t the biggest research university in the country, and it isn’t close; Johns Hopkins spent nearly three times as much. But it’s one of twenty-one public universities that spend over a billion dollars a year on research, and the National Academy of Inventors ranked it 34th worldwide in utility patents granted for 2025 — 91 patents, and a top-50 finish every year since that ranking started in 2013. That’s a real research plant. None of it is pointed at proving what an AI system does.
The bottom tier applies the methods, and this is where it gets practical, because most verification work is technician work. Somebody runs the eval suite, keeps up the test corpus, documents where a model artifact came from, checks a hash against a signature, and writes the finding up so it survives cross-examination. That’s a two-year credential and a career, not a dissertation. Minnesota State describes itself as “the third largest system of state colleges and universities in the United States and the largest in the state with 26 colleges, 7 universities, and 54 campuses,” serving “more than 290,000 students each year.” Fifty-four campuses is a distribution network for exactly that credential, and it reaches parts of the state no data center ever will.
The two systems are separate by design, and people usually call that a defect. One is statutory: Minnesota State exists under Minn. Stat. ch. 136F, and ordinary legislation can restructure it. The other is constitutional. Minn. Const. art. XIII, § 3 reads, in full: “All the rights, immunities, franchises and endowments heretofore granted or conferred upon the University of Minnesota are perpetuated unto the university.” Minnesota courts have built a body of doctrine on that clause about the Regents’ independence from ordinary legislative direction. I’ll leave the case law out of an essay; the constitutional text is the point. For an assurance strategy the split isn’t a defect at all. A research arm the legislature can’t order around, next to a teaching network it can, is a workable division of labor for building a discipline — as long as somebody notices you need both.
And here’s the tell. The Chamber’s report, right alongside its optimism about advanced sectors, records that Minnesota “ranks 49th in high schools offering computer science and 44th in college graduates earning STEM degrees.” Forty-ninth. Our legislature drafted a license for AI auditors, and we’re forty-ninth at teaching high schoolers the subject those auditors would need to know.
The number I don’t like: we’re spending down a stock we aren’t replacing
The best case for doing nothing is that Minnesota is fine. It has the patents, the medical device industry, the research university. Why manufacture an emergency?
Because the Chamber’s report carries both numbers, and the second one is the one that counts. Minnesota “produces the 5th-highest number of patents per capita in the nation.” And: “Patent activity has dropped since 2014, ranking Minnesota 47th in patent growth over the last decade. Research and Development (R&D) output ranks 16th nationally, but R&D growth slipped to 45th in R&D between 2016 and 2021.” Fifth in level, forty-seventh in rate. Sixteenth in level, forty-fifth in rate.
The federal data says the same thing about the University, and I ran this part myself so you can check it. NCSES Table 13 carries each ranked institution’s spending back to fiscal 2010, where the institution reported that year. Sort by the fiscal 2010 column and the University of Minnesota Twin Cities ranks 13th — a rank within that table, with the two limits laid out in the sources below. Sort by fiscal 2024 and it ranks 21st. Over those fourteen years the University’s research spending grew about 79 percent, from $786 million to $1.41 billion, while academic R&D nationally grew about 92 percent, from $61.3 billion to $117.6 billion. The University didn’t shrink. It grew — just slower than the field, in nine of those fourteen years and across the whole span — and it slid eight places doing it.
That’s what living off a stock looks like from the inside. Every year is fine, the absolute numbers keep going up, and the ranking quietly slides. It’s a reason to move now. It’s also a trend running against the thing I’m arguing for. A state that’s 5th in patents and 47th in patent growth has capacity and no momentum, and capacity without momentum depreciates — same thing I said about a frontier model, for the same reason.
So no, Minnesota shouldn’t go win a trophy. Trophies leave. Assurance is about to become something people buy here whether anybody plans for it or not — there’s already a bill drafted to create the sellers and a liability presumption to create the demand — and what you’d need to supply it sits in a billion-dollar research university with constitutional standing and a fifty-four-campus college system. Nobody’s asked either one. Hooking them up doesn’t take winning an auction.
And here’s the stake for lawyers, since that’s who I write this for. Every verification capability built here is one my clients can eventually buy, and a standard my cross-examinations can eventually run against. The alternative is the first Minnesota jury asking what an AI certificate actually proved, and the only people in the room who can answer are the ones who sold it.
What would prove me wrong
Here’s how I’d know I blew this one. Four ways, each specific enough to check.
Assurance never becomes something anybody buys separately. If four years from now the model vendors have folded verification into the product — system cards, internal red teams, contractual warranties — and there’s no independent assurance industry of any size outside the places that legislated one into being, then the market I’m telling Minnesota to supply doesn’t exist, and I was training a workforce for nothing. Watch one thing: does anybody pay a third party for this in a state with no statute requiring it?
HF 4544-style licensing passes and works fine with no public research base. If Minnesota enacts an IVO regime, private certifiers file plans, the Department of Commerce reviews them competently, and five years of litigation turns up no case where the adequacy of a certifier’s own standard becomes the fight, then the research base I say is missing wasn’t holding anything up. I’d say so in public.
Somebody else builds it and it moves anyway. The title of this essay is a claim, and you can test it. If another state builds real AI-assurance capability — trained people, published methods, accredited programs — and a bigger state then buys it away the way New York bought SEMATECH’s headquarters, my line between what you can buy and what you have to build falls apart. Watch whether the people move, not whether somebody’s letterhead does.
The compute race turns out to be winnable here. If Minnesota lands durable AI infrastructure on capital-expenditure terms — not a data center that shows up with a twenty-year abatement and leaves when a better one comes along, but something that sticks around after the abatement runs out — then I was wrong that this state can’t win auctions, and the auction was the better play.
The disclosure belongs next to the prediction, not in the footer, so one more time: I’d make money in the world I’m describing, and I ran for statewide office in a state I’ve just spent several thousand words telling you is falling behind. Don’t take my word for any of it. Read the numbers. They’re all below, and the ones I calculated you can reproduce from spreadsheets anybody can download.
Sources
- NCSES, Higher Education R&D Survey, FY 2024, Table 13 (from the survey landing page) — workbook downloaded and parsed directly. It supplies U. Minnesota, Twin Cities at rank 21 with $1,409,710 thousand (FY2024) and $786,074 thousand (FY2010); Johns Hopkins at rank 1 with $4,129,264 thousand; all-institution totals of $61,286,610 thousand (FY2010) and $117,554,145 thousand (FY2024); and 681 ranked institutions. The 681 is the standard-form population: NCSES’s methodology for this survey states that “[f]or the FY 2024 cycle, the short-form population included 244 institutions that reported R&D expenditures between $150,000 and $1 million during FY 2023. The remainder of the institutions (681) received the full version of the survey.” Every short-form institution is therefore under $1 million and none can affect a rank near the top. Public-private classification and the count of public institutions above $1 billion come from Table 5 of the same publication, which groups every institution by state and institutional control; it classifies Pittsburgh as public.
- The FY2010 rank of 13th is my own calculation, and it carries two limits, both of which cut against precision rather than for it. First, it comes from sorting Table 13’s FY2010 column, which contains only institutions present in the FY2024 ranking — a school that reported in FY2010 but not in FY2024 is absent from the comparison. Second, and larger: 105 of the 681 have no FY2010 figure at all, including the institution ranked 14th in FY2024. That one is University of Maryland, and NCSES explains why in its own methodology — UMD College Park and UMD Baltimore “began reporting as one unit, University of Maryland, in FY 2019,” and the combined unit reported $1,096 million in FY 2019. Read the 13th as a rank within this table on this table’s terms, not as a published FY2010 ranking.
- Texas State Historical Association, Microelectronics and Computer Technology Corporation [MCC] — “fifty-seven communities submitted bids”; the four finalists; selection in July 1983; the incentive package; “In June 2000 the MCC board voted to dissolve the consortium,” fifty-eight employees remaining against “almost 400 workers” at the mid-1980s peak; dissolution papers filed 2004
- Elsie Echeverri-Carroll & Michael Oden, Preliminary Assessment of the Factors That Led Austin to Become a High-Tech Entrepreneurial City (IC² Institute, UT-Austin, Kauffman Foundation-funded, July 31, 2016) — raw PDF text extracted. At 3: SEMATECH “chose Austin over 137 competing cities,” “$62 million in incentives from the state of Texas,” and (n.4) the $10-a-year UT lab lease and “the creation of 32 $1 million endowed chairs in engineering and science.” At 17: the SEMATECH assignee figures and “Although the location of Sematech and MCC raised the floor of the talent market, Austin’s entrepreneurial success after the location of the research consortia has been mainly tied to the continuous migration of talent, mostly from other cities in Texas and Silicon Valley.”
- DARPA, SEMATECH — federal funding “Beginning in 1987”; “A decade after its founding, in 1997, the consortium was standing on its own without annual funding from the Government”
- SEMATECH shifting HQ to Albany (May 2007) and Kirk Ladendorf, Sematech moving dozens of jobs from Austin to Albany (Austin American-Statesman, Sept. 1, 2012) — the 2007 headquarters relocation, New York’s five-year $300 million commitment, “another major step in its gradual exodus from Austin,” and the $40 million 2004 Texas incentive agreement. These are trade-press and newspaper accounts, not primary budget documents; the fact and year of the move are corroborated across independent outlets, the dollar figures are as reported.
- EDA, Biden-Harris Administration Designates Tech Hub in Minnesota to Boost Development of Smart Medical Technology (Oct. 23, 2023) — the designation, the “Smart MedTech” framing, and the $50–$75 million-to-5–10-hubs statement of what Phase 2 would be
- EDA, Tech Hubs Phase 2 Portfolio Fact Sheet (July 2, 2024) — $504 million, grants “ranging between $19 million and $51 million,” 12 of 31 hubs, and the fourteen states served. Both EDA documents are Internet Archive snapshots of the identical eda.gov URLs (originals:
eda.gov/news/press-release/2023/10/23/Minnesota-MedTech-Hub-3.0andeda.gov/sites/default/files/2024-07/EDA_TECH_HUBS_Phase_2_Fact_Sheet.pdf), because eda.gov serves a bot challenge to automated retrieval. - Minnesota Legislature, H.F. 4544, 94th Session (2026) — bill title, authors, March 23, 2026 first reading and referral to Commerce Finance and Policy; proposed §§ 325M.50–.54, including the IVO definition, the plan requirements (“a proposed definition of acceptable levels of risk”), the licensing findings, the voluntariness provision, and the § 325M.54 rebuttable presumption. Status verified against the Revisor’s House status page and the Senate status page for the companion, S.F. 4636 (Frentz and Lucero; same Revisor draft number 26-07903; referred to Commerce and Consumer Protection, no further action). Non-enactment confirmed against the complete 2026 session-law chapter list and the Revisor’s table of statutes affected by the 2026 session, which shows only §§ 325M.33 and 325M.40 changed. Introduced, died in committee, not enacted.
- Minn. Const. art. XIII, § 3 — quoted in full from the Revisor’s raw text
- Minn. Stat. ch. 136F (2025) — “MINNESOTA STATE COLLEGES AND UNIVERSITIES,” the statutory basis of the Minnesota State system
- Minnesota State, Extraordinary Impact — “the third largest system of state colleges and universities in the United States and the largest in the state with 26 colleges, 7 universities, and 54 campuses”; “more than 290,000 students each year.” This is Minnesota State’s characterization of itself and I have not checked the national ranking against an independent source.
- Minnesota Chamber of Commerce, 2026 Business Benchmarks Report — “Minnesota’s economy is no longer keeping pace with the nation”; “44th for overall tax competitiveness, with the 2nd highest corporate rate and 6th highest personal income tax rate”; 41st in net domestic migration and 47,930 net residents lost 2020–2024; “5th-highest number of patents per capita”; “47th in patent growth over the last decade”; R&D output “16th nationally,” and “R&D growth slipped to 45th in R&D between 2016 and 2021”; “49th in high schools offering computer science and 44th in college graduates earning STEM degrees”
- University of Minnesota, University of Minnesota ranked 34th worldwide in patents by the National Academy of Inventors (Feb. 15, 2026) — 34th for 2025, 91 patents, top 50 every year since 2013
- Regulation (EU) 2024/1689 (the AI Act) — art. 3(21) and 3(22) definitions of “conformity assessment body” and “notified body”; art. 31(9) liability insurance and art. 31(11) the permanent-personnel requirement
- Companion essays in this section: The Model Will Be Free. The Electricity Won’t., Protectionism in a Safety Costume, The Gap Between Intended and Proven, Executable Code You Are Calling a Model, and The Commons Your Practice Runs On
Commentary on technology policy and the economics of the legal and technology sectors — the opinions, predictions, and stated falsifiers are the author’s. Not legal advice, not investment advice, not a comment on the constitutionality or merits of any pending legislation, and not an endorsement of or opposition to any bill. H.F. 4544 is described as introduced and never enacted; nothing here should be read as a statement of enacted Minnesota law. The author’s interests are disclosed in the text: this firm would benefit commercially from a Minnesota AI-assurance market, and the author was a candidate for statewide office in 2026. No client information appears in this article. Questions about anything here: Send us a message or 612-470-6529.