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Bias and Fairness in Large Language Models

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

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

Standards Oklahoma

OU Health Recipes

 

Friday End of Workweek Provocation: Chemistry of Beer

Nourriture d’automne

 

Split Pea Soup & Ham

Symphony No 3, “Pastoral Symphony”

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Meatloaf

Standards Illinois

(Illinois) State Universities Retirement System 2025 Financial Report

Meatloaf is traced back to ancient times when people started combining ground meat with other ingredients for a more economical and substantial meal.

Colonial America: The concept of mixing ground meat with breadcrumbs or grains dates back to medieval Europe. When settlers arrived in North America, they adapted these techniques to the ingredients available to them, such as native grains and game meats.

19th Century: As meat grinders became more widely available in the 19th century, the preparation of ground meat dishes became easier. Meatloaf gained popularity during this time, with regional variations emerging across the United States. Families would incorporate various seasonings, herbs, and fillers based on local ingredients and preferences.

World War II and Post-War Era: Meatloaf became even more popular during World War II and the post-war era due to its affordability and versatility. Families could stretch a small amount of meat by combining it with breadcrumbs, rice, or oats, making it an economical choice during times of rationing.

1950s and 1960s: Meatloaf reached its peak of popularity in the mid-20th century, becoming a staple of American home cooking. The dish was often featured in cookbooks and advertisements, showcasing its versatility and ease of preparation.

Over time, meatloaf recipes have evolved with regional and personal preferences. Some variations include using different meats (beef, pork, veal, or a combination), adding vegetables, experimenting with various seasonings, and glazing with sauces.

 

Campus Dining recipe: Meatloaf

Ingredients:

Celery, chopped fine, 1 & 1/2 oz.
Yellow onions, chopped fine, 2 & 3/4 oz.
Ground beef, 2 lbs.
Eggs, 2 whole
Ketchup, 2 & 1/3 Tbsp.
Mustard, 2 3/8 tsp.
Worcestershire sauce, 1 1/8 tsp.
Italian seasoning, 5/8 tsp.
Bread crumbs, plain, 3 & 1/2 oz.
Kosher salt, 3/8 tsp.
Black pepper, 1/4 tsp.
Topping

Ketchup, 1 & 1/2 oz.
Water, 2 3/8 tsp.
Instructions

Preheat oven to 325 degrees.

Place ground beef in mixing bowl. Add eggs and combine.

Add ketchup (2 & 1/3 Tbsp.), mustard, Worcestershire sauce, Italian seasoning, onions, celery, breadcrumbs, salt, and pepper. Mix well to combine. Meatloaf should be firm. If mixture is not, add more bread crumbs.

Place meatloaf in a loaf pan. Make sure it is spread evenly.

Bake for about 45 minutes, uncovered. Remove from oven.

Combine ketchup (1 & 1/2 oz.) and water. Spread over meatloaf.

Return to oven for another 15-20 minutes, or until internal temperature reaches 155 degrees.

Let the meatloaf rest for 30 minutes prior to cutting.

Illinois

Spring Salad

Standards Indiana

 

 

Heartland for Hire

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Gorecki Sunday Brunch!

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

 

 

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