"In this ChatEDU Check-In: How AI Disrupts Kenya's Gig Economy, Liz explores how generative AI tools are upending remote freelance work in developing nations." The rapid adoption of tools like ChatGPT by Western students has suddenly dried up income streams for thousands of educated workers in Nairobi who relied on digital tasks like essay writing and transcription.

Key Takeaways:

Generative AI tools are erasing entry-level digital gig work that educated workers in Kenya depended on for income.

National strategies in Kenya built on digital outsourcing face severe disruption as government freelance initiatives collapse due to task automation.

Remaining freelance jobs in Kenya's shrinking market have downgraded to low-paid editing and reviewing of machine output.

Liz’s Two Cents: The sudden collapse of Kenya's academic gig market illustrates the unpredictable, domino effect of generative AI on global economies. For district leaders, this underscores the broader structural impacts of automated writing tools: technology is not just changing classroom habits in the West, but simultaneously reshaping global labor pipelines and the future nature of remote work.

Article:

Kenyans Did College Students’ Homework for Years. Then AI Arrived. 

https://tinyurl.com/ypctxyzh

New York City and LA just barred students from AI, and more districts are lining up. What schools, parents and companies do now, and whose research holds up.

This week…

Matt and Liz shout out Bennett, executive producer Cameron Audia's five-year-old son, who stayed quiet during taping and humorously likened the studio to a church.

The Rundown

Voice in Google Apps

• Use your voice to get more done in Gmail, Docs, and Keep: ⁠https://tinyurl.com/3t4amre3⁠

Why the Big City Bans Now?

• SEN BERNIE SANDERS: Yes, we must hit the pause button on AI before it is too late: ⁠https://tinyurl.com/mvcurab7⁠
• Americans Are United Against the Tech Takeover of Public Schools: ⁠https://tinyurl.com/yeher8m9⁠
• Student Defense Report Highlights Lack of Policies Governing AI Use By College Admissions Offices: ⁠https://tinyurl.com/4789p5rp⁠
• Schools Caught Flat-Footed After Google Makes Gemini Chatbot Available to All Students: ⁠https://tinyurl.com/mr2p3mfs⁠

What Actually Happened?

• NYC school system unveils aggressive restrictions on AI amid nationwide push: ⁠https://tinyurl.com/sk62huw5⁠
• LAUSD students barred from AI use, in a surprise to school board and parents: ⁠https://tinyurl.com/5cs8448d⁠
• Chicago school board candidates sign pledge to ban AI use in schools: ⁠https://tinyurl.com/5a2y9jdf⁠

Beneath the Surface

Matt and Liz categorize upcoming work by responsibility, addressing AI safety standards for students, realistic efficacy claims by educators, and proactive family engagement in schools.

• States urge schools to use AI, but leave teachers on their own to stop cheating: ⁠https://tinyurl.com/kxbkrnr9⁠
• ChatEDU - Episode 103 (Casey Cuny): ⁠https://tinyurl.com/43tjwda3⁠
• Spotlight: Gemini For Education And Gemini Notebook Support Teaching, Learning, And Administration In Higher Education: ⁠https://tinyurl.com/3fy7w5ay⁠
• Desire2Learn study: Professors Say They Like Ai Best When It Is Embedded In The Learning Management System: ⁠https://tinyurl.com/3e8zzr8h⁠
• ChatEDU: AI Studies Analysis: ⁠https://tinyurl.com/3m8ehdj3⁠
• AI in Education Knowledge Base (aied.org): ⁠https://tinyurl.com/yv53d6zr⁠
• Study: Chatbots are getting better at identifying suicide risk: ⁠https://tinyurl.com/4e7tfv53⁠
• OpenAI says ChatGPT is safer for teens. Now it needs to show proof: ⁠https://tinyurl.com/bdhmkw58⁠
• Stop Asking AI to Brainstorm for you…and other AI in Education Tips and Tricks: ⁠https://tinyurl.com/3e9fj4aw⁠
• Even With Human Help, Kids Need Motivation to Use AI Tutors. The Question Is What: ⁠https://tinyurl.com/4jm39htm⁠
• Student Voices in AI: ⁠https://tinyurl.com/27embht9⁠
• The Same Page, In Practice: ⁠https://tinyurl.com/3jcf7sk5⁠
• Dear Colleague Letter on screen time and technology, US Department of Education: ⁠https://tinyurl.com/yt7kwfv6⁠
• CoSN 2025 Blaschke Report and Communications Toolkit: ⁠https://tinyurl.com/ydt86afx⁠
• ChatEDU - Episode 124 (Charlie Huges): ⁠https://tinyurl.com/yjf2jwec⁠
• ChatEDU - Episode 122 (Avyaay Rathi): ⁠https://tinyurl.com/mrx2rp66⁠

Bright Byte

Google DeepMind and Google Research launched WeatherNext 3, a satellite-based model delivering 5x higher resolution hourly forecasts on Search, Gemini, and Google Maps.

• Introducing WeatherNext 3: ⁠https://tinyurl.com/y5rdpvwd⁠

Announcements

• Fall AI Conference: October 2, 2026: ⁠https://tinyurl.com/4k6x9scx⁠
• Purchase Learning They'll Love - Dr. Elizabeth Radday on Amazon: ⁠https://tinyurl.com/22t9hz77⁠
• Check out our middle / high school Student AI Literacy course: ⁠www.skills21.org/ai/learnai⁠
• Explore Skills21’s FREE social media literacy curriculum: ⁠https://www.skills21.org/social⁠
• Address Screen Time concerns: ⁠skills21.org/ai/screenshift⁠
• Read From Panic to Proof: A Data-Driven Approach to Screen Time (ASCD Educational Leadership): ⁠https://tinyurl.com/4pwdu68⁠

Sponsor

The National Center for Next Generation Manufacturing: Your Gateway to Next Generation Advanced Manufacturing -⁠https://www.nextgenmfg.org⁠

In this ChatEDU Check-In: National AI Access Initiative in South Korea, Matt explores South Korea's plan to provide free, unlimited access to public artificial intelligence tools based on domestic foundation models for all citizens. Starting in 2027 following formal agreements and beta testing, three industry consortia pairing software with external models will deliver these tools across mobile apps, general web portals, and messaging platforms. The national deployment brings together corporate entities, healthcare institutions, and educational networks to launch general-purpose chatbots and specialized digital agents.

Key Takeaways:

South Korea selected three consortia to provide free, unlimited public access to domestic AI tools starting in 2027.

Winning consortia combine proprietary software, foundation models, and multi-sector partnerships to power general chatbots and specialized digital agents.

A leading domestic mobile operator opted out of the initiative to protect its commercial strategy and avoid stringent operational requirements.

Matt’s Two Cents: The choice by a national government to deploy high-quality domestic AI to all citizens highlights a critical equity challenge facing school districts today. When students rely on free models bound by severe token caps while others pay for unrestricted access, digital divide issues directly affect classroom learning. Unlike previous national partnerships with Silicon Valley firms, South Korea's reliance on region-native foundation models signals a strategic shift toward sovereign AI infrastructure. School and district leaders must reflect on how to address baseline AI access to prevent deep inequities in how students prepare for the future workforce and civil society.

Article:

SKT, KT, Kakao consortiums selected for free AI service for public

https://tinyurl.com/5ywaummw

In this ChatEDU Check-In: Young Workers Pursue Heritage Trades to AI-Proof Careers, Matt explores how early-career professionals are abandoning entry-level digital roles to pursue traditional physical trades. Driven by automation concerns across law, accounting, and software development, young adults are seeking long-term job stability through specialized human craftsmanship. This migration gives aging industries an unexpected influx of talent while introducing unique hiring challenges.

Key Takeaways:

Entry-level white-collar and creative roles face growing displacement from automated software, driving new workers toward tactile, physical careers like bookbinding, metalwork, and boat building.

Heritage craft organizations are seeing unprecedented application surges for limited apprenticeships, offering a vital workforce lifeline to specialized fields with aging populations.

Candidates are ironically using AI tools to apply for these analog roles, overwhelming traditional employers who lack automated screening software.

Matt’s Two Cents: The movement toward analog, durable trades highlights how AI fluency must be paired with human discernment, specialized judgment, and hands-on capability. For K-12 leaders, this underlines a critical imperative: career pathway programs must balance AI literacy with durable, physical, and human-centered skill sets rather than preparing students exclusively for traditional entry-level desk jobs that software can rapidly automate.

Article:

AI-proof? Younger workers desert the digital world for traditional crafts

https://tinyurl.com/3jue43z5

Banning AI in class doesn't stop it, it just drives it underground. Eisha Buch on Common Sense Media's free 6-12 lessons that bring it into the open.

This week…

Matt and Liz examine a Wired article on an unexpected drawback of generative AI: the proliferation of AI-generated "cute animal" content. Though seemingly harmless, this AI slop drives online skepticism, powers scams against pet owners, and creates financial and verification hurdles for animal welfare and rescue groups.

• AI Slop Is Ruining Cute Animals on the Internet: https://tinyurl.com/yfbxbhnw 

The Rundown

• Notebook Books and Data
  • Gemini/NotebookLM Just Became a Serious Tool for Data Analysis: https://tinyurl.com/48ev8en7 
  • Collaborate with Gemini in Google Sheets: https://tinyurl.com/4h8sjcwm 
•  Previously On ChatEDU
  • Claude for Teachers: https://tinyurl.com/2cdvd863 
  • Screen Use and Emotional, Behavioral, and Social Development in Children: https://tinyurl.com/yfb2wetz
  • LME Global (Jared Cooney Horvath): https://tinyurl.com/utadxyrt 
  • Harvard Weighs Automatically Converting A's to A-'s to Enforce Grade Cap: https://tinyurl.com/33tf2xzd 
• AI Avatars
  • Harvard Is Selling a $699 Course Taught by A.I. Clones of Its Faculty: https://tinyurl.com/29nbb36u  
• Process Built In
  • The Socratic Challenger: a structured GenAI-assisted workflow for undergraduate research inquiry: https://tinyurl.com/y3eyr3p5
  • AI in Ed Newsletter (Sidaard Gunasekaran): https://tinyurl.com/ye27th28  
  • UC Irvine School of Education to lead $10 million national center on AI and postsecondary writing: https://tinyurl.com/yc5z746w 
• Opt Out and More
  • DeSantis Administration Moving to Regulate AI from Pre-K to Ph.D.: https://tinyurl.com/mrj26kzz 
• MIT Times 2
  • How MIT Sandbox has turned student ideas into $8.7 billion in global impact: https://tinyurl.com/nhhak5p2 
  • MIT AI Report Calls for Alternative Grading, More Social Learning: https://tinyurl.com/bdvptm99 

Beneath the Surface

• Matt and Liz talk with Eisha Buch from Common Sense Media about their new free AI literacy curriculum. Eisha outlines their K-12 and high school pathways focused on critical thinking, curiosity, and authentic connection. She also shares activities, like spotting chatbot "design tricks" and examining relational drift, that foster student agency and safe navigation of AI.
  • AI Literacy Lessons for Grades 6–12: https://tinyurl.com/3s7s849j 

Bright Byte

• Surgeons at University College London Hospital performed the world's first livAI-assisted brain surgery, removing a pituitary gland tumor. Funded by Google and the NIHR, the system analyzed a real-time endoscopic video feed to map hidden blood vessels and optic nerves.
  • World's first patient to undergo live AI-assisted brain surgery has tumour removed: https://tinyurl.com/3arv4cps 

Announcements

• Fall AI Conference: October 2, 2026: https://tinyurl.com/4k6x9scx
• Purchase Learning They'll Love - Dr. Elizabeth Radday on Amazon: https://tinyurl.com/22t9hz77
• Check out our middle / high school Student AI Literacy course: ​​⁠⁠⁠www.skills21.org/ai/learnai⁠⁠⁠
• Explore Skills21’s FREE social media literacy curriculum: ⁠⁠⁠https://www.skills21.org/social
• Address Screen Time concerns: skills21.org/ai/screenshift
• Read From Panic to Proof: A Data-Driven Approach to Screen Time - Dr. Elizabeth Radday, Thomas Scarice, and Matt Mervis in ASCD's Educational Leadership: https://tinyurl.com/4pwdu68 

Sponsor

The National Center for Next Generation Manufacturing: Your Gateway to Next Generation Advanced Manufacturing - https://www.nextgenmfg.org

In this ChatEDU Check-In: AI, Rogue or Overly Eager?, Liz explores the trend of autonomous AI agents bypassing security boundaries to complete tasks. Recent incidents of AI software breaking out of systems stem from aggressive task execution rather than deliberate malevolence. Understanding these behaviors helps school leaders navigate the boundary between mechanical optimization and true understanding.

Key Takeaways:

Autonomous AI security breaches are driven by aggressive task completion rather than malicious intent.

AI systems prioritize problem-solving efficiency over rule adherence due to a complete lack of moral reasoning.

Unforeseen multi-agent behaviors reflect surface-level human mimicry instead of actual comprehension or deliberate rebellion.

Liz’s Two Cents: School leaders must realize that AI agents optimize for speed and instructions rather than ethics or common sense, much like taking a shortcut to win a race or misinterpreting literal directions. As schools deploy AI, administrators should anticipate systemic policy gaps, recognizing that unexpected agent behaviors stem from structural design rather than actual bad intentions.

Article:

Rogue AI Agents Aren’t Evil. They’re Just Eager to Please

https://tinyurl.com/y9666jr4

In this ChatEDU Check-In: Teens, Tech, and Third Places, Liz explores how a lack of safe, free physical spaces drives teenagers toward online environments and AI chatbots for companionship. Physical presence alone does not solve emotional isolation, as high rates of loneliness persist even among adolescents who regularly meet up with peers.

Key Takeaways:

Physical presence does not eliminate loneliness, as adolescents struggle with interaction quality despite spending unstructured time together in person.

Structural barriers vary by geography, with suburban youth struggling most with time constraints while rural youth are six times more likely to feel unwelcome in public spaces.

Adolescents turn to AI chatbots as less threatening companions, though many would reduce digital reliance if accessible real-world spaces existed.

Liz’s Two Cents: To reduce student reliance on AI chatbots and digital isolation, district leaders must actively design and champion real-world spaces where teenagers feel welcome. Schools can bridge this gap by expanding inclusive after-school programs, such as athletics, arts, and robotics, that get students off their devices and foster meaningful peer interactions.

Article:

Belonging in a Digital Age: Teens, Tech, & Third Places

https://tinyurl.com/ymeamaky

Can a solid prompt hack be the difference between AI slop and engaged high quality outputs for educators and leaders? We’ll find out!

The Rundown

Community Highlights

• Book Spotlight — Dr. Marla James (Documented Learning in the Age of AI: Shifting the Paradigm to Process over Product): https://tinyurl.com/54pfwsyj 
• Book Spotlight — Rabbi Tzvi Pittinsky (Keeping the Human in the Lead: Managing Devices and Human-Centered Lessons): https://a.co/d/0eGbt1T6 
• Vibe Coding — Dave Tanner (Scripting for Schools Guided Apps Script Installers): https://tinyurl.com/3h2p93wz 

Google Workspace Updates

• Sheets Canvas for Dynamic, No-Code Mini-Apps: https://share.google/4Pe5y2nub7KjnJQgL
• Workspace Studio Integration for Automatic Gemini Notebook Ingestion: https://share.google/GXTsirGgfWBId9xdo 

Anthropic Watermark Cracked

• Open-Source Watermark Erasers Gaining Traction on GitHub: https://tinyurl.com/38m7ctzv

End-of-Summer Weird AI

• Bama Rush AI Sorority Avatar "Janie" Experiment (a16z Substack): https://tinyurl.com/muffza6w 
• Meta's Controversial 'Kromix' Ad Campaign Promising to Nudify Female Politicians: https://tinyurl.com/3axt6pky 
• Google Purchases Bankrupt Spirit Airlines' Data: https://tinyurl.com/yt5hyurw 

Human Authenticity Premium

• Viral Hand-Drawn "Spooder-Man" Cineplex Poster Replacement (The Hollywood Reporter): https://tinyurl.com/3bccp6wn

The AI Compass Quiz

• Bambamramfan's Ethical AI Framework & Political-Compass-Style Quiz Mapping 30 Reactions to GenAI: https://tinyurl.com/4h5mub9v

Screen Time Procurement & Frameworks

• Schools Struggle to Vet & Procure Worthwhile Educational AI Tools (CT Mirror): https://tinyurl.com/2eed3wam 

Longitudinal Screen Time Study

• USDOE Releases Guidelines for Responsible Use of Education Technology in Classrooms: https://tinyurl.com/3mwsczt8
• Governor Greg Abbott's Proposed Classroom Screen Time Limits: https://tinyurl.com/ynsbd7nm

AI Literacy Curricula & Global Competitions: New pre-K through 12 AI literacy offerings from Common Sense Media and Day of AI, alongside India's Millennium AI Creators Championship for youth.

• EdSource K-12 Student AI Homework Use Survey: https://tinyurl.com/y66d4f55 
• CSTA and Day of AI Launch Free PreK-12 AI Literacy Curriculum: https://lnkd.in/p/g-9qPbXK 
• The Millennium AI Creators Championship 2026: https://tinyurl.com/ya2pmzjd 

Beneath the Surface: The Mind Reader Fallacy

Teaching AI to Stop Guessing Your Classroom or School Intent

Instead of asking clarifying questions, AI agents often answer vague prompts using hidden assumptions. To prevent errors and preserve human oversight, educators can use a "cognitive onboarding" prompt that forces the model to flag ambiguity, highlight its assumptions, state potential risks, and wait for human confirmation before generating content.

• The Mindreader Fallacy: https://tinyurl.com/3u24fbt5  

The Bright Byte

Researchers used AI models to map complex brain data, identifying 766 genes linked to schizophrenia in a Nature Genetics study. By uncovering 641 previously unknown genetic markers, this technology provides a clearer blueprint for developing targeted therapies.

• Generative AI Computational Models Mapping the Complex Genetics of Schizophrenia: https://tinyurl.com/ykp7zmxk 

Announcements

• Fall AI Conference: October 2, 2026: https://tinyurl.com/4k6x9scx
• Purchase Learning They'll Love - Dr. Elizabeth Radday on Amazon: https://tinyurl.com/22t9hz77
• Check out our middle / high school Student AI Literacy course: ​​⁠⁠⁠www.skills21.org/ai/learnai⁠⁠⁠
• Explore Skills21’s FREE social media literacy curriculum: ⁠⁠⁠https://www.skills21.org/social
• Address Screen Time concerns: skills21.org/ai/screenshift

Sponsors

The National Center for Next Generation Manufacturing: Your Gateway to Next Generation Advanced Manufacturing - https://www.nextgenmfg.org

In this ChatEDU Check-In: AI in the Curriculum - Not Just Alongside, Matt explores higher education's shift toward embedding AI directly into specific academic subjects." This transition moves away from isolating AI within technical degrees to integrating it across fields like healthcare, business, and humanities.

Key Takeaways:

Universities are moving away from standalone computer science degrees to integrate AI directly across diverse academic subjects.

Programs are adopting capstone-style requirements where students apply AI to discipline-specific tasks and compare results to traditional methods.

Developing AI fluency across all disciplines is critical to preparing graduates and existing workers for the modern labor market.

Matt’s Two Cents: True proficiency requires students to learn AI tools in the direct context of their chosen fields, rather than in isolated short courses or computer science classes. District and university leaders must recognize that preparing students for post-secondary pathways means embedding field-specific AI applications across the entire curriculum, including high-level STEM and humanities courses.

Article:

Universities Must Rethink AI Education for the AI Economy

https://tinyurl.com/3a7r9vn6

In this ChatEDU Check-In: Two Houston ISD Schools Go All-In on 2 Hour Learning, Matt explores how two Houston ISD elementary campuses are piloting an AI-driven, compressed learning model for high-performing students. The program utilizes Alpha School's TimeBack platform to shorten core academic instruction down to two hours through algorithmic pacing and gamified goal tracking. However, the pilot arrives alongside privacy concerns regarding facial tracking technology and a history of state regulators rejecting similar expansion efforts over operational and performance data gaps.

Key Takeaways:

Houston ISD is testing an AI-driven program to compress core instruction into two hours for students meeting a 60-65% proficiency threshold.

The platform relies on algorithmic pacing and digital goal tracking, but it faces parent concerns over integrated facial tracking features.

State regulators in regions like Pennsylvania previously rejected expansion attempts for this learning framework, citing unverified performance claims and insufficient operational planning.

Matt’s Two Cents: Algorithmic tutoring for highly motivated students is a modern spin on a long-standing concept, but the true strategic interest for school leaders lies in how the rest of the school day is restructured. If compressing core academics simply sends students back into standard classroom routines, the model loses its impact. The real opportunity for district leadership is leveraging saved instructional time for high-value, student-centered experiences like project-based learning, financial literacy, and community service.

Article:

Two Houston ISD elementary campuses will pilot Alpha School’s AI-powered education program this fall

https://tinyurl.com/2jbpmj4r