Unchecked AI-generated Code

Unchecked AI-generated code can massively amplify technical debt, the hidden problems that make software brittle and costly to maintain.  Many early vibe-coded projects look good on the surface (“it works, ship it!”) but hide a minefield of issues: no error handling, poor performance, questionable security practices, and logically brittle code. - Addy Osmani writing on Elevate

Instructors Using AI Get Student Pushback

"Students are complaining on sites like Rate My Professors about their instructors’ overreliance on A.I. and scrutinizing course materials for words ChatGPT tends to overuse, like 'crucial' and 'delve.' In addition to calling out hypocrisy, they make a financial argument: They are paying, often quite a lot, to be taught by humans, not an algorithm that they, too, could consult for free." -New York Times

Deep Practice

Deep practice feels a bit like exploring a dark and unfamiliar room. You start slowly, you bump into furniture, stop, think, and start again. Slowly, and a little painfully, you explore the space over and over, attending to errors, extending your reach into the room a bit further each time, building a mental map until you can move through it quickly intuitively. the instinct to slow down and break skills into their components is universal.  

We heard it a billion times while we were growing up, from parents and coaches who echoed the old refrain “Just take it one step at a time.” But what I didn't understand until I visited the talent hotbeds was just how effective that simple, intuitive strategy could be.  

In the talent hotbeds I visited, the chunking takes place in three dimensions. First, the participants look at the task as a whole—as one big chunk, the megacircuit. Second, they divide it into its smallest possible chucks. Third, they play with time, slowing the action down, then speeding it up, to learn its inner architecture.

People in the hotbeds deep-practice the same way a good movie director approaches a scene—one instant panning back to show the landscape, The next zooming in to examine a bug crawling on a leaf in slo-mo.

Daniel Coyle, The Talent Code

Mathematics may shift to more closely resemble the humanities because of AI

Perhaps mathematicians will spend most of their time trying to understand the proofs the AI system generates. Mark Kisin, a mathematician at Harvard University, foresees the field shifting to more closely resemble the humanities. “If you look at a typical English department at a university, it’s not usually staffed by people who write literature,” he said. “It’s staffed by people who critique literature.” Similarly, he said, mathematicians might assume the role of critics who closely analyze AI proofs and then teach them in seminars. Ronen Eldan, a mathematician who recently left the Weizmann Institute of Science for OpenAI, recalls a conversation in which another mathematician predicted that “mathematicians will be like pianists today,” he said. “They don’t play their own compositions, but people still come to hear them.” It will in some sense be the end of research mathematics as it’s currently practiced,” Daniel Litt of the University of Toronto said. “But that doesn’t mean it will be the end of mathematicians.” - Jordana Cepelewicz writing in Quanta Magazine

Straight A’s won’t matter in real life

When I was in college, I obsessed over getting straight A’s, said Adam Grant. Now that I’m a professor, “I watch in dismay” when I see students joining the same “cult of perfectionism.” They think straight A’s will provide entrée to elite graduate schools and prestigious careers. The evidence, however, says otherwise. Research across industries shows that while there’s a modest correlation between grades and job performance the first year out of college, after a few years, the difference is “trivial.” Why? “Getting straight A’s requires conformity. Having an influential career demands originality.” While straight-A students are locked in their dorm rooms or library pursuing “meaningless perfection,” their peers are developing skills that aren’t captured by grades: “creativity, leadership, and teamwork skills and social, emotional, and political intelligence.” Real career success doesn’t come from “finding the right solution to a problem—it’s more about finding the right problem to solve.” In high school Steve Jobs pulled a 2.65 GPA, J.K. Rowling had a C average at Exeter, and Martin Luther King Jr. managed only one A in four years at Morehouse College. This tells us that “underachieving in school can prepare you to overachieve in life.”

Adam Grant writing in The New York Times (as quoted in The Week Magazine

29 Recent Articles about AI & Teaching

Your Students Need an AI-Aware Professor - Chronicle of Higher Ed 

Will the Humanities Survive Artificial Intelligence? – The New Yorker

As ChatGPT scores B- in engineering, professors scramble to update courses – The Registrar

How Miami Schools Are Leading 100,000 Students Into the A.I. Future – New York Times

The effect of ChatGPT on students’ learning performance, learning perception, and higher-order thinking: insights from a meta-analysis – Nature  

Teaching journalism students generative AI: why I switched to an “AI diary” this semester – Online Journalism Blog

The Professors Are Using ChatGPT, and Some Students Aren’t Happy About It – New York Times

Everyone Is Cheating Their Way Through College – New York Magazine

AI-Aware Teaching Examples - Annette Vee Blog

I'd rather read the prompt – Clayton Ramsey  

Is AI Enhancing Education or Replacing It? – Chronicle of Higher Ed 

Draft executive order outlines plan to integrate AI into K-12 schools – Washington Post  

As ‘Bot’ Students Continue to Flood In, Community Colleges Struggle to Respond – Voice of San Diego  

Teachers warn AI is impacting students' critical thinking - Axios

Business schools ease their resistance to AI – Financial Times

A Shortcut or a Level Up? Harvard Faculty Debate Generative AI in Academia – The Crimson

AI-Powered Teaching: Practical Tools for Community College Faculty – Faculty Focus

California college professors have mixed views on AI in the classroom – Ed Source

Here's how AI has changed the way Penn faculty grade, teach courses – The Daily Pennsylvanian  

Here’s how Carolina faculty use AI – University of North Carolina  

Introducing Claude for Education – Anthropic

Teachers Worry About Students Using A.I. But They Love It for Themselves. – New York Times

Teachers warn AI is impacting students' critical thinking – Axios  

Preparing science educators to use and teach AI in the classroom – National Science Foundation

Educators seek to combat AI challenges in the classroom – The Hill 

AI works best in the classroom with professor guidance, researchers found – EdScoop 

What Can College Instructors Offer Their Students in the Age of AI? - Faculty Focus 

What's the Future for AI-Free Learning Spaces? - Jason Gulya Blog

What’s Your AI Policy? Communicate your guidelines clearly and talk about them with students  - Annette Vee Blog

Grammarly Offering Authorship Tool

Grammarly has created a new authorship tool. It tracks the writing process, showing where text is typed into a document or pasted, as well as which parts of a document are created or modified with AI. When the paper is complete, a report is generated, which students can show teachers if there is any question about the source of their work. -Wall Street Journal 

22 Articles about AI & the Creative Arts

A New Report Takes On the Future of News and Search: AI’s impact on platforms and publishers – Columbia Journalism Review

How generative AI is playing out in the media industry – Computer Weekly

Fake movie trailers were an art form. Then came the AI slop. – Washington Post

Oscars OK the Use of A.I., With Caveats – New York Times

An AI is going to art school — and might earn a diploma. Meet Flynn. – Washington Post  

YouTube rolls out a free AI music-making tool for creators – TechCrunch

Design for the AI age – Linear

The artifact isn’t the art: Rethinking creativity in the age of AI – Free Think

ChatGPT’s Studio Ghibli tool says goodbye to creativity - The Washington Post  

The world's first AI product creation platform – Arcade AI  

The Designer as Conductor in the Age of AI – Francesco Bertelli writing in Medium 

Controversial AI-generated art exhibition takes Oregon campus by storm – Daily Emerald  

An update to ChatGPT made it easy to simulate Hayao Miyazaki’s style of animation, which has flooded social media with memes. – New York Times

New York’s longest-running play offers AI-powered live translations to attract new audiences – Semafor 

Evaluating Co-Creativity Between LLMs and Humans in the Generation of Humor – Arxiv

10 Ways Generative AI is Redefining Creativity in 2025 – Analytics Insights

Celine Dion warns fans to beware of fake, AI-generated songs appearing online – CNN

Exploring how User Experience will evolve with the growth of Artificial Intelligence. – Shape of AI

We need to start focusing on AX or “agent experience” -  Jim Nielsen Blog

Sony is experimenting with AI-powered PlayStation characters – The Verge

AI's creative block – Axios

Approaching AI in Your Career

Other than mastering AI, I suggest leaning into the parts of your job that involve your physical presence and human relationships and away from the parts that involve analysis of large datasets or bodies of text. While you’re using these news tools — figuring out what machines can do and what you can do that they can’t — you should stop to enjoy the new functions, rather than simply assessing the threat.  -Megan McArdle writing in the Washington Post

18 Webinars this Week about AI, Journalism & Media

Mon, May 19 - Covering civil unrest

What: Learn tips on situational awareness, protective gear and positioning that can help you reduce the chances of arrest, assaults and injury on the job.  We'll discuss preparation before an event, how best to respond to active shooters and stampedes, and building solidarity among media groups and legal defenses. 

Who: Judith Matloff, senior adviser for safety training at the Dart Center for Journalism and Trauma

When: 2 pm, Eastern

Where: Zoom

Cost: Free to members

Sponsor: Investigative Reporters & Editors

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Mon, May 19 - Is AI the Cure for FOIA Frustration?

What: A discussion of AI and FOIA. The pros and cons of integrating  AI in the records requesting process and how journalists can use AI as a tool.

Who: Axel Ebermann, President New York Coalition for Open Government; Irwin McCullough, Co-Founder· FOIA Friend, James Mae, Moderator.

When: 6 pm, Eastern

Where: Zoom

Cost: Free

Sponsor: Society of Professional Journalists, Wash., D.C. Pro Chapter

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Tue, May 20 - AI use now and the future of being human

Who: Lee Rainie, director of the Imagining the Digital Future Center at Elon University.  

When: 11 am, Eastern

Where: Zoom

Cost: Free

Sponsor: USC Annenberg Center on Communication Leadership and Policy

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Tue, May 20 - The SPLASH Method & How To Use It To Create World Class Content

What: So much content is painfully boring. We're on a mission to break the boring out of B2B content. It starts here, with the SPLASH Method. The way to check your content for stand out properties and promotion that will let it sing and dance.

Who: Ollie Whitfield Partner, Slingshot Content.

When: 12 pm, Eastern

Where: Zoom

Cost: Free

Sponsor: Training Magazine Network

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Tue, May 20 - Disinformation in Society Report 

What: A new study by the IPR and Leger finds that concerns about disinformation in the US have returned to their highest levels since 2021, with 70% of Americans as a “major” problem, on par with issues like illegal drug use, hunger/poverty, and federal spending​.  The 5th edition of the Disinformation in Society Report surveyed 2,000 adults to assess what sources they trust the most, how Americans perceive false or misleading information, who they hold responsible for spreading it, and what actions they believe are necessary to combat it.

Who: Tima McCorkindale, President & CEO of the Institute for Public Relations; Dave Scholz, Chief Strategy Officer, Leger.

When: 12 pm, Eastern

Where: Zoom

Cost: Free

Sponsor: Institute for Public Relations

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Tue, May 20 - Leveraging AI to Streamline Operations for Nonprofits

What: Explore how AI tools can enhance operational efficiency for nonprofits. Learn practical strategies for automating repetitive tasks, optimizing resource allocation, and driving organizational impact. Gain actionable insights into implementing AI solutions tailored to nonprofit needs.

Who: Kyle Barkins, Tapp Network Co-Founder; Zach Patton, Tapp Network, HubSpot Solutions Manager.

When: 1 pm, Eastern

Where: Zoom

Cost: Free

Sponsor: TechSoup

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Tue, May 20 - Technology and Evolving Research Practices in the Humanities

What: How can research tools like the MLA International Bibliography help academic researchers find not only credible and up-to-date sources but also materials that help push the boundaries of scholarship? Featuring teaching faculty, library instructors, and research service leaders, this webinar will examine how new technology and AI tools are influencing research practices in the humanities. Attendees can expect an overview of current technology impacts and strategies for how to guide patrons through this changing scholarly environment.

Who: Elizabeth Brookbank, Instruction Librarian and Professor, Western Oregon University; Ellen Carillo, Professor, English and Writing Coordinator, University of Connecticut; Leo Flores, Chair, English Department, Appalachian State University; Nhora Lucía, Serrano Director, Academic Technology, Teaching & Research Services Hamilton College; Angela Gibson, Senior Director, Operational Strategy Modern Language Association.

When: 2 pm, Eastern

Where: Zoom

Cost: Free

Sponsor: The Modern Language Association

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Tue & Wed, May 20 & 21- Social Media Boot Camp

What: Practical tips and tools for extending your cause and mission via social media. We cover the basics of using social media for your nonprofit organization and give you handy tips for the most useful social media platforms for nonprofits.

Who: Kiersten Hill, the driving force behind Firespring’s nonprofit solutions and an inspiration to organizations nationwide.

When: 3 pm, Eastern

Where: Zoom

Cost: Free

Sponsor: Firespring

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Wed, May 21 - AI Variety Pack: Perplexity, Claude & DeepSeek

What: Explore the rapidly evolving world of AI tools in this dynamic session featuring Perplexity, Claude, and DeepSeek. Whether you're a curious beginner or a seasoned tech enthusiast, this event will showcase the strengths, use cases, and unique capabilities of each platform. Join us for live demos, real-world applications, and a discussion on how these tools can boost productivity, creativity, and research.

Who: Tim Daniel Coach & Instructor Widener SBDC.

When: 12 pm, Eastern

Where: Zoom

Cost: Free

Sponsor: Small Business Development Center, Widener University

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Wed, May 21 - Guiding AI Policy in Schools: An Ethical and Systems Thinking Approach 

What: This webinar offers a practical introduction to two essential frameworks: values-based ethical decision making and systems thinking. Attendees will explore a model for ethical reasoning grounded in school values such as equity, curiosity, and integrity—designed to support thoughtful decision making around AI use.

Who: Karen Rezach, Director of The Ethics Institute, Kent Place School (NJ); Lisa Yokana, Co-Founder and COO, Next World Learning Lab.

When: 2 pm, Eastern

Where: Zoom

Cost: Free

Sponsor: The Ethics Institute at Kent Place School

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Wed, May 21 - AI for Nonprofits, Part 1: Unlock Generative AI and Microsoft 365 Copilot for Impact

What:  An engaging and insightful two-part webinar series, where we will dive into the essentials of generative AI, address key AI concerns, and demonstrate how nonprofits can benefit from using Microsoft’s AI assistant, Copilot, to achieve their goals.

Who: Joshua Peskay, RoundTable Technology; Kim Snyder RoundTable Technology, VP of Data Strategy.

When: 2:30 pm, Eastern

Where: Zoom

Cost: Free

Sponsor: TechSoup

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Wed, May 21 - Covering Mental Health Responsibly: Reducing the Risk of Suicide

What: This session will also explore an understanding of suicide and the unique mental health challenges faced by Latino/a/e communities, specifically their risk of suicide and the compounded stressors these individuals face. The experts will address best practices for journalists to effectively cover suicide with story elements and framing that are known to minimize the risk of suicide contagion.

Who: Maria de los Angeles Corral, Vice president of public relations at the American Foundation for Suicide Prevention; Rebecca Ruiz, Senior reporter at Mashable.

When: 5 pm, Eastern

Where: Zoom

Cost: Free to members

Sponsor: National Association of Hispanic Journalists & the American Foundation for Suicide Prevention

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Wed, May 21 - Tech Tools for Journalists

What: Join us as we navigate AI in journalism. Our expert panelists will discuss the pros and cons, ethical standards in reporting, and much more!

When: 6:30 pm, Eastern

Where: Zoom

Cost: Free

Sponsor: Society of Professional Journalists

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Thu, May 22 - The mental health impact of climate reporting

What: A presentation of the preliminary findings from research into the impact of climate change reporting on the wellbeing of journalists.  Then, a panel discussion will look at the implications of the research on newsrooms and reporters with two journalists and members of the Oxford Climate Journalism Network.

Who: Anthony Feinstein, Professor of Psychiatry at the University of Toronto; Sharon Chen is the Managing Editor for Bloomberg Green; Jhesset O. Enano, an independent environment and climate journalist from the Philippines; Diego Arguedas Ortiz, Associate Director at the Oxford Climate Journalism Network; Mitali Mukherjee is Director of the Reuters Institute.

When: 8 am, Eastern

Where: Zoom

Cost: Free

Sponsor: The Reuters Institute

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Thu, May 22 - Intro to ChatGPT

What: An introduction to ChatGPT designed for beginners. Only a free ChatGPT account is required to follow along.  

Who: Mohammed Husain, Solutions Engineer, OpenAI; Lois Newman, Customer Enablement, OpenAI.

When: 10 am, Eastern

Where: Zoom

Cost: Free

Sponsor: OpenAI Academy

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Thu, May 22 – Hands on Career Preparation

What: Learn how career-prep programs are shaping the future of employment around the world.  You’ll receive insight into programs like:  Study-abroad opportunities that allow students to immerse themselves in new cultures and experiences. Internships that allow students to practice the day-to-day tasks of their chosen careers. Employer tuition-reimbursement programs that allow employees to complete a college program chosen by their employer for free or at a discounted rate. Entrepreneurial programs that allow students to apply their business knowledge in real-world opportunities.

When: 2 pm, Eastern

Where: Zoom

Cost: Free

Sponsor: Chronicle of Higher Ed

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Thu, May 22 - Writing in the Age of AI: What Faculty Need to Know

What: A faculty-focused session exploring the evolving role of writing in higher education. As AI tools like ChatGPT become widespread, educators are asking: What does it mean to teach writing today? How do we uphold academic integrity while encouraging student creativity?

Who: Siya Raj Purohit Education, OpenAI; Jay Dixit, Head of Community for Writers, OpenAI.

When: 4 pm, Eastern

Where: Zoom

Cost: Free

Sponsor: OpenAI Academy

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Fri, May 23 - Trust Busters: Building Newsroom Credibility

What: A hands-on workshop on building stronger relationships between newsrooms and communities. In an era of mistrust, this session will equip journalists with actionable strategies to demonstrate credibility and actively earn audience trust. 

When: 1 pm, Eastern

Where: Zoom

Cost: Free

Sponsor: Sunlight Research Center & Trusting News

More Info

AI Definitions: Causal AI

Causal AI – This is where the principles of causal inference is applied to AI so that it uncovers connections between data points and looks for the cause-and-effect relationships to understand why things happen. Instead of predicting an outcome and its value as in predictive interference, causal inference looks at how an outcome changes if a particular factor is manipulated. While predictive AI is ideal for anticipating what a user is most likely to be interested in based on past behavior and user characteristics (such as when making purchase recommendations), causal AI will gauge the impact of changes to user behavior (such as A/B testing).

More AI definitions here.

Stealing from Yourself

There once was a thief, a man named Emanuel Ninger. The year is 1887. The scene is a small neighborhood grocery store. Mr. Ninger is buying some turnip greens. He gives the clerk a $20 bill. As the clerk begins to put the money in the cash drawer to give Nr. Ninger his change, she notices some of the ink from the $20 bill is coming off on her fingers which are damp from the turnip greens. She looks at Mr. Ninger, a man she has known for years. She looks at the smudged bill. This man is a trusted friend; she has known him all her life; he can't be a counterfeiter. She gives Mr. Ninger his change, and he leaves the store.     

But $20 is a lot of money in 1887, and eventually the clerk calls the police. They verify the bill as counterfeit and get a search warrant to look through Mr. Ninger's home. In the attic they find where he is reproducing money. He is a master artist and is painting $20 bills with brushes and paint! But also in the attic they find three portraits Ninger had painted. They seized these and eventually sold them at auction for $16,000 (in 1887 currency, remember) or a little more than $5,000 per painting. The irony is that it took Ninger almost as long to paint a $20 bill as it did for him to paint a $5,000 portrait! It's true that Emmanuel Ninger was a thief, but the person from whom he stole the most was himself. He was another in the endless list of thieves who steal from themselves when they try to steal from others. 

Zig Ziglar

A Journalist’s AI 'Go Bag'

"What should be in a journalist’s AI go bag? For starters, the one basic thing that should be in everyone’s bag, the AI prepper’s equivalent of a flashlight and bottled water: skill at using AI tools. It is not enough to use it as a slightly better Google; you need to keep abreast of the latest releases and spend time every week pushing both its capabilities and your own. Trying to make it do your job is table stakes. Try making it write a children’s book, or invent a new game, or solve cold fusion. As with any learning process, the outcome is less important than the effort, because the effort is how you learn not just what it can do, but what you could do with it." -Megan McArdle writing in The Washington Post

The advantages of flexibility

Flexibility is valuable in almost any aspect of life – in school, on the job, in intimate relations with other people, and even in dealing with oneself. Just think of how much more effective teachers could be if they accommodated themselves to the varied styles of thinking in their classrooms, or how easy it would be to work for people who allowed us to be ourselves and to get our work done in ways that are effective for us, or how enjoyable it would be to be in a relationship with someone who fully appreciated us for ourselves – for our own likes and dislikes – rather than for what they would like us to be. The advantages of flexibility are so overwhelming that one wonders why we don’t emphasize it much more than we do in our teaching of our children, our students, and our employees. 

Robert Sternberg, Thinking Styles

22 Articles about What AI can do now

NBC will use Jim Fagan’s AI-generated voice for NBA coverage –The Verge 

Eldercare robot helps people sit and stand, and catches them if they fall – MIT

4 ways I use AI as an accessibility specialist – Scott Vinkle Blog 

AI Helped Heal My Chronic Pain – Wall Street Journal 

AI headphones translate multiple speakers at once, cloning their voices in 3D sound – Univ of Washington  

New Lego-building AI creates models that actually stand up in real life - Ars Technica  

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

World biometric identity network launches in U.S. with iris-scanning stores - The Washington

Visa and Mastercard unveil AI-powered shopping – Tech Crunch 

The Evolution of AI Products – LukeW

Researchers Secretly Ran a Massive, Unauthorized AI Persuasion Experiment on Reddit Users – 404 Media   

I Recorded Everything I Said for Three Months. AI Has Replaced My Memory. – Wall Street Journal

An AI-generated radio host in Australia went unnoticed for months – The Verge

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

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

Google created a new AI model for talking to dolphins - Ars Technica  

Wearable AI system helps blind people navigate – Techxplore  

An AI model that learns to predict how quantum systems evolve – The Quantum Insider  

Google AI masters Minecraft - Semafor 

Philly’s new Vision Zero dashboard shows where and how crashes happen – Technical.ly

Invasion of the Home Humanoid Robots – New York Times

Walgreens doubles down on prescription-filling robots to cut costs, free up pharmacists amid turnaround – CNBC