Keith Alexander Ashe

The response when progressive policies that help millions of people are proposed...

"How will you pay for it?"

The response when the richest 1% ask for tax cuts, or banks ask for bailouts, or defense contractors ask for more contracts...

"How much do you need?"

It doesn't have to be this way.

I guess WAR is hard like AFFORDABILITY--ready for another distraction???

How come “How are you going to pay for it?” is never asked about endless war?

Following the U.S.-Israeli attacks on Iran on Saturday, oil and gas shipments largely stopped flowing out of the Persian Gulf.

Here's what it means for Europe.

🔗 www.politico.eu/article/euro...

Cover of The Lancet:

@thelancet.com
www.thelancet.com/journals/lan...

Exclusive: Supreme Court tariff ruling makes over $175 billion in US revenue subject to refunds, Penn-Wharton estimates More than $175 billion in U.S. tariff collections are subject to potential refunds after the U.S. Supreme Court on Friday struck down President Donald Trump's broad emergency tariffs, Penn-Wharton Bud...

Exclusive: Supreme Court tariff ruling makes over $175 billion in US revenue subject to refunds, Penn-Wharton estimates www.reuters.com/world/us-tar... via @reuters.com #SCOTUS #Tariff #Tariffs

SUPREME COURT DECISION ON TARIFFS REINFORCES SEPARATION OF POWERS AND THE RULE OF LAW Amb. Norm Eisen (ret.), Executive Chair of Democracy Defenders Fund, issued the following statement in response to the Supreme Court’s decision on the Trump administration’s tariffs.

BREAKING: Trump's tariffs = illegal!

IEEPA provides limited authority to respond to unusual & extraordinary threats

Routine trade deficits and disagreements don't qualify-the Court smacked it down

Article I & rule of law stands! -TN

CAPITAL ECON:

".. Trump will turn to Section 122 .. But Section 122 is pretty restrictive – capping the maximum tariff rate at 15% and .. must also be non-discriminatory,' i.e. one tariff rate for everyone, meaning that Trump will no longer be able to honour many of the 'deals' he has negotiated."

Start repeating yourself for better LLM results? arxiv.org/pdf/2512.14982
#GenAI #ChatGPT #Prompt #AI #PromptEngineering #PromptENG

If this country was truly “pro-life,” we would have Medicare for All, a Green New Deal, gun reform, universal child care, and a living wage.

The right-wing agenda isn’t about “life.”

It’s about control.

MoltBook Is A Warning The AI social network was mostly roleplaying this time. What happens when it's not?

Moltbot is a Warning open.substack.com/pub/bigtechn... via Substack #GenAI #AI #Claude #Anthropic #ClawdBot #Moltbot

This make you uncomfortable? Good! Because this isn’t history, it’s reality and what ICE has normalized.

Five-year-old deported to Honduras despite being US citizen is latest child victim of Trump crackdown Mother whose visa application was pending says she will send girl back to US soon accompanied by another relative

Five-year-old deported to Honduras despite being US citizen is latest child victim of Trump crackdown. Mother whose visa application was pending says she will send girl back to US soon accompanied by another relative. www.theguardian.com/us-news/2026... via @theguardian.com

The Certifications Scam Why data engineers collect certificates and do you really need one?

The Certifications Scam. Why data engineers collect certificates and do you really need one. open.substack.com/pub/datagibb... by @ivanovyordan.com #Work #FutureOfWork #Certs #Certificates #Training #ProofOfWork #ShowYourWork #Git #Github #Data #DataEng #DataEngineering

This is America by Childish Gambino was prophetic. "This is a celly [cellphone] / it's a tool'"

Launching MaestroML Enterprise Prediction at Scale

Launching MaestroML - Enterprise Prediction at Scale API. Big data analytics. Designed for developers. Single or batch time series forecasting. keithalexanderashe.substack.com/p/launching-... #API #REstAPI #RESTfulAPI #GenAI #ML #MachineLearning #TimeSeries #Forecast #Estimate #Predict #Prediction

Anthropomorphizing A.I. Originally published on June 9, 2016 on Medium

Anthropomorphizing A.I. | Project Human Attributes on AI as We Ponder the Future of Work keithalexanderashe.substack.com/p/anthropomo...

PyForward - Python Data Analysis with Pandas and NumPy Learn how to automate manual processes, analyze big data, and best practices with data analysis and statistics.

Learn to code in Python
www.udemy.com/course/pyfor...

What Universe are the Data From: Normalstan or Eextremistan? www.linkedin.com/posts/keitha...
#BlackSwan #Risk #Normal #Gaussian #PowerLaws #Pareto #Taleb #Statistics #DataAnalysis

Successfully Adopting AI (Part II) - The Ordinal Prime Way In Part I of Successfully Adopting AI, I unpacked why most AI initiatives fail according to a popular MIT GenAI study — and why the small minority that succeed focus less on models and more on learnin...

Successfully Adopting AI (Part II): The Ordinal Prime Way www.linkedin.com/pulse/succes... #AI #GenAI #Python #Data #AIAdoption #DataAnalysis #ML #RPA

Successfully Adopting AI Part I Insights from the MIT GenAI Study

Successfully Adopting AI (Part I): Insights from the MIT GenAI Study keithalexanderashe.substack.com/p/successful...

Hmmm. Sounds like we need to bring back the tariff table and definitely keep the island with only penguins on it. 😑

Stop hitting yourself? 🤖

Submit. The only way to win the game is not to play it.

Gen Zers are defiantly ‘giving up’ on ever owning a home and are spending more than saving, working less, and making risky investments, study shows | Fortune Young people are crossing a “threshold” into dangerous financial territory.

Gen Z is defiantly ‘giving up’ on ever owning a home and is spending more than saving, working less, and making risky investments, study shows fortune.com/2025/12/12/g... via @fortune.com

DEI was NOT a hiring policy and hiring quotas were associated with affirmative action which was struck down by the US Supreme Court.

The paper clip knew when to go away...

PyForward - Python Data Analysis with Pandas and NumPy Learn how to automate manual processes, analyze big data, and best practices with data analysis and statistics.

Learn to Code with Python on Udemy www.udemy.com/course/pyfor... #Python #Code #Coding #LearntoCode #LearnPython #AI #DataAnalysis

It’s been two weeks since ICE took Yuanxin Zheng from his father. He is six years old. He’s still not home. This has to end.

Successfully Adopting AI Part I : Insights from the MIT GenAI Study A recent MIT GenAI study made waves by claiming “95% of AI projects fail to produce positive ROI.” Social media ran with the stat — but the real value isn’t in the 95% — it’s in the 5% that succeeded.

Successfully Adopting AI www.linkedin.com/pulse/succes... #AI #GenAI #MIT #AIProjects #AIAdoption #Copilot #chatGPT #OpenAI