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AI Guidebook - Teaching Systems Lab - MIT
AI Guidebook - Teaching Systems Lab - MIT
AboutJustin ReichBooksBooks – IterateBooks – Failure to DisruptResourcesPodcastFilmPractice SpacesCoursewareCOVID ResearchNewsletterEventsAboutJustin ReichBooksBooks – IterateBooks – Failure to DisruptResourcesPodcastFilmPractice SpacesCoursewareCOVID ResearchNewsletterEventsAboutJustin ReichBooksBooks – IterateBooks – Failure to DisruptResourcesPodcastFilmPractice SpacesCoursewareCOVID ResearchNewsletterEventsAboutJustin ReichBooksBooks – IterateBooks – Failure to DisruptResourcesPodcastFilmPractice SpacesCoursewareCOVID ResearchNewsletterEvents A Guide to AI in Schools: Perspectives for the Perplexedby educators and for educators Most new technologies, like […]
·tsl.mit.edu·
AI Guidebook - Teaching Systems Lab - MIT
TeachAI | AI Literacy
TeachAI | AI Literacy
Learn more about TeachAI's AI literacy projects, including the Draft AILit Framework. The Framework supports teachers, education leaders, policymakers, and learning designers in developing learning materials, standards, school-wide initiatives, and responsible AI policies that advance AI literacy in primary and secondary education.
·teachai.org·
TeachAI | AI Literacy
How AI Can Improve K-12 Teaching and Learning
How AI Can Improve K-12 Teaching and Learning

Some strategies for students who rely too heavily on AI include oral presentations, project-based learning and building portfolios of a student’s best work.

One practice could involve students showing evidence of something they created, implemented or developed to address a challenge. Evidence could include constructing a small bridge to demonstrate how forces act on structures, pictures or a video of students using a water sampling device to check for pollution, or students designing and planting a community garden. AI might produce the steps needed to construct the project, but students would actually have to do the work.

Teachers can also use AI to create lessons tailored to students’ interests, quickly translate text to multiple languages, and recognize speech for students with hearing difficulties. AI can be used as a tutor to individualize instruction, provide immediate feedback and identify gaps in students’ learning.

·medium.com·
How AI Can Improve K-12 Teaching and Learning
Hundreds of thousands of Grok chats exposed in Google results
Hundreds of thousands of Grok chats exposed in Google results

Hundreds of thousands of user conversations with Elon Musk's artificial intelligence (AI) chatbot Grok have been exposed in search engine results - seemingly without users' knowledge. Unique links are created when Grok users press a button to share a transcript of their conversation - but as well as sharing the chat with the intended recipient, the button also appears to have made the chats searchable online. A Google search on Thursday revealed it had indexed nearly 300,000 Grok conversations. It has led one expert to describe AI chatbots as a "privacy disaster in progress".

Hundreds of thousands of user conversations with Elon Musk's artificial intelligence (AI) chatbot Grok have been exposed in search engine results - seemingly without users' knowledge.Unique links are created when Grok users press a button to share a transcript of their conversation - but as well as sharing the chat with the intended recipient, the button also appears to have made the chats searchable online.A Google search on Thursday revealed it had indexed nearly 300,000 Grok conversations.It has led one expert to describe AI chatbots as a "privacy disaster in progress".
·bbc.com·
Hundreds of thousands of Grok chats exposed in Google results
The End of Handwriting | WIRED
The End of Handwriting | WIRED

Students’ ability to outsource critical thinking to LLMs has left schools and universities scrambling to find ways to prevent plagiarism and cheating. Five semesters after ChatGPT changed education, Inside Higher Ed wrote in June, university professors are considering bringing back tests written longhand. Sales of “blue books”—those anxiety-inducing notebooks used for college exams—are ticking up, according to a report in The Wall Street Journal. Handwriting, in person, may soon become one of the few things a student can do to prove they’re not a bot.

Students’ ability to outsource critical thinking to LLMs has left schools and universities scrambling to find ways to prevent plagiarism and cheating. Five semesters after ChatGPT changed education, Inside Higher Ed wrote in June, university professors are considering bringing back tests written longhand. Sales of “blue books”—those anxiety-inducing notebooks used for college exams—are ticking up, according to a report in The Wall Street Journal. Handwriting, in person, may soon become one of the few things a student can do to prove they’re not a bot.
·archive.is·
The End of Handwriting | WIRED
2025 08 18 a for effort needs improvement on execution lessons learned from failures of ai ed tech tools
2025 08 18 a for effort needs improvement on execution lessons learned from failures of ai ed tech tools

Although AI systems offer the potential for significant educational benefits, up to now they have frequently failed to live up to their promises in the education context and have created new challenges for educators and administrators. These failures, whether due to bias, ineffectiveness, lack of fitness for purpose, unintended consequences, privacy violations, or other causes, mean that tools often result in more harm than good, damaging school communities, sapping resources, creating reputational harm, and placing students at risk. Rather than rushing to adopt AI, schools should proceed carefully, taking AI promises with a grain of salt and building structures to avoid AI failures where they can, and handle them effectively where they cannot. This brief will discuss some of the common ways schools are using AI, how these AI systems can fail, and the impacts of those failures. It will also provide best practices for reducing the chance of an AI failure, preparing for the possibility of failure, and determining how to respond if a failure does occur.

·cdt.org·
2025 08 18 a for effort needs improvement on execution lessons learned from failures of ai ed tech tools
Weapons of Mass Delusion Are Helping Kids Opt Out of Reality
Weapons of Mass Delusion Are Helping Kids Opt Out of Reality
Emily Tavoulareas says AI firms are actively enabling young children to trade real relationships for an illusion — or perhaps more aptly, for a delusion.
·techpolicy.press·
Weapons of Mass Delusion Are Helping Kids Opt Out of Reality
Google Says It Dropped the Energy Cost of AI Queries By 33x In One Year - Slashdot
Google Says It Dropped the Energy Cost of AI Queries By 33x In One Year - Slashdot
Google has released (PDF) a new analysis of its AI's environmental impact, showing that it has cut the energy use of AI text queries by a factor of 33 over the past year. Each prompt now consumes about 0.24 watt-hours -- the equivalent of watching nine seconds of TV. An anonymous reader shares an ex…
·m.slashdot.org·
Google Says It Dropped the Energy Cost of AI Queries By 33x In One Year - Slashdot
Student AI Use Scale | CELT
Student AI Use Scale | CELT
the AI Assessment Scale (Furze, et al.), the Seven Levels of Possible GenAI Usage (ISU), and the AI Friction Scale (Beckwith)
·celt.uky.edu·
Student AI Use Scale | CELT