News from the AI & ML world

DeeperML - #education

Joe Green@AI News //
References: Techmeme , techxplore.com , www.unite.ai ...
The United Arab Emirates is set to integrate Artificial Intelligence (AI) education into its school curricula, making it mandatory for all students from kindergarten through grade 12. This nationwide initiative aims to equip Emirati youth with essential AI skills from an early age, preparing them for a future increasingly driven by technology. The initiative is part of the country's broader National Artificial Intelligence Strategy 2031, positioning the UAE as a global leader in AI capabilities and digital innovation. The goal is to diversify the UAE’s economy from its core basis of oil production and sale.

The new AI curriculum will be age-appropriate and structured around seven key learning areas. These areas include foundational concepts such as understanding what AI is, data and algorithms, software applications, and ethical awareness. Students will also explore real-world AI applications and engage in innovation and project design, fostering creativity and practical skills. The curriculum will be incorporated into the standard school timetable, ensuring that all students have access to AI education as part of their core learning experience.

The UAE Prime Minister Sheikh Mohammed bin Rashid Al Maktoum emphasized the importance of teaching children a deep understanding of AI from a technical perspective, while also fostering their awareness of the ethics of this new technology. This initiative reflects the UAE's commitment to equipping its children for a future with conditions different from today. As part of this broader strategy, the UAE is also investing in research and development, with institutions like the American University of Sharjah and United Arab Emirates University committed to the technology’s use in the higher and postgraduate sectors, with a significant AI investment fund expected to grow in the coming years.

Recommended read:
References :
  • Techmeme: The UAE will add AI to public school curriculum, including ethical awareness and foundational concepts, for kindergarten pupils through to 12th grade this year
  • techxplore.com: UAE schools to teach AI from kindergarten up
  • Unite.AI: UAE Makes AI Classes Mandatory from Kindergarten—The World Needs to Follow
  • www.unite.ai: UAE Makes AI Classes Mandatory from Kindergarten—The World Needs to Follow
  • the-decoder.com: The United Arab Emirates is making artificial intelligence a required subject for all students, from kindergarten through twelfth grade. The move is part of a larger effort to position the UAE as the region's top hub for AI research and development.
  • techxmedia.com: The Ministry of Education (MoE) has announced the introduction of […] The post first appeared on .
  • AIwire: Officials say this will prepare students for an AI-driven economy. However, success will depend on many factors, including implementation and student engagement. UAE is undertaking major steps to transition from an oil-based economy to a growing hub for AI
  • @techmeme.com - Techmeme: The UAE will add AI to public school curriculum, including ethical awareness and foundational concepts, for kindergarten pupils through to 12th grade this year
  • www.techmeme.com: The UAE will add AI to public school curriculum, including ethical awareness and foundational concepts, for kindergarten pupils through to 12th grade this year (Sara Gharaibeh/Bloomberg)
  • THE DECODER: The United Arab Emirates is making artificial intelligence a required subject for all students, from kindergarten through twelfth grade.
  • AI News: The United Arab Emirates looks set to integrating AI education in its schools’ curricula, meaning all children from kindergarten to high school will learn about the technology, how it can be used day-to-day, and the best ways to implement the various types of models.
  • www.artificialintelligence-news.com: The United Arab Emirates looks set to integrating AI education in its schools’ curricula, meaning all children from kindergarten to high school will learn about the technology, how it can be used day-to-day, and the best ways to implement the various types of models.

@the-decoder.com //
Google is enhancing its AI capabilities across several platforms. NotebookLM, the AI-powered research tool, is expanding its "Audio Overviews" feature to approximately 75 languages, including less common ones such as Icelandic, Basque, and Latin. This enhancement will enable users worldwide to listen to AI-generated summaries of documents, web pages, and YouTube transcripts, making research more accessible. The audio for each language is generated by AI agents using metaprompting, with the Gemini 2.5 Pro language model as the underlying system, moving towards audio production technology based entirely on Gemini’s multimodality.

These Audio Overviews are designed to distill a mix of documents into a scripted conversation between two synthetic hosts. Users can direct the tone and depth through prompts, and then download an MP3 or keep playback within the notebook. This expansion rebuilds the speech stack and language detection while maintaining a one-click flow. Early testers have reported that multilingual voices make long reading lists easier to digest and provide an alternative channel for blind or low-vision audiences.

In addition to NotebookLM enhancements, Google Gemini is receiving AI-assisted image editing capabilities. Users will be able to modify backgrounds, swap objects, and make other adjustments to both AI-generated and personal photos directly within the chat interface. These editing tools are being introduced gradually for users on web and mobile devices, supporting over 45 languages in most countries. To access the new features on your phone, users will need the latest version of the Gemini app.

Recommended read:
References :
  • www.techradar.com: Google reveals powerful NotebookLM app for Android and iOS with release date – here's what it looks like
  • TestingCatalog: Google expands NotebookLM with Audio Overviews in over 50 languages
  • THE DECODER: Google Gemini brings AI-assisted image editing to chat
  • the-decoder.com: Google Gemini brings AI-assisted image editing to chat
  • www.tomsguide.com: Google Gemini adds new image-editing tools — here's what they can do
  • The Tech Basic: Google Brings NotebookLM AI Research Assistant to Mobile With Offline Podcasts and Enhanced Tools
  • PCMag Middle East ai: Google CEO: Gemini Could Be Integrated Into Apple Intelligence This Year
  • gHacks Technology News: Google is rolling out an update for its Gemini app that adds a quality-of-life feature. Users can now access the AI assistant directly from their home screens, bypassing the need to navigate
  • PCMag Middle East ai: Research in Your Pocket: Google's Powerful NotebookLM AI Tool Coming to iOS, Android
  • www.tomsguide.com: Google Gemini finally has an iPad app — better late than never

Noor Al-Sibai@futurism.com //
Duolingo, the popular language-learning application, is shifting to an "AI-first" model, initiating a restructuring of its operations to focus on generative AI for content creation and process automation. This move includes a gradual reduction in reliance on contractors, with AI taking over tasks where possible. CEO Luis von Ahn conveyed this strategic shift in an internal memo, emphasizing the need to proactively respond to technological changes, similar to the company’s successful early adoption of a "mobile first" strategy in 2012. He noted that AI is already transforming how work is accomplished within the company.

The primary objective of this transition is to accelerate content delivery and increase its scale. Duolingo views manual content creation as no longer viable for meeting its needs, emphasizing that replacing slow, manual processes with AI-driven solutions is key to providing the desired amount of content for learners in a fraction of the time. Von Ahn stated that without AI, producing new materials would take decades, and that AI integration will also support new features, including video calls. He made sure to note that one of the best decisions the company made recently was replacing a slow, manual content creation process with one powered by AI.

Following the announcement of its "AI-first" strategy, Duolingo launched 148 new language courses created with generative AI. CEO Luis von Ahn stated the company was able to develop more courses in less than a year than it had in the previous twelve years combined. The expansion primarily focuses on making seven popular non-English languages – Spanish, French, German, Italian, Japanese, Korean, and Mandarin – available across all 28 of Duolingo's supported interface languages, aiming to dramatically expand access for speakers of languages that previously had limited learning options, particularly in Asia and Latin America.

Recommended read:
References :
  • The Register - Software: Duolingo jumps aboard the 'AI-first' train, will phase out contractors
  • the-decoder.com: Duolingo says AI let it build more courses in one year than it did over the past twelve
  • www.tomsguide.com: Duolingo now plans to use AI instead of new hires or contractors where possible
  • futurism.com: Pivot Power Duolingo, the gamified, owl-mascoted language learning app, is going "AI-first" — and replacing all its human contractors along the way.
  • THE DECODER: Duolingo says AI let it build more courses in one year than it did over the past twelve
  • www.artificialintelligence-news.com: Duolingo is restructuring parts of its workforce as it shifts toward becoming an “AI-first†company, according to an internal memo from CEO and co-founder Luis von Ahn that was later shared publicly on the company’s LinkedIn page.
  • Maginative: Duolingo launches 148 AI-generated language courses, expanding its offerings and emphasizing an “AI-first†strategy amid internal workforce changes.
  • AI News: Duolingo shifts to AI-first model, cutting contractor roles
  • PCMag Middle East ai: Duolingo adopts ‘AI-First’ Strategy, Will Eliminate All Contract Workers
  • The Tech Basic: The language learning application Duolingo launches 148 additional course offerings through its green-colored mascot. These courses were created using artificial intelligence (AI).
  • thetechbasic.com: Duolingo Launches 148 New Language Courses Made With AI
  • PCMag Middle East ai: Professor AI? Duolingo Creates 148 Courses Using Generative AI
  • The Verge: Duolingo said it just doubled its language courses thanks to AI

@techradar.com //
Google has officially launched its AI-powered NotebookLM app on both Android and iOS platforms, expanding the reach of this powerful research tool beyond the web. The app, which leverages AI to summarize and analyze documents, aims to enhance productivity and learning by enabling users to quickly extract key insights from large volumes of text. The release of the mobile app coincides with Google I/O 2025, where further details about the app's features and capabilities are expected to be unveiled. Users can now pre-order the app on both the Google Play Store and Apple App Store, ensuring automatic download upon its full launch on May 20th.

NotebookLM provides users with an AI-powered workspace to collate information from multiple sources, including documents, webpages, and more. The app offers smart summaries and allows users to ask questions about the data, making it a helpful alternative to Google Gemini for focused research tasks. The mobile version of NotebookLM retains most of the web app's features, including the ability to create and browse notebooks, add sources, and engage in conversations with the AI about the content. Users can also utilize the app to generate audio overviews or "podcasts" of their notes, which can be interrupted for follow-up questions.

In addition to the mobile app launch, Google has significantly expanded the language support for NotebookLM's "Audio Overviews" feature. Originally available only in English, the AI-generated summaries can now be accessed in approximately 75 languages, including Spanish, French, Hindi, Turkish, Korean, Icelandic, Basque and Latin. This expansion allows researchers, students, and content creators worldwide to benefit from the audio summarization capabilities of NotebookLM, making it easier to digest long reading lists and providing an alternative channel for blind or low-vision users.

Recommended read:
References :
  • www.techradar.com: Google is turning your favorite AI podcast hosts into polyglots
  • Security & Identity: From insight to action: M-Trends, agentic AI, and how we’re boosting defenders at RSAC 2025
  • Maginative: NotebookLM’s Audio Overviews Now Supports Over 50 Languages
  • TestingCatalog: Google expands NotebookLM with Audio Overviews in over 50 languages
  • www.marktechpost.com: Google has significantly expanded the capabilities of its experimental AI tool, NotebookLM, by introducing Audio Overviews in over 50 languages. This marks a notable leap in global content accessibility, making the platform far more inclusive and versatile for a worldwide audience.
  • the-decoder.com: Google expands "Audio Overviews" to 75 languages using Gemini-based audio production
  • MarkTechPost: Google has significantly expanded the capabilities of its experimental AI tool, NotebookLM, by introducing Audio Overviews in over 50 languages.
  • THE DECODER: Google expands “Audio Overviews” to 75 languages using Gemini-based audio production
  • The Official Google Blog: NotebookLM Audio Overviews are now available in over 50 languages
  • Search Engine Journal: The Data Behind Google’s AI Overviews: What Sundar Pichai Won’t Tell You
  • chromeunboxed.com: NotebookLM’s popular Audio Overviews are now available in over 50 languages
  • PCMag Middle East ai: Research in Your Pocket: Google's Powerful NotebookLM AI Tool Coming to iOS, Android
  • www.techradar.com: Google reveals powerful NotebookLM app for Android and iOS with release date – here's what it looks like
  • www.tomsguide.com: Google has confirmed the launch date for the NotebookLM app, giving users much more freedom and flexibility.
  • The Tech Basic: Google is launching mobile apps for NotebookLM, its AI study helper, on May 20. The apps are available for preorder now on iPhones, iPads, and Android devices. NotebookLM helps students, workers, and researchers understand complicated topics by turning notes into easy podcasts and summaries. What Can NotebookLM Do? NotebookLM is like a smart friend who ...

Noor Al-Sibai@futurism.com //
Duolingo is making a significant shift to an AI-first model, restructuring its operations to focus on generative AI for content creation and process automation. CEO Luis von Ahn announced plans to gradually reduce the company's reliance on contractors, aiming to automate tasks wherever possible. This transition marks a fundamental cultural shift, with leadership emphasizing the transformative power of AI in reshaping how work is accomplished. This mirrors the company's early adoption of a "mobile-first" strategy in 2012 which led to significant recognition.

This strategic move is driven by the need to deliver app content more quickly and at a greater scale. Duolingo states that manual content creation is no longer viable for meeting the company's needs. Replacing slow, manual processes with AI-driven solutions allows for the faster provision of content for learners. The company reported that AI has enabled them to build more courses in one year than in the previous twelve years combined. A large content expansion was recently launched by the company, releasing 148 new language courses which were all created using generative AI.

The implementation of AI extends beyond content creation, with plans to integrate it into hiring processes and employee performance reviews. Teams will be encouraged to prioritize automation before requesting additional resources. CEO Luis von Ahn stated that the changes are not intended to reduce the company's focus on employee well-being, adding that the move is not about replacing employees with AI but removing bottlenecks. Instead, the goal is to empower employees to focus on creativity, accelerating Duolingo's mission to deliver language instruction globally.

Recommended read:
References :
  • futurism.com: Pivot Power Duolingo, the gamified, owl-mascoted language learning app, is going "AI-first" — and replacing all its human contractors along the way. In an all-hands email that was later published in its entirety to LinkedIn, Duolingo CEO Luis von Ahn announced that the company would "gradually stop using contractors to do work that AI can handle." Part of that shift, von Ahn wrote, will essentially involve deploying it before it’s "100% perfect." "We're not going to rebuild everything overnight, and some things — like getting Al to understand our codebase-will take time," the CEO wrote. "However, we can't wait until […]
  • The Register - Software: Duolingo jumps aboard the 'AI-first' train, will phase out contractors
  • PCMag Middle East ai: Duolingo Adopts ‘AI-First’ Strategy, Will Eliminate All Contract Workers
  • the-decoder.com: Duolingo announces major shift toward generative AI and automation
  • www.tomsguide.com: Duolingo now plans to use AI instead of new hires or contractors where possible
  • THE DECODER: Duolingo says AI let it build more courses in one year than it did over the past twelve
  • AI News: Duolingo shifts to AI-first model, cutting contractor roles
  • bsky.app: Duolingo is phasing out contract workers and replacing them with AI tools. The company says it’ll make content faster and let staff "focus on creative work," but behind the scenes, it’s another example of AI reshaping the labor market overnight.
  • the-decoder.com: Duolingo says AI let it build more courses in one year than it did over the past twelve
  • www.artificialintelligence-news.com: Duolingo shifts to AI-first model, cutting contractor roles
  • PCMag Middle East ai: Professor AI? Duolingo Creates 148 Courses Using Generative AI
  • thetechbasic.com: Duolingo Launches 148 New Language Courses Made With AI

Chris McKay@Maginative //
Anthropic has unveiled Claude for Education, a specialized AI assistant designed to cultivate critical thinking skills in students. Unlike conventional AI tools that simply provide answers, Claude employs a Socratic-based "Learning Mode" that prompts students with guiding questions, encouraging them to engage in deeper reasoning and problem-solving. This innovative approach aims to address concerns about AI potentially hindering intellectual development by promoting shortcut thinking.

Partnerships with Northeastern University, the London School of Economics, and Champlain College will integrate Claude across multiple campuses, reaching tens of thousands of students. These institutions are making a significant investment in AI, betting that it can improve the learning process. Faculty can use Claude to generate rubrics aligned with learning outcomes and create chemistry equations, while administrative staff can analyze enrollment trends and simplify policy documents. These institutions are testing the system across teaching, research, and administrative workflows.

Recommended read:
References :
  • THE DECODER: Anthropic brings AI assistant Claude to university campuses
  • venturebeat.com: Anthropic flips the script on AI in education: Claude’s Learning Mode makes students do the thinking
  • Maginative: Anthropic Launches Claude for Education with Learning Mode to Foster Critical Thinking in Universities
  • Analytics India Magazine: Anthropic Launches Claude for Education to Support Universities with AI
  • eWEEK: Claude AI Goes to College With Anthropic’s New Education-Specific Learning Mode
  • www.zdnet.com: No, it won't just do their homework for them. Plus, it helps teachers create rubrics and provide feedback.
  • TheSequence: Anthropic's recent journey into the mind of Claude.
  • thezvi.wordpress.com: A new Anthropic paper reports that reasoning model chain of thought (CoT) is often unfaithful. They test on Claude Sonnet 3.7 and r1, I’d love to see someone try this on o3 as well. Note that this does not have …
  • thezvi.substack.com: A new Anthropic paper reports that reasoning model chain of thought (CoT) is often unfaithful. They test on Claude Sonnet 3.7 and r1, I’d love to see someone try this on o3 as well.
  • LearnAI: Anthropic’s Claude for Education offering provides specialized AI assistance for educational purposes, designed to enhance critical thinking.
  • Analytics Vidhya: Anthropic has introduced a new AI learning tool called Claude for Education.

@medium.com //
References: medium.com , medium.com ,
AI is making significant strides in revolutionizing math learning and education. AI Math Master is a new mobile app designed to provide students and educators with a tool to solve math problems quickly, offering step-by-step solutions. It covers a range of subjects from basic arithmetic to advanced topics like calculus.

Researchers at the Technical University of Munich (TUM) and the University of Cologne have developed an AI-based learning system to recognize strengths and weaknesses in mathematics. This system uses a webcam to track eye movements, generating problem-solving hints and enabling teachers to provide more individualized support to students. The AI system analyzes patterns in eye movements displayed on a heatmap to select learning videos and exercises tailored to the pupil.

Recommended read:
References :
  • medium.com: AI Math Master: The Ultimate Tool for Effortless Math Learning
  • medium.com: Artificial Intelligence Math: How AI is Revolutionizing Math Learning
  • phys.org: Researchers at the Technical University of Munich (TUM) and the University of Cologne have developed an AI-based learning system that recognizes strengths and weaknesses in mathematics by tracking eye movements with a webcam to generate problem-solving hints.

msaul@mathvoices.ams.org //
Researchers at the Technical University of Munich (TUM) and the University of Cologne have developed an AI-based learning system designed to provide individualized support for schoolchildren in mathematics. The system utilizes eye-tracking technology via a standard webcam to identify students’ strengths and weaknesses. By monitoring eye movements, the AI can pinpoint areas where students struggle, displaying the data on a heatmap with red indicating frequent focus and green representing areas glanced over briefly.

This AI-driven approach allows teachers to provide more targeted assistance, improving the efficiency and personalization of math education. The software classifies the eye movement patterns and selects appropriate learning videos and exercises for each pupil. Professor Maike Schindler from the University of Cologne, who has collaborated with TUM Professor Achim Lilienthal for ten years, emphasizes that this system is completely new, tracking eye movements, recognizing learning strategies via patterns, offering individual support, and creating automated support reports for teachers.

Recommended read:
References :
  • www.sciencedaily.com: Researchers have developed an AI-based learning system that recognizes strengths and weaknesses in mathematics by tracking eye movements with a webcam to generate problem-solving hints. This enables teachers to provide significantly more children with individualized support.
  • phys.org: Researchers at the Technical University of Munich (TUM) and the University of Cologne have developed an AI-based learning system that recognizes strengths and weaknesses in mathematics by tracking eye movements with a webcam to generate problem-solving hints.
  • medium.com: Artificial Intelligence Math: How AI is Revolutionizing Math Learning
  • medium.com: Exploring AI Math Master Applications: Enhancing Mathematics Learning with Artificial Intelligence
  • phys.org: AI-based math: Individualized support for students uses eye tracking

@phys.org //
Researchers at the Technical University of Munich (TUM) and the University of Cologne have developed an AI-based learning system designed to provide individualized support for schoolchildren in mathematics. The system utilizes eye-tracking technology via a standard webcam to identify students’ strengths and weaknesses. By monitoring eye movements, the AI can pinpoint areas where students struggle, displaying the data on a heatmap with red indicating frequent focus and green representing areas glanced over briefly.

This AI-driven approach allows teachers to provide more targeted assistance, improving the efficiency and personalization of math education. The software classifies the eye movement patterns and selects appropriate learning videos and exercises for each pupil. Professor Maike Schindler from the University of Cologne, who has collaborated with TUM Professor Achim Lilienthal for ten years, emphasizes that this system is completely new, tracking eye movements, recognizing learning strategies via patterns, offering individual support, and creating automated support reports for teachers.

Recommended read:
References :
  • phys.org: AI-based math: Individualized support for students uses eye tracking
  • www.sciencedaily.com: AI-based math: Individualized support for schoolchildren