Joey Van Winkle

USAF Vet 🇺🇸 / Aspiring Catholic 🇻🇦

[Phairy Megan @tadgh_dc]

“White men are leaving the workforce”

[How To Prompt @HowToPrompt__]

Researchers proved every major LLM is secretly biased against men.

And they finally figured out why.

They tested a 13 of the most popular LLMs and found that they exhibit a statistically significant, negative sentiment toward men in various contexts.

They ran an experiment by taking statements and altering only the speaker's gender presentation (Neutral, Male, or Female).

The goal was to test whether an AI’s judgment changes based solely on gender.

The findings completely expose the hidden flaws in automated systems.

Every single model exhibited gender sensitivity.

Between 10% and 35% of statements received completely inconsistent truth labels across the different gender variants solely because of how the speaker was presented.

When researchers compared Male and Female variants, flip rates hit up to 23.6%.

The AI changed its mind on whether a statement was true or false based entirely on the gender of the person who said it.

Two primary bias patterns emerged:

• Instability: Wildly inconsistent judgments on identical facts.
• Directionality: Systematic favoritism.

The strongest directional effects revealed a clear "male-skeptic" pattern.

When identical claims were attributed to male personas, the models were systematically harsher, more skeptical, and quicker to flag statements as misinformation compared to neutral or female variants.

AI is rapidly being deployed to automate content moderation, compliance, and fact-checking at scale.

If the underlying engine is quietly biased against specific demographic groups, you aren't deploying objective code.

You're automating systemic prejudice.

[Prello @DPrello]

Black people are only 13% of the population. They pay 6% of taxes but collect 32% of the welfare. we’ve been paying reparations already.

[Joey Van Winkle @JoeyVWinks]

@JamesLucasIT Feels like that world is further away, might as well be 1845

[Stephen Moore @StephenMoore]

Americans now pay more in taxes than they spend on food, clothing, and shelter combined.

Think about that.

Government has become so big and bloated that taxes cost more than life's basic necessities. Every American taxpayer should be outraged.

[Eyal Yakoby @EYakoby]

The new Democrat nominee for Senate in Michigan.

Are you paying attention yet?

[Peter St Onge, Ph.D. @profstonge]

One reason single women like high taxes is they don't pay them 🤔

[Joey Van Winkle @JoeyVWinks]

@The_JBS @grok what could I read for more information?

[The Rabbit Hole @TheRabbitHole]

Milton Friedman on Freedom and Equality

[Victims of Communism @VoCommunism]

Winston Churchill understood the threat of socialism, communism, and the ideas of Marx.

[Fox News @FoxNews]

Did taxpayers spend billions covering people who weren't even eligible for Obamacare?

A new study claims nearly half of those enrolled in Obamacare in 2024, roughly 9 million people, may not have qualified under federal eligibility rules.

According to the Paragon Health Institute, millions receiving subsidized coverage earn too much to qualify or are not legally present in the U.S., as pandemic-era policies helped supercharge the issue.

The report estimates Obamacare fraud costs taxpayers as much as $32 billion a year. It says California and New York are among the states facing the biggest issues, with up to 62% of enrollees in California possibly being ineligible.

The findings are expected to add fuel to the debate on Capitol Hill over oversight of the program, with a hearing on it set for this week.

[Spencer Pratt @spencerpratt]

God Bless America

[Joey Van Winkle @JoeyVWinks]

@jessegenet @theisabelb love to get your take

[Joey Van Winkle @JoeyVWinks]

@RealBrittHughes NIMBYs, all fun and games until it's your mailbox lol

[🧬Maxpein🧬 @maximumpain333]

THE PROFESSOR WHO DESTROYED THE THEORY OF EVOLUTION.

[Joey Van Winkle @JoeyVWinks]

@AmandaPresto What's a good response if a child compares their screen time to a peer?

[Joey Van Winkle @JoeyVWinks]

@mattvanswol @nicksortor @RepMTG @mtgreenee Can these H1-B visa holders also register to vote and for benefits?

[Joey Van Winkle @JoeyVWinks]

@mattvanswol @ScottPresler The liberal echo chamber is impenetrable. Nobody I know in VA had an understanding of Jay Jones' texts. I did see Sears' ads, but they didn't really explain the issue and it wasn't covered by most outlets/TikTok.

[Joey Van Winkle @JoeyVWinks]

@krystalball Horrendous take

[Karoline Leavitt @PressSec]

Presidential Message on the Feast of Saint Michael the Archangel

https://t.co/2GfgzaGPh9