Freedom's enduring strength lies in its evolution. Amendments reflect a growing decency, ensuring fairness for all. #Amendments #Fairness #EvolvingFreedom

2026 Libra New Moon: Fairness Rebuilds Broken Trust #LibraNewMoon #Fairness #Trust

I´ve seen myself and others question or complain about certain government policies, while we also have the emotional maturity and decency to give credit where credit is due. #Balance #Fairness #Authenticity

The Commission has concluded that #Poland 's plan to support the extension of capacity of a factory of truck producer #MAN Trucks in the Małopolskie region is not in line with EU #Stateaid rules. Therefore, Poland cannot disburse the aid. ec.europa.eu/commission/p... #competition #fairness #trucks

When flood cover becomes unaffordable or unavailable, the water doesn't stop at the policy boundary; families and taxpayers inherit the risk. Who should carry a cost no household chose alone? #ClimateRisk #Fairness

Do poor people hate rich people?

“Politics of envy” is one of those explanations we hear so often it barely sounds like a theory anymore when it comes to inequality.

So I looked at what the experiments actually say.

youtu.be/mt0jf2VdCdQ

#inequality #behaviouraleconomics #fairness

#Precerpt (#book #excerpt prior to publication) from Raising #God's Rainbow Makers - The Beginnings of an #Advocate

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#advocacy #fairness #equality #dignitiy #justice

A detector score can raise a question; it cannot carry the burden of proof alone. When suspicion arrives automated, dignity depends on a real chance to answer. #Education #Fairness

When competing landlords use shared pricing tools, “the market” may be less natural than it sounds. A rent recommendation can carry the weight of coordination. #Housing #Fairness

Telluride extreme wealth, entitled & bitchy. Bracketed by a ton of folks serving them & struggling to get by. It’s indecent. #equality #fairness #compassion #gratitude #humility

When two riders see different prices for the same route, “dynamic pricing” can hide who benefits. If drivers can't see the math either, whose market is it? #GigWork #Fairness

Thank you, #DeanWithers.
We urgently need comprehensive #immigrationreform so that no president has unchecked authority over the lives and rights of #migrants.
They are #humanbeings who deserve to be treated with
#dignity, #fairness, and due process. 👍
#Elections2026
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Départager de la chatte

Départager signifie faire un choix entre plusieurs options ou personnes, souvent dans un contexte de compétition ou de décision. #Choi #Competition #Decisif #Options #Fairness

New #TMLR-Paper-with-Video:

GraphGini: Fostering Individual and Group Fairness in Graph Neural Networks

Anuj Kumar Sirohi, Anjali Gupta, Sandeep Kumar, Amitabha Bagchi, Sayan Ranu

https://tmlr.infinite-conf.org/paper_pages/IEVGBI9MiL

#graphgini #fairness #networks

#FIRE #EMBLEM 18
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1916
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#PAYCHECK #FAIRNESS #ACT
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#COUNTRY #SQUIRE
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When fairness is lost, trust becomes deception.

#DrikMind #Fairness #Trust #Deception #Contract

Today we celebrate the anniversary of the #HumanRightsAct. More than a legal milestone, it is a practical tool that helps ordinary people live with #dignity, #fairness and #security.

If a detector’s probability score can trigger a cheating accusation, students are asked to prove a negative about their own voice. Suspicion is not evidence. #Education #Fairness

A price tuned to your browsing history turns privacy into bargaining power for the seller. If the same item costs different people different amounts, what does “fair price” mean? #Privacy #Fairness