惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Security Archives - TechRepublic
Security Archives - TechRepublic
罗磊的独立博客
T
The Blog of Author Tim Ferriss
The GitHub Blog
The GitHub Blog
Apple Machine Learning Research
Apple Machine Learning Research
The Register - Security
The Register - Security
J
Java Code Geeks
V2EX - 技术
V2EX - 技术
Vercel News
Vercel News
N
News and Events Feed by Topic
腾讯CDC
P
Proofpoint News Feed
N
News | PayPal Newsroom
www.infosecurity-magazine.com
www.infosecurity-magazine.com
爱范儿
爱范儿
O
OpenAI News
酷 壳 – CoolShell
酷 壳 – CoolShell
月光博客
月光博客
Martin Fowler
Martin Fowler
Engineering at Meta
Engineering at Meta
D
Docker
Y
Y Combinator Blog
博客园 - 聂微东
G
Google Developers Blog
S
Security @ Cisco Blogs
Simon Willison's Weblog
Simon Willison's Weblog
S
Schneier on Security
H
Hackread – Cybersecurity News, Data Breaches, AI and More
S
SegmentFault 最新的问题
云风的 BLOG
云风的 BLOG
阮一峰的网络日志
阮一峰的网络日志
C
CXSECURITY Database RSS Feed - CXSecurity.com
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
C
CERT Recently Published Vulnerability Notes
I
Intezer
G
GRAHAM CLULEY
有赞技术团队
有赞技术团队
Attack and Defense Labs
Attack and Defense Labs
V
Visual Studio Blog
博客园 - Franky
博客园 - 三生石上(FineUI控件)
W
WeLiveSecurity
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
Hugging Face - Blog
Hugging Face - Blog
Scott Helme
Scott Helme
T
Troy Hunt's Blog
Hacker News - Newest:
Hacker News - Newest: "LLM"
L
LINUX DO - 最新话题
C
Cybersecurity and Infrastructure Security Agency CISA

Forbes - Innovation

Why Do Humans Have Fingerprints? Hint: It’s Not What You Think Booking.com Confirms Data Breach, Reservation PIN Codes Changed Why Major News Sites Are Blocking The Internet Archive’s Wayback Machine iPhone Fold Release Date: New Report Details Frustrating Apple News Comet Tracker: How To See Pan-STARRS And Three Planets On Wednesday NYT Mini Crossword Today: Tuesday, April 14 Hints And Answers Today’s NYT Strands Hints, Spangram, Answers: Tuesday, April 14 (It’s A Little Unclear) Today’s Wordle #1760 Hints And Answer For Tuesday, April 14 Most Of The Microplastics In Urban Air Come From Tires Today’s Wordle #1759 Hints And Answer For Monday, April 13 NYT Mini Crossword Today: Monday, April 13 Hints And Answers NYT Pips Today: Hints, Answers And Walkthrough For Monday, April 13 The YC Chief Who Codes 10,000 Lines A Day Has A Simple Secret Samsung Expands One UI 8.5 Beta To More Galaxy Owners Why You Should Stop Using Your iPhone If It’s On This List Chamath Says Firms That Treat AI As A Strategy Hand Rivals Their Edge 3 Unexpected Habits Of Secure Couples, By A Psychologist The First Lamp That Folds Your Clothes Samsung’s Disappointing Price Update For Galaxy Phone Buyers 3 Subtle Signs Someone Is Falling In Love With You, By A Psychologist Do Mantis Shrimp See More Colors Than Humans? A Biologist Explains NYT Connections Answers Explained For Monday, April 13 (#1,037) NYT Connections Hints Today: Monday, April 13 Clues And Answers (#1,037) LEGO Luigi & Mach 8 (72050) Review: 2026’s Best Set Yet? Marc Andreessen Says AI Productivity Will Trigger A Hiring Boom 3D Printing Is The Ultimate Hack To Reduce Household Spending Apple iPhone Fold: Striking Design Revealed In Leaked Photos Apple Smart Glasses: New Leak Reveals A Major Design Twist To Beat Meta Tested: The AI Coming To The Rivian R2 Quordle Hints Today: Monday, April 13 Clues And Answers Companies And H-1B Employees Endure Immigration Waits At Consulates 3 Easy Ways To Turn Anxiety Into Sustained Focus, By A Psychologist Here’s The Most Affordable Humanoid Robot You Can Buy Now UFC 327 Results: 5 Biggest Takeaways From A Wild Night In Miami UFC 327 Results, Bonus Winners, Highlights And Reactions Dana White Announces Huge New Fight For UFC White House Today’s NYT Strands Hints, Spangram, Answers: Sunday, April 12 (Get Ready) Tesla ‘Model 2’ Rises From The Ashes Today’s Wordle #1758 Hints And Answer For Sunday, April 12 NYT Pips Today: Hints, Answers And Walkthrough For Sunday, April 12 Tyson Fury Vs. Arslanbek Mahkmudov Results: Highlights and Reaction NYT Mini Crossword Today: Sunday, April 12 Hints And Answers How Shadow AI Culture Is Destroying Your Business Venture Capital Funds That Market Like Startups Win More Deals Conor Benn Vs. Regis Prograis Results: Highlights and Reaction Samsung’s Disappointing Price Update For Galaxy Phone Buyers Artemis Reached The Moon. The Grid Can Reach The 21st Century A Biologist Explains How Archerfish Shoot Down Prey. Hint: Their Aim Rivals Human Throwing Is It Time For Apple To Forget About The MacBook Air NYT Connections Hints Today: Sunday, April 12 Clues And Answers (#1036) Trump’s 2027 Budget To Reshape U.S. Environmental And Energy Policy CDC Delays Reporting Of COVID-19 Vaccine Benefits—Here’s What To Know Oura Has Designed A Solution To A Big Smart Ring Problem Netflix’s Best New Show Has A Near-Perfect 95% Rotten Tomatoes Score Coachella 2026 Is Being Taken Over By Creator Streams Quordle Hints Today: Sunday, April 12 Clues And Answers This Startup Wants To Use AI To Help Digitize History How To Get The Best Shield In ‘Crimson Desert’ Microsoft Venom Attack Targets C-Suite Executives ‘Maul: Shadow Lord’ Sets Even More Star Wars Rotten Tomatoes Records 3 Ways Happy Couples Argue Differently, By A Psychologist Success For Leapmotor Might Have Negatives For Stellantis New Names Surface As Potential Rogue And Wonder Woman In The MCU And DCU 4 Reasons Artemis Mission Matters Even If You Think It Is Wasteful Fast ‘Crimson Desert’ Patch Adds New Moves, Shield Hiding And One Great Feature Why Do Humans Blush? An Evolutionary Biologist Explains The Signal We Can’t Control Apple iPhone Fold: Striking Design Revealed In Leaked Photos Adobe Attacks Underway—Windows And Mac Users Given 72 Hours To Update iOS 26.4.1 Release: Crucial iPhone Feature Update Arrives, But No Security Fix Fury vs. Makhmudov Full Card, Ring Walk Times and How to Watch Can’t Stand Liquid Glass? This New Hidden iPhone Setting Is A Game-Changer Test-Driving The 2026 Changan Deepal S05: Italian Style Made In China NSA Warning—Reboot Your Internet Router Now Ways That Human-AI Collaboration Slides People Into ‘AI Brain Fry’ And Cognitive Downturns Stop Using These Networks—Google, NSA And TSA Warn NASA Changes Moon Plan: Landing Now Depends On SpaceX Or Blue Origin Samsung Expands One UI 8.5 Beta To More Galaxy Owners The Evolution Of Programmable Hardware At Xilinx NYT Mini Today: Saturday, April 11 Hints And Answers Today’s NYT Strands Hints, Spangram, Answers: Saturday, April 11 (You’re Putting Me On) Splashdown! NASA’s Artemis II Returns To Earth After Moon Mission Attention Is All You Need. The Human Kind Is Still The One That Counts Today’s Wordle #1757 Hints And Answer For Saturday, April 11 NYT Pips Today: Hints, Answers And Walkthrough For Saturday, April 11 Android Circuit: Galaxy S27 Pro Emerges, Honor 600 Pre-Order Offers, Pixel 11 Display Leaks Apple Loop: iPhone 18 Pro Leak, Urgent iOS Update, MacBook Neo Issues Morgan Stanley Has Mostly Positive Outlook On Tesla Robotaxi, FSD V15 Running Out Of AI Tokens Faster Than Ever? Here’s Why CoreWeave Shares Pop 13% After Anthropic Deal ‘Euphoria’ Season 3’s Rotten Tomatoes Score Crashes, Has Lost Key Player People Don’t Agree On What AI Can Do, But They Don’t Even Use The Same Product ‘Overwhelming’—Google Issues Gemini Update For Gmail Users NYT Connections Hints Today: Saturday, April 11 Clues And Answers (#1035) Quordle Hints Today: Saturday, April 11 Clues And Answers The Costly Dream Of Space-Based AI Infrastructure Can You See The Watcher In This ‘Daredevil: Born Again’ Shot? Adobe Attacks Underway—Windows And Mac Users Given 72 Hours To Update You Just Watched The Backdoor Pilot For ‘The Pitt: Night Shift’ Are Nicotine Pouches Like Zyn And VELO Safe To Use? A Doctor Answers Human Resources (HR) Is The Key To AI Success Per WalkMe ( SAP)
From AI Policies To AI Literacy In Education
Heather Wish · 2026-05-21 · via Forbes - Innovation
illustration of digital graduation cap

Schools are shifting from AI policies to AI literacy in education

getty

In the three years since ChatGPT was publicly released, the conversation around artificial intelligence in U.S. schools has centered on restriction. Educational institutions debated bans on generative AI tools, updated academic integrity policies and experimented with AI detection software amid concerns about cheating and overreliance on technology. Yet a growing number of schools and universities are now shifting the conversation toward AI literacy in education, reflecting a broader recognition that students will graduate into workplaces where AI tools are embedded in daily workflows. Furthermore, the White House Task Force on AI Education was created by executive order to provide resources for K-12 AI education.

Rather than trying to isolate students from AI technologies, many educational institutions are beginning to focus on teaching students to use AI responsibly, critically and effectively. That shift is moving schools beyond reactive AI policies toward proactive AI literacy focused on judgment, digital literacy and supervised experimentation and reflects adoption in schools worldwide.

AI Literacy in Education Is Becoming Foundational

The movement toward AI literacy in education is appearing across both K-12 and higher education. Penn State University – Schuylkill and several Pennsylvania school districts are offering courses focused on AI tools, digital citizenship and practical use cases. Northeastern University last year partnered with Anthropic to pilot AI tools across its curriculum, including a “learning mode” designed to support instruction with AI.

In Ohio, partnerships among organizations including NWN, AI OWL, Intel, Khan Academy, school districts and colleges are creating AI-focused education labs intended to provide students with supervised, hands-on exposure to AI tools through the state’s AI Education Network.

The shift represents more than a technology upgrade. Educational leaders increasingly describe AI literacy as a foundational skill set similar to earlier efforts around computer literacy and internet fluency.

MORE FOR YOU

Steve Rich, president of Fisher College

Event Photography by © Beacon Photography

“Today, AI literacy and use are no longer options for graduates,” said Steve Rich, President of Fisher College, a private, not-for-profit online and in-person institution in Boston. “It's becoming increasingly essential across every major and discipline.”

That perspective is reshaping how institutions think about AI governance. Rather than focusing exclusively on what students should not do, schools are beginning to emphasize supervised experimentation and guided instruction.

“We recognize that AI is now an essential component of the workplace and as educators, we must prepare our students for responsible use of AI in the workforce of today and tomorrow,” said Diane Murphy, Dean of Marymount University’s College of Business, Innovation, Leadership and Technology. Marymount’s multifaceted approach includes partnering with the National Science Foundation to offer a graduate applied AI certificate tailored to educators; a bridge program designed to train recent graduates and unemployed workers to become AI fluent in a competitive job market; and offering a university-wide AI literacy program.

“For the better part of the last two years, the educational conversation around Generative AI has been dominated by a ‘lockdown’ mentality,” AI OWL noted in background material provided for this article. AI OWL is a workforce development organization founded to advance Ohio’s competitiveness through AI innovation and adoption. “A policy can tell a student what not to do, but it cannot teach them how to lead.”

Building Capacity for AI Literacy in Education

As institutions move from policy discussions toward implementation, many are discovering that AI readiness requires more than access to chatbots or software subscriptions. It also requires infrastructure, curriculum development, educator training and governance frameworks.

President and CEO of technology solutions provider NWN Jim Sullivan believes that many schools first need to modernize their underlying technology environments before they can fully integrate AI into learning.

President and CEO of NWN Jim Sullivan

NWN

“To fully leverage AI, many institutions first need to modernize their network infrastructure,” including advanced connectivity and secure, scalable systems, Sullivan said. “The modern workforce now includes and embeds AI into daily workflows. Higher education and K-12 organizations need to evolve accordingly to prepare students for the future.”

Intel’s Digital Readiness is a public-private partnership with government, academia and industry. Its leadership has similarly emphasized that schools need practical frameworks for responsible AI adoption rather than simply compliance-focused policies.

Snow White, director of global K12 education trategy & customer outreach at Intel

Snow White

“Moving beyond reactive AI policies requires more than rules, it requires readiness,” said Snow White, Director of Global K12 Education Strategy & Customer Outreach at Intel. “It is important that schools recognize that AI literacy is foundational in the journey to the ultimate goal of AI fluency.”

That readiness effort increasingly includes creating structured environments where students can learn how to evaluate AI outputs, identify weaknesses and apply judgment rather than simply generating answers quickly.

AI Literacy in Education Requires Judgment, Not Dependence

The concern that AI could weaken learning outcomes if used improperly should shape the ways educators approach implementation. A Stanford University study found that high school math students who used generative AI had substantially higher performance. Yet when the AI was removed, performance was worse compared with those who did not have access at all. The study concluded that guardrails are necessary to avoid students becoming overly reliant on AI.

Tutoring company Revolution Prep is offering an AI Readiness Lab “designed to help high school students build the judgment, responsibility and confidence to use AI as a tool, not a crutch.” Students are taught how to ask better questions, evaluate weaker outputs and strengthen research and problem-solving skills to avoid dependence on AI.

That distinction between assistance and dependency is also emerging in professional education. In the legal profession, where AI tools are rapidly entering research and drafting workflows, some educators argue that schools must teach future professionals how to use AI responsibly without replacing analytical thinking.

Joseph Wilson, co-founder of Studicata

Alex Angelina

“Instead of asking how to keep AI out of learning, educators should ask how to teach students to use it responsibly without outsourcing their judgment,” said Joseph Wilson, co-founder of Studicata, a law school and bar prep company. “The goal is AI literacy, not AI avoidance.”

Wilson said AI can help students organize information and reduce inefficiencies but should not replace legal reasoning or critical analysis.

Studicata has also used AI to create a free library of AI-generated, lawyer-verified legal case briefs intended to expand access to study resources that were historically expensive or difficult to obtain. The broader argument is that AI may not only change how students learn, but also who has access to high-quality academic support.

The Future of AI Literacy in Education

The institutions experimenting with AI literacy in education today are effectively trying to answer a difficult question in real time: how should schools prepare students for workplaces that are evolving faster than traditional curricula?

That challenge extends beyond technical fluency. Many educators now describe AI readiness as a combination of judgment, digital literacy, critical thinking, ethics and adaptability.

Trace Johnson, founder and president of AI OWL, at the Hocking College AI lab ribbon cutting

AI OWL

“AI readiness is not just about policy,” said Trace Johnson, Founder and President of AI OWL. “It is about building students' and teachers' capacity to use AI with judgment, creativity and purpose.”

As artificial intelligence adoption accelerates across industries, AI literacy in education may increasingly become a competitive differentiator for schools and universities. Educational institutions may ultimately be judged not by how effectively they restrict AI use, but by how effectively they prepare students to navigate an AI-driven economy responsibly.

Did you enjoy this story on AI literacy in education? Don’t miss my next one: use the blue “follow” button at the top of the article near my byline to follow my work and check out my other columns here.