Bias and Fairness in Large Language Models

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Bias and Fairness in Large Language Models

June 2, 2026
mike@standardsmichigan.com

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https://thebrandhopper.com/2020/11/13/marketing-concept-diffusion-of-innovation/
In the early stages of a new technology, innovation is fluid, experimental, and highly uncertain. Multiple competing designs, architectures, and approaches coexist as inventors, startups, and firms explore possibilities. Without established standards, there is no dominant design—products vary widely in features, interfaces, and performance.  This “pre-standard” or “ferment” phase fuels rapid, radical innovation.  Engineers iterate quickly, creativity thrives, and breakthroughs emerge through trial-and-error.

 

However, fragmentation creates compatibility issues, high risk for adopters, and market confusion. Investment is speculative, and many early solutions eventually fail. Only after a dominant design or technical standard wins (through market forces, regulation, or consensus) does the industry stabilize. Innovation then shifts from product architecture to incremental improvements, manufacturing efficiency, and complementary services. The early chaotic period, though messy, is essential—it determines which technologies shape the future.

 

Today we sort through the literature on the stabilization of American English as the de-facto “Language of the Internet” and the Artificial Intelligence zietgeist

Readings: Bias and Fairness in Large Language Models


One Pan Jambalaya

June 1, 2026
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Jambalaya’s foodway traces a path from Spain to the American South. Spanish settlers in the 18th century tried recreating paella.  They substituted scarce saffron with local tomatoes, creating a one-pot rice dish. French influences added techniques like roux and andouille sausage, while West African culinary traditions—via enslaved people skilled in rice cultivation and one-pot stews akin to jollof—contributed hearty methods and ingredients.
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CFS

June 1, 2026
mike@standardsmichigan.com

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Standards Oklahoma

OU Health Recipes

 

Symphony No 3, “Pastoral Symphony”

June 1, 2026
mike@standardsmichigan.com
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Spring Salad

June 1, 2026
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Standards Indiana

 

 

Heartland for Hire

June 1, 2026
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Gorecki Sunday Brunch!

June 1, 2026
mike@standardsmichigan.com

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Standards Minnesota | Ben and Dorothy Gorecki Legacy Story

 

2024 Net Position Saint John’s University: $509,630,141

  • Without donor restrictions: $270,634,302
  • With donor restrictions: $238,995,839

2024 Net Position College of Saint Benedict: $233,981,731

  • Without donor restrictions: $103,641,847
  • With donor restrictions: $130,339,884

The Philanthropist’s Dilemma

 

 

Kaurapuuro

June 1, 2026
mike@standardsmichigan.com
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Michigan Upper Peninsula | Finlandia Foundation National

Scandinavian Studies at the University of Michigan

15 Landmark Buildings by Architect Eero Saarinen

Finland, Copper, and Reindeer: Tracing Michigan’s Historical Roots to the Arctic on Two Continents

Abiit sed non oblitus | Houghton County Michigan

Michigan Technological University helps sustain Finnish culture in the Upper Peninsula despite Finlandia University’s 2023 closure. Located just across the Portage Waterway from Hancock’s former Finlandia campus, Michigan Tech has long been intertwined with the region’s deep Finnish heritage from 19th- and early 20th-century copper mining immigrants.

Michigan Tech accepted teach-out agreements, allowing Finlandia students to complete degrees while maintaining credits and similar tuition costs. It also gained custodianship of Finlandia’s academic records and transcripts.

The university embeds Finnish influences through its location in a historically Finnish-American community. Its archives and library resources document Finnish immigration, labor history, and ethnic identity in the Keweenaw Peninsula. Campus life reflects local traditions, including sauna culture—a hallmark of Finnish identity—that Michigan Tech students and the broader community embrace.

While the Finlandia Foundation National now stewards key assets like the Finnish American Heritage Center, archives, Folk School, and events, Michigan Tech’s proximity, student integration, research, and community role ensure ongoing educational and cultural continuity for Finnish-American traditions in Michigan.

Finlandia University | Houghton County

Summer Swoon

June 1, 2026
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Jaliyaa Coffee

June 1, 2026
mike@standardsmichigan.com
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Jaliyaa Coffee is a specialty mobile coffee truck and experiential catering brand stationed at Howard University in Washington, D.C. (2401 Fourth St NW). It serves as a beloved campus staple, often called “HU’s favorite,” offering ethically sourced African coffees, matcha, and signature drinks rooted in African and Arab hospitality traditions.

The name “Jaliyaa” honors Mande griots—West African storytellers who preserved culture across generations. Every cup aims to bridge Africa and the African diaspora through intentional rituals, community, and storytelling.

The truck operates weekdays (typically 9 AM–5 PM), providing premium beverages for students, events, and gatherings while also catering across DC, Maryland, and Virginia.Jaliyaa emphasizes cultural connection, quality beans, and warm hospitality, making it more than just coffee—it’s a vibrant hub for meaningful moments on Howard’s campus.

@jaliyaacoffee

the best baristas ever❤️💙 #howard #habeshatiktok #foryourpage #jaliyaa #coffeelovers

♬ original sound – HaueterFamily

Coffee


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@jaliyaacoffee

it’s 2026 now if you haven’t had Jaliyaa yet wyd??? #howarduniversity #buisness #jaliyaa #matcha #fyp

♬ original sound – NeedMoNino ☥

Howard University Net Position 2025: $1.411B

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