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Starting from the canonicals of any standard suitable for optimizing innovation (and incorporation by reference into public law) — Title, Scope, Purpose and Definitions — we will turn our attention to the Call for Public Comment by NIST which is open until July 28th.
Artificial intelligence is built upon language, but the meaning of “standard language” becomes complicated when machines learn from billions of human expressions. Unlike electrical, building or safety standards, language standards are rarely governed by a single authority. Dictionaries, style manuals, universities, publishers, governments and professional societies establish conventions, while ordinary speakers continuously modify them. AI systems operate in the middle of this tension between prescription and usage.
Training data. Large language models learn statistical patterns from books, websites, journalism, academic literature, software and other sources. The composition of that material influences what the model recognizes as normal, authoritative or acceptable language. Decisions about inclusion, exclusion and weighting can therefore function as de facto standards, even when no formal standards organization is involved.
Grammar and intelligibility. AI can reinforce conventional spelling, syntax and technical terminology, making communication across institutions and borders easier. This is particularly valuable in engineering, medicine, law and education, where small differences in terminology can have substantial consequences. Yet excessive normalization may flatten dialect, regional vocabulary and inherited forms of expression.
Meaning. Words change over time and contested words often carry political, cultural or institutional assumptions. When an AI system chooses one definition over another, it may unintentionally appear to settle a dispute that society itself has not settled. Transparency about ambiguity is therefore an important characteristic of trustworthy AI.
Tchnical standardization. AI increasingly depends upon formal vocabularies, ontologies, metadata, machine-readable definitions and interoperability protocols. Standards organizations such as International Organization for Standardization, IEEE and National Institute of Standards and Technology have roles in developing frameworks through which AI systems can be evaluated and governed.
Above all we still face the question: Who gets to set the language standard? Should AI reflect contemporary majority usage, established literary traditions, professional terminology, institutional style or the language of particular communities? Probably some combination is unavoidable.
For Standards Michigan, the deeper question may be this: AI does not merely follow language standards; through widespread daily use, it may increasingly help create them. If millions of students, teachers, engineers and institutions rely upon AI to write and interpret language, the model’s linguistic choices can become conventions themselves. Understanding how those choices are made may therefore become as important as understanding the standards written by traditional standards-setting bodies.
Recorded January 2015
Mathieu Manach : Percussions
Jean-Michel Warluzelle : Bass & background vocal
Bruno Thivend : Guitar & background vocal
Pierric Tailler : Vocal & guitar
Université de Lyon | Fête des Lumières 2019 – Les Rêveries Lumineuses de Léonard
Middle school still permits an unguarded delight in doing something well together:
“Lovely Day” Bill Withers Cover
Hightower Trail Middle School 8th Grade Chorus
Cobb County Georgia@HTMSCobb
print(“Lunch Hour 1600 UTC”)\n weekday(2)https://t.co/0Fz6AYYv20 pic.twitter.com/nB5NmBWNE8— Standards Michigan (@StandardsMich) February 5, 2025
“Lovely Day Cover” – Bill Withers | Berklee College of Music Class of ’24
print(“Lunch Hour 1600 UTC”)\n weekday(2)https://t.co/0qAyPYmvyM pic.twitter.com/YQxkcFI5yM— Standards Michigan (@StandardsMich) May 24, 2023
New Interview!
Check out our founder and CEO, Dr. AkkeNeel Talsma chat with WUWM about how MaternityMetrix can help our local expectant communities.
Take a listen HERE:https://t.co/2tGWsG8MPy#healthcare #TechInnovation #patientsafety pic.twitter.com/WvhyhmMiKT
— Maternity Metrix (@MaternityMetrix) February 10, 2024
Related:
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Founder of Maternity Metrix, Dr. Akkeneel Talsma
LISTEN NOW!
Our CEO & Founder, Dr. AkkeNeel Talsma, interviewed with Milwaukee StartUp News this week. Check it out here: https://t.co/EFz7LG1KbJ… #MaternalHealth #HealthcareInnovation #pregnancy pic.twitter.com/Us2fEDIlVG
— Maternity Metrix (@MaternityMetrix) January 24, 2025
University of Wyoming Net Position 2025: $1.554B $ Facilities Revenue Bonds

“Delivering our rhubarb around the village”
The University of Wyoming Extension service provides research and education to farmers and ranchers; funded by federal, state, and local sources:
The Extension service also offers consultations, workshops, field days, and other events to help farmers and ranchers stay up-to-date on the latest research and technologies in agriculture.
I Built a Greenhouse Using an Old Barrel (AI) pic.twitter.com/vHKEfloc0k
— Landscape Architecture (@Landscapecture) March 22, 2026
“Non-Cooperative Games” 1951 | John Nash
John Nash’s Recommendation Letter for Princeton University pic.twitter.com/k9TCftyfGs
— Math Files (@Math_files) January 16, 2026
“All my longings lie open before you, Lord;
my sighing is not hidden from you.”
“The Water Is Wide” is a traditional folk song with deep roots in the British Isles, particularly Scotland and England, before it became a beloved American folk song. Its origins are complex, as it evolved through oral tradition, with variations in lyrics, melody, and title across regions and centuries. Below is a detailed explanation of its origins and journey to becoming a classic American folk song with summer associations.1. British Isles Origins (17th–18th Century)
2. Transmission to America
3. Documentation and Revival
6. Historical Significance
The water is wide, I cannot cross o’er,
And neither have I wings to fly.
Give me a boat that will carry two,
And both shall row, my love and I.A ship there is, and she sails the sea,
She’s loaded deep, as deep can be;
But not so deep as the love I’m in,
And I know not how I… pic.twitter.com/kEyJAAJRfG— Tar-Eämon (@SerAemond) September 25, 2025
“By 2039, the US is set to have 650,000 fewer 18 year olds than it does today. For universities, that demographic cliff poses an existential challenge. Fewer teenagers means fewer college applicants. Fewer applicants means fewer enrolled students. And fewer students means that some universities may not make enough money to keep their doors open.
Katty Kay talks with Nathan Grawe, a Professor of Economics at Carleton College, about how difficult it will be for colleges to ride out this demographic drop — and what they will need to do to survive it.”
Related:
No One’s Ready To Be A Mom | “The New York Times says you should wait until you’re ready to have kids. That’s not how motherhood works.” @MariaBaerWrites https://t.co/IaLKSuD4K2 @realDailyWire
— Brad Wilcox (@BradWilcoxIFS) February 28, 2026
“Childless women may really believe that not having children during their healthiest childbearing years is the path toward their deepest happiness. But they don’t know it, and they’re almost certainly wrong.”
After all, the “happiest women in America are married moms.” https://t.co/1Pe84tt5xC pic.twitter.com/qE4aNBDhSp
— Brad Wilcox (@BradWilcoxIFS) February 28, 2026
My father was 65 when I was born. Today he would be 112.
Here’s what having an “old” father actually gave me.
A man who had already lived.
Oxford Rhodes Scholar. Captain of his several sports teams. Squadron Leader in the RAF at 26. An OB/GYN who built a 60-bed hospital in… pic.twitter.com/M6tSNbOkZ0
— Dr. Taylor Burrowes (@taylorburrowes) February 28, 2026
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A technical standard may look like a collection of measurements, materials and engineering rules, but behind every requirement lies a process of persuasion, voting and institutional judgment. Allied Tube & Conduit Corp. v. Indian Head, Inc. exposed what can happen when commercial interests discover that influencing the standards process may be more effective than competing in the marketplace.
The case remains important because voluntary consensus standards frequently become something more: governments adopt them, inspectors enforce them and entire industries organize around them. With that influence comes responsibility. Participation must remain open, voting procedures credible and technical arguments distinguishable from economic self-interest.
The lesson extends far beyond electrical conduit or the National Electrical Code. Standards development depends upon confidence that competing interests can meet under rules strong enough to withstand disagreement. In that sense, the integrity of the process is itself one of the most important standards we maintain.
ANSI Essential Requirements for Due Process
486 U.S. 492 (1988)
ALLIED TUBE & CONDUIT CORP.
v.
INDIAN HEAD, INC.
Bibliography & Discussion:
ANSI: Significant Federal Laws and Policies
Federal Trade Commission: Antitrust Issues in Standard-Setting
https://supreme.justia.com/cases/federal/us/486/492/
https://caselaw.findlaw.com/us-supreme-court/486/492.html
https://www.quimbee.com/cases/allied-tube-conduit-corp-v-indian-head-inc
New update alert! The 2022 update to the Trademark Assignment Dataset is now available online. Find 1.29 million trademark assignments, involving 2.28 million unique trademark properties issued by the USPTO between March 1952 and January 2023: https://t.co/njrDAbSpwB pic.twitter.com/GkAXrHoQ9T
— USPTO (@uspto) July 13, 2023
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