Keith Alexander Ashe
@lifeofkaashe.bsky.social
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📥 379
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AI Engineer, Python Enthusiast, Lean Six Sigma Black Belt |
https://udemy.com/course/pyforward
reposted by
Keith Alexander Ashe
Robert Reich
3 days ago
How come “How are you going to pay for it?” is never asked about endless war?
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Keith Alexander Ashe
POLITICO Europe
3 days ago
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...
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Keith Alexander Ashe
Carl Quintanilla
6 days ago
Cover of The Lancet:
@thelancet.com
www.thelancet.com/journals/lan...
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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
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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...
https://www.reuters.com/world/us-tariff-revenue-risk-supreme-court-ruling-tops-175-billion-penn-wharton-2026-02-20/?utm_source=Sailthru&utm_medium=Newsletter&utm_campaign=Reuters-Business&utm_term=022026&lctg=67f8372b674c88de450ee04f
13 days ago
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Keith Alexander Ashe
Norm Eisen
13 days ago
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
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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.
https://www.democracydefendersfund.org/prs/02.20.26-pr
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Keith Alexander Ashe
Carl Quintanilla
13 days ago
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."
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Start repeating yourself for better LLM results?
arxiv.org/pdf/2512.14982
#GenAI
#ChatGPT
#Prompt
#AI
#PromptEngineering
#PromptENG
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https://arxiv.org/pdf/2512.14982
14 days ago
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Keith Alexander Ashe
Robert Reich
18 days ago
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.
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Moltbot is a Warning
open.substack.com/pub/bigtechn...
via Substack
#GenAI
#AI
#Claude
#Anthropic
#ClawdBot
#Moltbot
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MoltBook Is A Warning
The AI social network was mostly roleplaying this time. What happens when it's not?
https://open.substack.com/pub/bigtechnology/p/moltbook-is-a-warning?utm_source=direct&r=z79q&utm_campaign=post-expanded-share&utm_medium=post%20viewer
26 days ago
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Keith Alexander Ashe
Christopher Webb
about 1 month ago
This make you uncomfortable? Good! Because this isn’t history, it’s reality and what ICE has normalized.
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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
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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
https://www.theguardian.com/us-news/2026/jan/27/five-year-old-girl-us-citizen-and-mother-deported-honduras
about 1 month ago
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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
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The Certifications Scam
Why data engineers collect certificates and do you really need one?
https://open.substack.com/pub/datagibberish/p/the-certifications-scam?utm_campaign=post-expanded-share&utm_medium=web
about 1 month ago
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This is America by Childish Gambino was prophetic. "This is a celly [cellphone] / it's a tool'"
about 1 month ago
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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
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Launching MaestroML
Enterprise Prediction at Scale
https://keithalexanderashe.substack.com/p/launching-maestroml
about 1 month ago
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Anthropomorphizing A.I. | Project Human Attributes on AI as We Ponder the Future of Work
keithalexanderashe.substack.com/p/anthropomo...
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Anthropomorphizing A.I.
Originally published on June 9, 2016 on Medium
https://keithalexanderashe.substack.com/p/anthropomorphizing-ai
about 1 month ago
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Learn to code in Python
www.udemy.com/course/pyfor...
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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.
https://www.udemy.com/course/pyforward/
about 2 months ago
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What Universe are the Data From: Normalstan or Eextremistan?
www.linkedin.com/posts/keitha...
#BlackSwan
#Risk
#Normal
#Gaussian
#PowerLaws
#Pareto
#Taleb
#Statistics
#DataAnalysis
about 2 months ago
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Successfully Adopting AI (Part II): The Ordinal Prime Way
www.linkedin.com/pulse/succes...
#AI
#GenAI
#Python
#Data
#AIAdoption
#DataAnalysis
#ML
#RPA
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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...
https://www.linkedin.com/pulse/successfully-adopting-ai-part-ii-ordinal-prime-way-ordinalprime-r4xje/
about 2 months ago
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Successfully Adopting AI (Part I): Insights from the MIT GenAI Study
keithalexanderashe.substack.com/p/successful...
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Successfully Adopting AI Part I
Insights from the MIT GenAI Study
https://keithalexanderashe.substack.com/p/successfully-adopting-ai-part-i
about 2 months ago
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Submit. The only way to win the game is not to play it.
add a skeleton here at some point
3 months ago
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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
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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.
https://fortune.com/2025/12/12/gen-z-giving-up-on-owning-home-spending-more-saving-less-working-less-risky-investments/
3 months ago
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Learn to Code with Python on Udemy
www.udemy.com/course/pyfor...
#Python
#Code
#Coding
#LearntoCode
#LearnPython
#AI
#DataAnalysis
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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.
https://www.udemy.com/course/pyforward/
3 months ago
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reposted by
Keith Alexander Ashe
Zohran Kwame Mamdani
3 months ago
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.
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Successfully Adopting AI
www.linkedin.com/pulse/succes...
#AI
#GenAI
#MIT
#AIProjects
#AIAdoption
#Copilot
#chatGPT
#OpenAI
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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.
https://www.linkedin.com/pulse/successfully-adopting-ai-part-i-insights-from-mit-genai-study-lzeze
3 months ago
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Keith Alexander Ashe
Robert Reich
4 months ago
81 years ago, FDR proposed a second Bill of Rights to guarantee every American the right to employment, healthcare, education, housing, and a living income. His words are as relevant now as they were then. Watch.
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Push it to the Limit | When Excel Hits Its Limit - Finance Professionals Use Python to Automate, Analyze, and Accelerate Performance
open.substack.com/pub/keithale...
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Push it to the Limit
When Excel Hits Its Limit - Finance Professionals Use Python to Automate, Analyze, and Accelerate Performance
https://open.substack.com/pub/keithalexanderashe/p/push-it-to-the-limit?r=z79q&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true
4 months ago
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Man vs. The Bear: The Real-Life Limits of ‘Unreasonable Hospitality’. Will Guidara's bestselling book and 'The Bear' have sent diners' expectations into overdrive, according to the owner of a Michelin-starred restaurant.
www.foodandwine.com/unreasonable...
via
@foodandwine.com
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I Own a Michelin-Starred Restaurant and This Book and 'The Bear' Ruined My Life
The owner of a Michelin-starred Brooklyn restaurant shares how 'The Bear' and Will Guidara's 'Unreasonable Hospitality' raised impossible expectations — and why small, thoughtful hospitality actually ...
https://www.foodandwine.com/unreasonable-guest-expectations-11841420
4 months ago
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Keith Alexander Ashe
Robert Reich
4 months ago
Meanwhile, CEOs make 280 times the typical worker today. The system is rigged.
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The world is a tough place; now, more than ever. Be a helper to those who need it. Start with just one act of kindness or just one person.
4 months ago
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Job cuts in October hit highest level for the month in 22 years, Challenger says
www.cnbc.com/2025/11/06/j...
via
@cnbc.com
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Job cuts in October hit highest level for the month in 22 years, Challenger says
Job cuts for October totaled 153,074, a 183% surge from September.
https://www.cnbc.com/2025/11/06/job-cuts-in-october-hit-highest-level-for-the-month-in-22-years-challenger-says.html
4 months ago
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Keith Alexander Ashe
Seth Abramson
4 months ago
What just happened tonight:
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Meal prep companies, can I see the food menu before signing up or selecting meal quantity??? 😑
4 months ago
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Keith Alexander Ashe
Barack Obama
4 months ago
More than 47 million Americans — including one in five children — don’t have reliable, affordable access to nutritious food. And as the cost of living skyrockets, more families are depending on SNAP benefits, or food stamps, to put food on the table.
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I am not big on celebrating Halloween but the holiday sound track SLAPS!!
4 months ago
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Keith Alexander Ashe
NPR
4 months ago
As November looms, states are trying to sort what options they can offer beneficiaries to fill the gap in food assistance. Reporters from the NPR Network are covering the impact of this potential lapse in states across the country.
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SNAP runs out of money Nov. 1. Here's what that means in your state
As November looms, states are trying to sort what options they can offer beneficiaries to fill the gap in food assistance. Reporters from the NPR Network are covering the impact of this potential lapse in states across the country.
https://n.pr/3X3VR0U
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Please be true 🙏🏾
add a skeleton here at some point
4 months ago
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Some evangelicals are "quietly quitting" Trump and MAGA
www.axios.com/2025/10/29/e...
via
@axios.com
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Some evangelicals are "quietly quitting" Trump and MAGA
The administration's immigration raids and cuts to humanitarian aid are among the factors.
https://www.axios.com/2025/10/29/evangelicals-quietly-quitting-trump-maga
4 months ago
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Keith Alexander Ashe
Kevin M. Kruse
4 months ago
I cannot believe there are still people in my mentions arguing that boycotting an election because the candidates aren’t addressing your issue is a way to get them to pay attention.
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Python Foundation goes ride or DEI, rejects government grant with strings attached. The Foundation says it won't compromise policy of inclusivity even if that cash would've really helped.
www.theregister.com/2025/10/27/p...
via
@theregister.com
#DEI
#Equity
#Inclusion
#Resist
#Diversity
#Python
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Python Foundation rejects $1.5M grant with no-DEI strings
: Foundation says it won't compromise policy of inclusivity even if that cash would've really helped
https://www.theregister.com/2025/10/27/python_foundation_abandons_15m_nsf/
4 months ago
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Keith Alexander Ashe
Carl Quintanilla
4 months ago
Damn.
@wsj.com
$UPS
www.wsj.com/business/log...
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Keith Alexander Ashe
Guillaume Dalle
4 months ago
I’m recruiting a postdoctoral researcher on a fully funded 2-year contract. The topic is developing and implementing new parallel graph algorithms, with applications to data-driven transportation and logistics. Details and application procedure below ⬇️ Reach out if you have any questions!
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https://acme-mobidec.github.io/assets/pdf/jobs/postdoc_graphs.pdf
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Keith Alexander Ashe
Phil Lewis
4 months ago
The government shutdown has put SNAP benefits at risk for millions of Americans. Travis Peters, an urban farmer in Detroit, is giving out free produce tomorrow 'If it's getting tight, my food is free. Don’t even sweat that'
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As SNAP benefits come under threat, a Detroit farmer is stepping up to help fill the void
The federal shutdown has put SNAP benefits at risk for millions of Americans. Urban farmers like Travis Peters are stepping up to ensure their communities can eat.
https://www.whatimreading.net/p/snap-benefits-under-threat-urban-farmers
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Amazon Plans to Cut 30,000 Corporate Jobs According to Reuters.
www.bloomberg.com/news/article...
via
@bloomberg.com
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Amazon Plans to Cut 30,000 Corporate Jobs, Reuters Reports
Amazon.com Inc. plans to cut 30,000 corporate jobs, according to Reuters, the latest in a series of layoffs the company has conducted in the past few years.
https://www.bloomberg.com/news/articles/2025-10-27/amazon-plans-to-cut-30-000-corporate-jobs-reuters-reports?srnd=homepage-americas
4 months ago
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Keith Alexander Ashe
Mark Hamill
4 months ago
I have a very bad feeling about this...
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The US Government is still shut down, Federal workers are working without pay and lining up at food banks, but Dear Leader tore down the West Wing to build a $300 M ballroom.
4 months ago
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Keith Alexander Ashe
Mueller, She Wrote
4 months ago
WOW: The White House says the president's MAIN PRIORITY is his BALLROOM. SNAP is ending. Subsidies for health care are gong to double and in some instances quadruple plan premiums. The government is shut down. The cost of living is through the roof. And his priority is his ballroom.
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Keith Alexander Ashe
Anil Dash
5 months ago
They won’t even give the movement a name as they did the Tea Party.
add a skeleton here at some point
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"It feels terrible." Federal worker's family tightens their belts as shutdown drags on
www.britannica.com/biography/Je...
via
@npr.org
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Jean-Baptist-Point Du Sable | Biography, Founder of Chicago, Fur Trader, & Facts | Britannica
Jean-Baptiste-Point Du Sable was a pioneer trader who founded the settlement that later became the city of Chicago.
https://www.britannica.com/biography/Jean-Baptist-Point-Du-Sable
5 months ago
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Keith Alexander Ashe
The Lincoln Project
5 months ago
Speaker Johnson: "People’s faith in the government is at an all time low" Republicans control all 3 branches of the government.
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Keith Alexander Ashe
Keith Boykin
5 months ago
Trump claimed that immigrants were “taking Black jobs,” but even after he deported 350,000 immigrants this year, 300,000 Black women lost their jobs. Black unemployment, overall, has soared to 7.5% under Trump, while white unemployment has dropped to 3.7%.
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Black Unemployment Is Surging Again. This Time Is Different.
https://www.nytimes.com/2025/10/12/business/economy/black-unemployment-federal-layoffs-diversity-initiatives.html?unlocked_article_code=1.s08.QMij.WLbca0yiIDI8&smid=nytcore-ios-share&referringSource=articleShare
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