Something Big Is Happening — from shumer.dev by Matt Shumer; see below from the BIG Questions Institute, where I got this article from
I’ve spent six years building an AI startup and investing in the space. I live in this world. And I’m writing this for the people in my life who don’t… my family, my friends, the people I care about who keep asking me “so what’s the deal with AI?” and getting an answer that doesn’t do justice to what’s actually happening. I keep giving them the polite version. The cocktail-party version. Because the honest version sounds like I’ve lost my mind. And for a while, I told myself that was a good enough reason to keep what’s truly happening to myself. But the gap between what I’ve been saying and what is actually happening has gotten far too big. The people I care about deserve to hear what is coming, even if it sounds crazy.
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They’ve now done it. And they’re moving on to everything else.
The experience that tech workers have had over the past year, of watching AI go from “helpful tool” to “does my job better than I do”, is the experience everyone else is about to have. Law, finance, medicine, accounting, consulting, writing, design, analysis, customer service. Not in ten years. The people building these systems say one to five years. Some say less. And given what I’ve seen in just the last couple of months, I think “less” is more likely.
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The models available today are unrecognizable from what existed even six months ago. The debate about whether AI is “really getting better” or “hitting a wall” — which has been going on for over a year — is over. It’s done. Anyone still making that argument either hasn’t used the current models, has an incentive to downplay what’s happening, or is evaluating based on an experience from 2024 that is no longer relevant. I don’t say that to be dismissive. I say it because the gap between public perception and current reality is now enormous, and that gap is dangerous… because it’s preventing people from preparing.
What “Something Big Is Happening” Means for Schools — from/by the BIG Questions Institute
Matt Shumer’s newsletter post Something Big is Happening has been read over 80 million times within the week when it was published, on February 9.
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Still, it’s worth reading Shumer’s post. Given the claims and warnings in Something Big Is Happening (and countless other articles), how would you truly, honestly respond to these questions:
- What will the purpose of school be in 5 years?
- What are we doing now that we must leave behind right away?
- What can we leave behind gradually?
- What does rigor look like in this AI-powered world?
- Does our strategy look like making adjustments at the margins or are we preparing our students for a fundamental shift?
- What is our definition of success? How do the the implications of AI and jobs (and other important forces, from geopolitical shifts and climate change, to mental health needs and shifting generational values) impact the outcomes we prioritize? What is the story of success we want to pass on to our students and wider community?
Jim VandeHei’s note to his kids: Blunt AI talk — from axios.com by CEO Jim VandeHei
Axios CEO Jim VandeHei wrote this note to his wife, Autumn, and their three kids. She suggested sharing it more broadly since so many families are wrestling with how to think and talk about AI. So here it is …
Dear Family:
I want to put to words what I’m hearing, seeing, thinking and writing about AI.
- Simply put, I’m now certain it will upend your work and life in ways more profound than the internet or possibly electricity. This will hit in months, not years.
- The changes will be fast, wide, radical, disorienting and scary. No one will avoid its reach.
I’m not trying to frighten you. And I know your opinions range from wonderment to worry. That’s natural and OK. Our species isn’t wired for change of this speed or scale.
- My conversations with the CEOs and builders of these LLMs, as well as my own deep experimentation with AI, have shaken and stirred me in ways I never imagined.
All of you must figure out how to master AI for any specific job or internship you hold or take. You’d be jeopardizing your future careers by not figuring out how to use AI to amplify and improve your work. You’d be wise to replace social media scrolling with LLM testing.
Be the very best at using AI for your gig.
Also see:
Also relevant/see:
FutureFit AI — helping build reskilling, demand-driven, employment, sector-based, and future-fit pathways, powered by AI
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The above item was from Paul Fain’s recent posting, which includes the following excerpt:
The platform is powered by FutureFit AI, which is contributing the skills-matching infrastructure and navigation layer. Jobseekers get personalized recommendations for best-fit job roles as well as education and training options—including internships—that can help them break into specific careers. The project also includes a focus on providing support students need to complete their training, including scholarships and help with childcare and transportation.
Rebuilding The First Rung Of The Opportunity Ladder — from forbes.com by Bruno V. Manno
Two-thirds of employers say most new hires are not fully prepared for their roles, citing “experience,” not technical skill, as the greatest shortfall. At the same time, 61% of companies have raised their experience requirements.
As a result, many so-called entry-level roles now demand two to five years of prior work experience. The first rung of the career ladder has been pulled even farther out of reach for new job seekers. A portfolio—or full-spectrum—model of work-based learning is one promising way to rebuild that rung.
Experience has become what Deloitte calls “the new currency of employability.” But the places where young people once earned that currency are disappearing.
Higher education faces ‘deteriorating’ 2026 outlook, Fitch says — from highereddive.com by Laura Spitalniak
A shrinking pipeline of students, uncertainty about state and federal support, and rising expenses could all hurt college finances, according to analysts.
Dive Brief:
- Fitch Ratings on Thursday issued a “deteriorating” outlook for the higher education sector in 2026, continuing the gloomy prediction the agency issued for 2025.
- Analysts based their forecast on a shrinking prospective student base, “rising uncertainty related to state and federal support, continued expense escalation and shifting economic conditions.”
- With its report, Fitch joins Moody’s Ratings and S&P Global Ratings in predicting a grim year for higher ed — Moody’s for the sector overall and S&P for nonprofit colleges specifically.
Yale expects layoffs as leaders brace for $300M in endowment taxes — from highereddive.com by Ben Unglesbee
The Ivy League institution’s tax bill starting next year will be higher than what it spends on student aid, university officials said.
Dive Brief:
- Yale University is bracing for layoffs as it prepares to pay the government hundreds of millions of dollars in endowment income taxes.
- In a public message, senior leaders at the Ivy League institution said that Yale’s schools plan to take steps such as delaying hiring and reducing travel spending to save money. But they warned workforce cuts were on the horizon.
- “Layoffs may be necessary” in some units where cutting open positions and other reductions are insufficient, the university officials said. They expect to complete any downsizing by the end of 2026 barring “additional significant financial changes.”
Education Department adds ‘lower earnings’ warning to FAFSA — from highereddive.com by Natalie Schwartz
The agency will warn students when they’ve indicated interest in a college whose graduates have relatively low incomes.
The U.S. Department of Education has launched a new disclosure feature that warns students who fill out the Free Application for Federal Student Aid if they’re interested in colleges whose graduates have relatively low earnings, the agency said Monday.
“Families deserve a clearer picture of how postsecondary education connects to real-world earnings, and this new indicator will provide that transparency,” U.S. Education Secretary Linda McMahon said in a Monday statement. “Not only will this new FAFSA feature make public earnings data more accessible, but it will empower prospective students to make data-driven decisions before they are saddled with debt.”
Also from highereddive.com, see:
- College costs grew 3.6% in fiscal 2025, HEPI shows
Faculty salaries rose 4.3%, the highest recorded rate since the Higher Education Price Index began in 1998. - Martin University to ‘pause’ operations at the end of the month
The board of the private Indianapolis university is working to find a path toward economic viability, it said in a Tuesday press release. - Willamette University and Pacific University seek to merge
The two private nonprofits in Oregon said Thursday that they intend to create “the University of the Northwest,” with one state official voicing support. - University of Nebraska regents approve cutting 4 programs at flagship
The university’s governing board voted in favor of the plan despite sustained faculty objections over the eliminations and the process for determining them.
Caring for Patients for 26 Years—and Still Not a Nurse — from workshift.org/ by Colleen Connolly
Arnett’s experience spending decades in a job she intended as a first step is common among CNAs, medical assistants, and other entry-level healthcare workers, many of them women of color from low-income backgrounds. Amid a nationwide nursing shortage, elevating those workers seems like an obvious solution, but the path from CNA to nurse isn’t so much a ladder as it is a huge leap.
And obstacle after obstacle is strewn in the way. The high cost of nursing school, lengthy prerequisite requirements, rigid schedules, and unpaid clinical hours make it difficult for many CNAs to advance in their careers, despite their willingness and ability and the dire need of healthcare facilities.
While there are no national statistics about the number of entry-level healthcare workers who move on to higher-paid positions, a study of federal grants for CNA training showed that only 3% of those who completed the training went on to pursue further education to become an LPN or RN. Only 1% obtained an associate degree or above. A similar study in California showed that 22% of people who completed CNA certificate programs at community colleges went on to get a higher-level educational credential in health, but only 13% became registered nurses within six years.
That reality perpetuates chronic shortages in nursing, and it also keeps hundreds of thousands of healthcare workers locked below a living wage, often for decades.
Celebrating International Day of Persons with Disabilities — from joshbersin.com by Josh Bersin
Today I want to celebrate the International Day of Persons with Disabilities, an important day that recognizes the needs of millions of people. My perspective, as a professional entering my later years, is that many of us are likely to have disabilities over time, so the more we understand the diversity of disabilities the better for everyone.
First, let me point out that this is a massive population. The US Department of Labor and Census estimates that 11-13% of the working age population has some form of disability (more on what that means below), yet only 5-6% of workers. This points out that the employment ratio (percent of people with jobs) is far lower. People with disabilities are one-third as likely to have a job, which is quite a disparity and loss of economic potential.
Second, people with disabilities suffer a 15% lower average wage.
Josh linked to the item below:
Celebrating International Day of persons with disabilities
International Day of Persons with Disabilities (IDPD) is a UN day that is celebrated every year on 3 December.
The day is about promoting the rights and well-being of persons with disabilities at every level of society and development, and to raise awareness of the situation of persons with disabilities in all aspects of political, social, economic, and cultural life. WHO joins the UN in observing this day each year, reinforcing the importance of securing the rights of people with disabilities, so they can participate fully, equally and effectively in society with others, and face no barriers in all aspects of their lives.
At its headquarters in Geneva, WHO organizes an annual IDPD event to educate the public, raise awareness, advocate for political will and resources, and celebrate WHO’s achievements. In 2022, the WHO launched the Global Report on health equity for persons with disabilities. This report sets forth the approaches and actions that countries can take to address the health inequities that persons with disabilities experience.
From DSC:
I just want to add that one of our daughters has some special needs. So Josh’s posting caught my eye. He’s right to point out these things. You and I will likely have a period of disability in our lives. It’s not just relevant for “other people.” (And by the way…in the learning world, practicing Universal Design for Learning (UDL) is good for everyone!)
People with disabilities face enormous challenges that neurotypical people never have to deal with. They face unfair wage situations and a lack of opportunities. Our family has experienced — and continues to experience — this firsthand.
So thanks Josh for your posting here.
…the above posting links to:
Higher Ed Is Sleepwalking Toward Obsolescence— And AI Won’t Be the Cause, Just the Accelerant — from substack.com by Steven Mintz
AI Has Exposed Higher Ed’s Hollow Core — The University Must Reinvent Itself or Fade
It begins with a basic reversal of mindset: Stop treating AI as a threat to be policed. Start treating it as the accelerant that finally forces us to build the education we should have created decades ago.
A serious institutional response would demand — at minimum — six structural commitments:
- Make high-intensity human learning the norm. …
- Put active learning at the center, not the margins. …
- Replace content transmission with a focus on process. …
- Mainstream high-impact practices — stop hoarding them for honors students. …
- Redesign assessment to make learning undeniable. …
And above all: Instructional design can no longer be a private hobby.
Teaching with AI: From Prohibition to Partnership for Critical Thinking — from facultyfocus.com by Michael Kiener, PhD, CRC
How to Integrate AI Developmentally into Your Courses
- Lower-Level Courses: Focus on building foundational skills, which includes guided instruction on how to use AI responsibly. This moves the strategy beyond mere prohibition.
- Mid-Level Courses: Use AI as a scaffold where faculty provide specific guidelines on when and how to use the tool, preparing students for greater independence.
- Upper-Level/Graduate Courses: Empower students to evaluate AI’s role in their learning. This enables them to become self-regulated learners who make informed decisions about their tools.
- Balanced Approach: Make decisions about AI use based on the content being learned and students’ developmental needs.
Now that you have a framework for how to conceptualize including AI into your courses here are a few ideas on scaffolding AI to allow students to practice using technology and develop cognitive skills.
80 per cent of young people in the UK are using AI for their schoolwork — from aipioneers.org by Graham Attwell
What was encouraging, though, is that students aren’t just passively accepting this new reality. They are actively asking for help. Almost half want their teachers to help them figure out what AI-generated content is trustworthy, and over half want clearer guidelines on when it’s appropriate to use AI in their work. This isn’t a story about students trying to cheat the system; it’s a story about a generation grappling with a powerful new technology and looking to their educators for guidance. It echoes a sentiment I heard at the recent AI Pioneers’ Conference – the issue of AI in education is fundamentally pedagogical and ethical, not just technological.
From DSC:
One of my sisters shared this piece with me. She is very concerned about our society’s use of technology — whether it relates to our youth’s use of social media or the relentless pressure to be first in all things AI. As she was a teacher (at the middle school level) for 37 years, I greatly appreciate her viewpoints. She keeps me grounded in some of the negatives of technology. It’s important for us to listen to each other.
New Analysis: Affordability Gaps Remain in Great Lakes States — from ncan.org by Louisa Woodhouse
Key Takeaways
- In every Great Lakes state except Illinois and Minnesota, students face affordability gaps greater than the national average of $1,555.
- Five out of six Great Lakes states have a smaller percentage of affordable public bachelor’s-granting institutions than the national average of 35% of postsecondary institutions.
- In two states (Ohio and Wisconsin), the affordability gap for students at public bachelor’s-granting institutions is more than twice the national average.
- Still, a subset of states have committed to making community college more affordable. In Ohio, Indiana, and Michigan there is no affordability gap, on average, for students to attend community college.
International AI Safety Report — from internationalaisafetyreport.org
About the International AI Safety Report
The International AI Safety Report is the world’s first comprehensive review of the latest science on the capabilities and risks of general-purpose AI systems. Written by over 100 independent experts and led by Turing Award winner Yoshua Bengio, it represents the largest international collaboration on AI safety research to date. The Report gives decision-makers a shared global picture of AI’s risks and impacts, serving as the authoritative reference for governments and organisations developing AI policies worldwide. It is already shaping debates and informing evidence-based decisions across research and policy communities.
What today’s students really want — and what that means for higher ed — from highereddive.com by Ellucian
Cost is too high. Pathways are unclear. Options feel limited. For many prospective, current, or former students, these barriers define their relationship with higher education. As colleges and universities face the long-anticipated enrollment cliff, the question isn’t just how to recruit—it’s how to reimagine value, access, and engagement across the entire student journey.
Ellucian’s 2025 Student Voice Report offers one of the most comprehensive views into that journey to date. With responses from over 1,500 learners across the U.S.—including high school students, current undergrads, college grads, stop-outs, and opt-outs—the findings surface one clear mandate for institutions: meet students where they are, or risk losing them entirely.
What Are Learners Asking For?
Across demographics, four priorities rose to the top:
Affordability. Flexibility. Relevance. Clarity.Students aren’t rejecting education—they’re rejecting systems that don’t clearly show how their investment leads to real outcomes.
How HR is adapting as AI agents join the workforce — from hrexecutive.com by Jill Barth
Business leaders across the world are grappling with a reality that would have seemed like science fiction just a few decades ago: Artificial intelligence systems dubbed AI agents are becoming colleagues, not just tools. At many organizations, HR pros are already developing balanced and thoughtful machine-people workforces that meet business goals.
At Skillsoft, a global corporate learning company, Chief People Officer Ciara Harrington has spent the better part of three years leading digital transformation in real time. Through her front-row seat to CEO transitions, strategic pivots and the rapid acceleration of AI adoption, she’s developed a strong belief that organizations must be agile with people operations.
‘No role that’s not a tech role’
Under these modern conditions, she says, technology is becoming a common language in the workplace. “There is no role that’s not a tech role,” Harrington said during a recent discussion about the future of work. It’s a statement that gets at the heart of a shift many HR leaders are still coming to terms with.
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But a key question remains: Who will manage the AI agents, specifically, HR leaders or someone else?
There Is Now Clearer Evidence AI Is Wrecking Young Americans’ Job Prospects — from wsj.com by Justin Lahart; this article is behind a paywall
Young workers face rising AI competition in fields like software development, but some also benefit from AI as a helper, new research shows
Young workers are getting hit in fields where generative-AI tools such as ChatGPT can most easily automate tasks done by humans, such as software development, according to a paper released Tuesday by three Stanford University economists. They crunched anonymized data on millions of employees at tens of thousands of firms, including detailed information on workers’ ages and jobs, making this one of clearest indicators yet of AI’s disruptive impact.
Young workers in jobs where AI could act as a helper, rather than a replacement, actually saw employment growth, economists found.









