The Time Test

If a class of students are allowed an hour to complete an essay test and one student completes her assignment before the time is up, she isn’t penalized, is she? The assignment was to write an essay, not merely to use the time. 

But what if using the time was the assignment? If a person is told to use an entire day profitably, but he becomes bored and diverted by mid-morning, wasting the balance of the day, then his speed is worthless.

The same is true when life is the task. To be finished with life before life has finished with us is to have failed to complete the assignment. 

18 Recent Articles about AI Fakes

Why people are using AI to fake disabilities like Down syndrome online – CBS News

The AI Slop Presidency – 404 media

An AI-created video of a murdered man is used to deliver a victim's statement at a killer's sentencing - BBC

In Battle Against AI-Powered Fraudsters, Colleges Turn to New Weapon – AI – Voice of San Diego

Deepfakes on trial: How judges are navigating AI evidence authentication -Reuters

The Age of Realtime Deepfake Fraud Is Here – 404 media

Reasoning models don't always say what they think - Anthropic

Is this AI or a journalist? Research reveals stylistic differences in news articles – Techxplore  

Nine Ways to Protect Yourself From ‘Impostor’ Voice Scams – Wall Street Journal

A deepfakes bill is flying through Congress. Critics say it’s flawed. – Washington Post

YouTube Turns Off Ad Revenue For Fake Movie Trailer Channels After Deadline Investigation – Deadline

AI Slop Is a Brute Force Attack on the Algorithms That Control Reality – 404 media

Russia seeds chatbots with lies. Any bad actor could game AI the same way. – Washington Post

Researchers raise red flag about AI-generated fake images in biomedical research – Medicalxpress

This ‘College Protester’ Isn’t Real. It’s an AI-Powered Undercover Bot for Cops – 404 media

Major deepfake porn site shuts down – NPR

7 Best Deepfake Detector Tools & Techniques (May 2025) – Unite AI               

Former school athletic director gets 4 months in jail in racist AI deepfake case – Associated Press

The Backfire Effect 

The backfire effect happens when the myth ends up becoming more memorable than the fact. One of the most striking examples of this was seen in a study evaluating a “Myths and Facts” flyer about flu vaccines. Immediately after reading the flyer, participants accurately remembered the facts as facts and the myths as myths. But just 30 minutes later this had been completely turned on its head, with the myths being much more likely to be remembered as “facts”.  The thinking is that merely mentioning the myths actually helps to reinforce them. And then as time passes you forget the context in which you heard the myth – in this case during a debunking – and are left with just the memory of the myth itself. 

Mark Lorch writing in Business Insider  

err in the direction of kindness

Below is part of a commencement speech given by George Saunder on May 11, 2013.

Accomplishment is unreliable. “Succeeding,” whatever that might mean to you, is hard, and the need to do so constantly renews itself (success is like a mountain that keeps growing ahead of you as you hike it), and there’s the very real danger that “succeeding” will take up your whole life, while the big questions go untended.

Since, according to me, your life is going to be a gradual process of becoming kinder and more loving: Hurry up. Speed it along. Start right now. There’s a confusion in each of us, a sickness, really: selfishness. But there’s also a cure. So be a good and proactive and even somewhat desperate patient on your own behalf — seek out the most efficacious anti-selfishness medicines, energetically, for the rest of your life.

Do all the other things, the ambitious things — travel, get rich, get famous, innovate, lead, fall in love, make and lose fortunes, swim naked in wild jungle rivers (after first having it tested for monkey poop) – but as you do, to the extent that you can, err in the direction of kindness

Do those things that incline you toward the big questions, and avoid the things that would reduce you and make you trivial. That luminous part of you that exists beyond personality — your soul, if you will — is as bright and shining as any that has ever been. Bright as Shakespeare’s, bright as Gandhi’s, bright as Mother Teresa’s. Clear away everything that keeps you separate from this secret luminous place. Believe it exists, come to know it better, nurture it, share its fruits tirelessly.

And someday, in 80 years, when you’re 100, and I’m 134, and we’re both so kind and loving we’re nearly unbearable, drop me a line, let me know how your life has been. I hope you will say: It has been so Wonderful.

If you are Graduating from College: 20 Tips for Job-Hunting Seniors

Ask yourself: Am I keeping myself physically, psychologically, and spiritually healthy? If the answer is ‘no’ then stop looking for new ways to feel guilty and allow yourself to breathe. Give time to self-care. Don’t pile more on top of yourself when you are already sliding backward. Secondly, are there members of your family in need of support? Make that your next priority.  

If those areas are in good shape, below are some steps to consider for the best career launch when the cloud lifts and you can move forward. Take them with a grain of salt. Avoid comparing yourself to others and ask what is reasonable for you to do, given your time and situation. Think of this as a “choose your adventure” exercise. Set attainable goals for a sense of control in a moment of change.

1. Update your resume: No mistakes, and it must be easy to scan. Have you included your social media? Every employer will check your social media and Google you. You should do that yourself. You’ll find more specific resume recommendations here

2. Speaking of social: Give yourself a social media makeover. Look for inappropriate or unfocused tweets, posts, and Instagram stories, then reconsider your privacy settings, clearly define your audience, etc. You’ll find makeover suggestions here. Don’t forget LinkedIn (if your industry uses it).

3. Reverse engineer your career: Look up jobs that interest you and see what’s missing from your resume or needs shoring up. What can you do now, before you leave school? What equipment do you have access to right now that you won’t have access to later? Perhaps there are holes in your knowledge of software commonly used in your field. Get up to speed on professional programs like Excel, InDesign, or Premiere Pro.

4. Gather all your supporting materials now so you aren’t scrambling when a prospective employee asks for various kinds of writing samples. Do you have recommendation letters, headshots, thank you notes, etc.? 

5. Work on your elevator pitch. Create a compelling speech about your professional life that lasts no more than 15 seconds. Pick up some ideas about this personal branding exercise here. Try your pitch on others for feedback. 

6. Create a list of job sites you will visit once a week. Start with Indeed and look for lists (often in social media) produced by groups dedicated to your industry. FYI: Your first job or two is not a lifelong commitment. Your path is likely to be circuitous. Aim at moving in the right general direction rather than getting there in one big leap.

7. Create Google alerts to bring you articles from Google News related to your industry by using keywords. Stay on top of the trends and barriers it faces.  Pro tip: Set a Google alert on your name, so you’ll know when someone has posted something about you online.

8. Try some mock interviews with friends. They can grab some typical questions off of the internet to throw at you. Better yet, Zoom it because your next job interview might be a video conference. Do you come across professionally? Flattering lighting? Easy to hear? Camera at eye level?

9. Are there contests offered by professional organizations in your field for which you could submit entries? Pick two or three of these organizations to join.

10. Be ready to answer in a job interview, “What new skills are you learning between semesters or during the self-quarantine of the pandemic?” Show that you use your time wisely.  

11. Develop more life skills. If you haven’t already done so, put effort into learning to cook, doing your own laundry, etc. Try Googling, “What college students should be able to do on their own.”

12. Educate yourself on your student loans. When are you supposed to start paying it off? Do You have deferral options?

13. Cut costs and budget. Where can you stop spending? If you don’t have a budget, make one—even if it is just a projected one. Know where your money is going. How much money can you spend on job hunting?

14. Work on a nonprofit. You can help others while developing your specialized skills in just a few hours a week.  

15. Read articles about job hunting. You’ll find many on my site Goforth Job Tips. Start with the career advice articles and move on to those about resumes and interviews.  

16. You’ll find a list of hundreds of “tech toolshere. Learn a few digital tricks to set yourself apart. Play around. See what’s out there that can make your life easier. A place to start: Pick a platform (like Wix) to create a website that will house projects you’ve completed showing what you can do.

17. While building a website, buy your own domain name. Mine is www.StephenGoforth.com. It’s easy to do at places like GoDaddy.  

18. Pick up some books (online or physical) and listen to some podcasts that either distract you for a few moments and fire your imagination or else educate you about your chosen field. Pro tip: connect with someone who does hiring in your industry and ask for reading/listening recommendations.  

19. Contact professionals for advice on what you should be doing. Don’t ask for a job—ask them to have a cup of coffee with you (by video conference, of course) and then ask questions and listen. Ask your professors who they would recommend you seek out—then ask the same question each time you finish having coffee with a pro.  

20. Attend webinars offered by professional groups in your field. Joining online events is a way to add a line to your resume while learning a few things.  

Finally, don’t try to take on everything at once. Focus on what you can do today; just that one step in front of you.

Stephen Goforth

AI Definitions: R

R - This open-source and widely supported scripting language is used by data scientists managing large, complex data sets. R is considered the best language to combine statistical computing with mathematics and graphics. It is particularly useful when creating AI applications such as computer vision, natural language processing, and predictive modeling.

More AI definitions here.

The superstar's weakest spot 

What's the simplest way to diminish the skills of a superstar talent (short of inflicting an injury)? What would be the surest method of ensuring that LeBron James started clinking jump shots, or that Yo-Yo Ma started fudging chords? The answer: don't let them practice for a month. Causing skill to evaporate doesn’t require chromosomal rejiggering or black-ops psychological maneuvers.

It only requires that you stop a skilled person from systematically firing his or her circuit for a mere 30 days. Their muscles won't have changed; their much vaunted genes and character will remain unaltered; but you will have touched their talent at the weakest spot in its armor.

Daniel Coyle, The Talent Code

Sharing photos may subtly change how we remember

When we’re hunting for the perfect Instagram shot, we’re not listening, we’re not smelling, we’re not always paying attention to the beautiful, complex minutiae that make up the moment.  

Powerful experiences in the real world are immersive and often engage all the senses. On your last vacation, can you remember what the wind felt like on your back? Do you remember what was going on internally: Were you thrilled, excited, or scared? When you look back on the Instagram photos from the trip, will you remember what a dinner tasted like, or just that it was pretty?  

Brian Resnick writing in Vox

26 Articles about AI & Politics

The Signal Clone the Trump Admin Uses Was Hacked - 404Media

Catholic leaders recoil from Trump’s sharing an AI-generated image of himself as Pope – Washington Post

DOGE put a college student in charge of using AI to rewrite regulations - Arstechnica

China Has an Army of Robots on Its Side in the Tariff War – New York Times 

AI Can’t Predict the Impact of Tariffs—but It Will Try – Wall Street Journal  

Linda McMahon confuses AI and A1 steak sauce – Quartz

Microsoft workers say they were fired for protesting Israel’s use of AI – ABC News

U.S. Tries to Crush China’s AI Ambitions With Chips Crackdown – Wall Street Journal

YouTube is supporting the ‘No Fakes Act’ targeting unauthorized AI replicas – The Verge

A deepfakes bill is flying through Congress. Critics say it’s flawed. – Washington Post  

What Is an AI Supercomputer and Why Is Trump Talking About It? - Wall Street Journal 

Trump signs executive order to boost U.S. coal industry, in part to fuel artificial intelligence – NBC News  

Musk's DOGE using AI to snoop on U.S. federal workers, sources say – Reuters

Major publishers call on the US government to ‘Stop AI Theft’ – The Verge

China makes AI education mandatory in schools starting September 1, 2025 – Asaase Radio 

Africa’s AI ambitions take the spotlight in Rwanda – Semafor  

Kids are talking to ‘AI companions.’ Lawmakers want to regulate that. - Washington Post  

Emboldened by Trump, A.I. Companies Lobby for Fewer Rules – New York Times

State Dept. to use AI to revoke visas of foreign students who appear "pro-Hamas" – Axios  

The Government Knows A.G.I. is Coming - New York Times

DOGE is using AI the wrong way – The Hill

Trump Administration Wants ‘AI Dominance’ But Lays Siege to Key Grant Agency - Chronicle of Higher Ed 

What I’m Hearing in China This Week About Our Shared Future - New York Times

Trump’s early actions imperil efforts to improve AI’s performance in medicine – Stat News

A Disaster for American Innovation The Trump administration is jeopardizing the AI boom – The Atlantic

Reports: US losing edge in AI talent pool - Semafor

AI disruption

Saying you played around with AI a year ago and weren’t impressed is like judging this year’s Tesla models based on having studied a Ford Model T. Even if AI development plateaued at the level of the current models, “We would have a decade of major changes across entire professions & industries (medicine, law, education, coding …) as we figure out how to actually use it. AI disruption is baked in.” No one I’ve spoken to in the industry seems to think AI will plateau where it is now. -Megan McArdle writing in The Washington Post

18 Articles about Relationships with AI

Instagram's AI Chatbots Lie About Being Licensed Therapists - 404Media

Romance Without Risk: The Allure of AI Relationships – Psychology Today

These autistic people struggled to make sense of others. Then they found AI. – Washington Post  

Kids should avoid AI companion bots—under force of law, assessment says – Calmatters

Meta’s ‘Digital Companions’ Will Talk Sex With Users—Even Children – Wall Street Journal

Mother feeling lonely? Pay for an AI app to give her a call – The Times 

Students, early career workers use ChatGPT as a mentor – Axios

Tinder lets you flirt with AI characters. Three of them dumped me. – Washington Post  

This Therapist Helped Clients Feel Better. It Was A.I. – New York Times 

Can AI be your therapist? Experts disagree – Axios  

Randomized Trial of a Generative AI Chatbot for Mental Health Treatment  - NEJM AI  

Kids are talking to ‘AI companions.’ Lawmakers want to regulate that. – Washington Post   

Your A.I. Lover Will Change You – New Yorker 

AI ‘wingmen’ bots to write profiles and flirt on dating apps – The Guardian  

An AI companion site is hosting sexually charged conversations with underage celebrity bots – MIT Tech Review

An AI-powered wellbeing companion for teens - Wall Street Journal

In a showdown of psychotherapists vs. ChatGPT, the latter wins, new study finds – Fortune  

How Good Is ChatGPT at Giving Life Advice, Really? – SELF  

AI companions unsafe for teens under 18, researchers say - Mashable 

People are losing loved ones to AI-fueled spiritual fantasies – Rolling Stones

An AI-powered Mathematical Future

A group of mathematicians are now starting to examine what an AI-powered mathematical future might look like, and how it will change what they value. In such a future, instead of spending most of their time proving theorems, mathematicians will play the role of critic, translator, conductor, experimentalist. Mathematics might draw closer to laboratory sciences, or even to the arts and humanities.  Imagining how AI will transform mathematics isn’t just an exercise in preparation. It has forced mathematicians to reckon with what mathematics really is at its core, and what it’s for. - Jordana Cepelewicz writing in Quanta Magazine