FlexOS’ Stay Ahead Edition #43 — from flexos.work

People started discussing what they could do with Notebook LM after Google launched the audio overview, where you can listen to 2 hosts talking in-depth about the documents you upload. Here are what it can do:

  • Summarization: Automatically generate summaries of uploaded documents, highlighting key topics and suggesting relevant questions.
  • Question Answering: Users can ask NotebookLM questions about their uploaded documents, and answers will be provided based on the information contained within them.
  • Idea Generation: NotebookLM can assist with brainstorming and developing new ideas.
  • Source Grounding: A big plus against AI chatbot hallucination, NotebookLM allows users to ground the responses in specific documents they choose.
  • …plus several other items

The posting also lists several ideas to try with NotebookLM such as:

Idea 2: Study Companion

  • Upload all your course materials and ask NotebookLM to turn them into Question-and-Answer format, a glossary, or a study guide.
  • Get a breakdown of the course materials to understand them better.

Google’s NotebookLM: A Game-Changer for Education and Beyond — from ai-supremacy.com by Michael Spencer and Nick Potkalitsky
AI Tools: Breaking down Google’s latest AI tool and its implications for education.

“Google’s AI note-taking app NotebookLM can now explain complex topics to you out loud”

With more immersive text-to-video and audio products soon available and the rise of apps like Suno AI, how we “experience” Generative AI is also changing from a chatbot of 2 years ago, to a more multi-modal educational journey. The AI tools on the research and curation side are also starting to reflect these advancements.


Meet Google NotebookLM: 10 things to know for educators — from ditchthattextbook.com by Matt Miller

1. Upload a variety of sources for NotebookLM to use. 
You can use …

  • websites
  • PDF files
  • links to websites
  • any text you’ve copied
  • Google Docs and Slides
  • even Markdown

You can’t link it to YouTube videos, but you can copy/paste the transcript (and maybe type a little context about the YouTube video before pasting the transcript).

2. Ask it to create resources.
3. Create an audio summary.
4. Chat with your sources.
5. Save (almost) everything. 


NotebookLM summarizes my dissertation — from darcynorman.net by D’Arcy Norman, PhD

I finally tried out Google’s newly-announced NotebookLM generative AI application. It provides a set of LLM-powered tools to summarize documents. I fed it my dissertation, and am surprised at how useful the output would be.

The most impressive tool creates a podcast episode, complete with dual hosts in conversation about the document. First – these are AI-generated hosts. Synthetic voices, speaking for synthetic hosts. And holy moly is it effective. Second – although I’d initially thought the conversational summary would be a dumb gimmick, it is surprisingly powerful.


4 Tips for Designing AI-Resistant Assessments — from techlearning.com by Steve Baule and Erin Carter
As AI continues to evolve, instructors must modify their approach by designing meaningful, rigorous assessments.

As instructors work through revising assessments to be resistant to generation by AI tools with little student input, they should consider the following principles:

  • Incorporate personal experiences and local content into assignments
  • Ask students for multi-modal deliverables
  • Assess the developmental benchmarks for assignments and transition assignments further up Bloom’s Taxonomy
  • Consider real-time and oral assignments

Google CEO Sundar Pichai announces $120M fund for global AI education — from techcrunch.com by Anthony Ha

He added that he wants to avoid a global “AI divide” and that Google is creating a $120 million Global AI Opportunity Fund through which it will “make AI education and training available in communities around the world” in partnership with local nonprofits and NGOs.


Educators discuss the state of creativity in an AI world — from gettingsmart.com by Joe & Kristin Merrill, LaKeshia Brooks, Dominique’ Harbour, Erika Sandstrom

Key Points

  • AI allows for a more personalized learning experience, enabling students to explore creative ideas without traditional classroom limitations.
  • The focus of technology integration should be on how the tool is used within lessons, not just the tool itself

Addendum on 9/27/24:

Google’s NotebookLM enhances AI note-taking with YouTube, audio file sources, sharable audio discussions — from techcrunch.com by Jagmeet Singh

Google on Thursday announced new updates to its AI note-taking and research assistant, NotebookLM, allowing users to get summaries of YouTube videos and audio files and even create sharable AI-generated audio discussions

NotebookLM adds audio and YouTube support, plus easier sharing of Audio Overviews — from blog.google

 

AI researcher Jim Fan has had a charmed career. He was OpenAI’s first intern before he did his PhD at Stanford with “godmother of AI,” Fei-Fei Li. He graduated into a research scientist position at Nvidia and now leads its Embodied AI “GEAR” group. The lab’s current work spans foundation models for humanoid robots to agents for virtual worlds. Jim describes a three-pronged data strategy for robotics, combining internet-scale data, simulation data and real world robot data. He believes that in the next few years it will be possible to create a “foundation agent” that can generalize across skills, embodiments and realities—both physical and virtual. He also supports Jensen Huang’s idea that “Everything that moves will eventually be autonomous.”


Runway Partners with Lionsgate — from runwayml.com via The Rundown AI
Runway and Lionsgate are partnering to explore the use of AI in film production.

Lionsgate and Runway have entered into a first-of-its-kind partnership centered around the creation and training of a new AI model, customized on Lionsgate’s proprietary catalog. Fundamentally designed to help Lionsgate Studios, its filmmakers, directors and other creative talent augment their work, the model generates cinematic video that can be further iterated using Runway’s suite of controllable tools.

Per The Rundown: Lionsgate, the film company behind The Hunger Games, John Wick, and Saw, teamed up with AI video generation company Runway to create a custom AI model trained on Lionsgate’s film catalogue.

The details:

  • The partnership will develop an AI model specifically trained on Lionsgate’s proprietary content library, designed to generate cinematic video that filmmakers can further manipulate using Runway’s tools.
  • Lionsgate sees AI as a tool to augment and enhance its current operations, streamlining both pre-production and post-production processes.
  • Runway is considering ways to offer similar custom-trained models as templates for individual creators, expanding access to AI-powered filmmaking tools beyond major studios.

Why it matters: As many writers, actors, and filmmakers strike against ChatGPT, Lionsgate is diving head-first into the world of generative AI through its partnership with Runway. This is one of the first major collabs between an AI startup and a major Hollywood company — and its success or failure could set precedent for years to come.


A bottle of water per email: the hidden environmental costs of using AI chatbots — from washingtonpost.com by Pranshu Verma and Shelly Tan (behind paywall)
AI bots generate a lot of heat, and keeping their computer servers running exacts a toll.

Each prompt on ChatGPT flows through a server that runs thousands of calculations to determine the best words to use in a response.

In completing those calculations, these servers, typically housed in data centers, generate heat. Often, water systems are used to cool the equipment and keep it functioning. Water transports the heat generated in the data centers into cooling towers to help it escape the building, similar to how the human body uses sweat to keep cool, according to Shaolei Ren, an associate professor at UC Riverside.

Where electricity is cheaper, or water comparatively scarce, electricity is often used to cool these warehouses with large units resembling air-conditioners, he said. That means the amount of water and electricity an individual query requires can depend on a data center’s location and vary widely.


AI, Humans and Work: 10 Thoughts. — from rishad.substack.com by Rishad Tobaccowala
The Future Does Not Fit in the Containers of the Past. Edition 215.

10 thoughts about AI, Humans and Work in 10 minutes:

  1. AI is still Under-hyped.
  2. AI itself will be like electricity and is unlikely to be a differentiator for most firms.
  3. AI is not alive but can be thought of as a new species.
  4. Knowledge will be free and every knowledge workers job will change in 2025.
  5. The key about AI is not to ask what AI will do to us but what AI can do for us.
  6. Plus 5 other thoughts

 

 

10 Ways I Use LLMs like ChatGPT as a Professor — from automatedteach.com by Graham Clay
ChatGPT-4o, Gemini 1.5 Pro, Claude 3.5 Sonnet, custom GPTs – you name it, I use it. Here’s how…

Excerpt:

  1. To plan lessons (especially activities)
  2. To create course content (especially quizzes)
  3. To tutor my students
  4. To grade faster and give better feedback
  5. To draft grant applications
  6. Plus 5 other items

From Caution to Calcification to Creativity: Reanimating Education with AI’s Frankenstein Potential — from nickpotkalitsky.substack.com by Nick Potkalitsky
A Critical Analysis of AI-Assisted Lesson Planning: Evaluating Efficacy and Pedagogical Implications

Excerpt (emphasis DSC):

As we navigate the rapidly evolving landscape of artificial intelligence in education, a troubling trend has emerged. What began as cautious skepticism has calcified into rigid opposition. The discourse surrounding AI in classrooms has shifted from empirical critique to categorical rejection, creating a chasm between the potential of AI and its practical implementation in education.

This hardening of attitudes comes at a significant cost. While educators and policymakers debate, students find themselves caught in the crossfire. They lack safe, guided access to AI tools that are increasingly ubiquitous in the world beyond school walls. In the absence of formal instruction, many are teaching themselves to use these tools, often in less than productive ways. Others live in a state of constant anxiety, fearing accusations of AI reliance in their work. These are just a few symptoms of an overarching educational culture that has become resistant to change, even as the world around it transforms at an unprecedented pace.

Yet, as this calcification sets in, I find myself in a curious position: the more I thoughtfully integrate AI into my teaching practice, the more I witness its potential to enhance and transform education


NotebookLM and Google’s Multimodal Vision for AI-Powered Learning Tools — from marcwatkins.substack.com by Marc Watkins

A Variety of Use Cases

  • Create an Interactive Syllabus
  • Presentation Deep Dive: Upload Your Slides
  • Note Taking: Turn Your Chalkboard into a Digital Canvas
  • Explore a Reading or Series of Readings
  • Help Navigating Feedback
  • Portfolio Building Blocks

Must-Have Competencies and Skills in Our New AI World: A Synthesis for Educational Reform — from er.educause.edu by Fawzi BenMessaoud
The transformative impact of artificial intelligence on educational systems calls for a comprehensive reform to prepare future generations for an AI-integrated world.

The urgency to integrate AI competencies into education is about preparing students not just to adapt to inevitable changes but to lead the charge in shaping an AI-augmented world. It’s about equipping them to ask the right questions, innovate responsibly, and navigate the ethical quandaries that come with such power.

AI in education should augment and complement their aptitude and expertise, to personalize and optimize the learning experience, and to support lifelong learning and development. AI in education should be a national priority and a collaborative effort among all stakeholders, to ensure that AI is designed and deployed in an ethical, equitable, and inclusive way that respects the diversity and dignity of all learners and educators and that promotes the common good and social justice. AI in education should be about the production of AI, not just the consumption of AI, meaning that learners and educators should have the opportunity to learn about AI, to participate in its creation and evaluation, and to shape its impact and direction.

 

3 Improvements, 3 Weeks In (I Think?) — from thebrokencopier.substack.com by Marcus Luther out at The Broken Copier
What I think I’m doing better this year as a teacher—plus reasons why I might be…wrong?

So here we go: three ways I think I’ve improved so far this year as a teacher—along with three potential downsides for these shifts in my practice.

What this looks like: as I noted in my beginning-of-year goals, something I realized that I wanted to improve upon this year was consistently and intentionally protecting enough time at the end of each lesson to allow students to reflect on their learning. Along with creating a slide template I could consistently adapt from throughout the year, I knew this would mean creating and maintaining a system in our classroom of “closing with our takeaway”:

 

David Moreno’s Anthropomorphic Foundations Support Cascading Villages — from thisiscolossal.com by David Moreno and Kate Mothes

 

Open Campus is expanding incarcerated readers’ access to news about prison education — from opencampusmedia.org

Open Campus is expanding access to College Inside, its newsletter about prison education, to thousands of incarcerated readers through new partnerships with educational technology providers.

This will allow Open Campus to better serve those readers with curated content and service journalism that answers their questions about educational opportunities in prison and how to navigate barriers to accessing them. With no direct internet access, people in prison live in information deserts and often lack even basic information about higher education.

 

Question: Where Do You Need Guidance in Supporting Students With Learning Disabilities? — from edutopia.org
We want to better serve your needs. Tell us about the specific challenges you’re facing.

As an educator, you’re constantly adapting your teaching to meet the needs of your classroom, but it can be difficult to know everything necessary for effectively supporting your students, including those with learning disabilities.

We’re turning to you, our Edutopia community, to help us shape the content we create around this important topic. Where do you need more guidance in helping students with learning disabilities? Are there specific challenges you face, such as classroom accommodations, identifying learning disabilities early on, or navigating IEPs? Maybe you’re looking for help with differentiated instruction, inclusive teaching practices, or strategies for fostering social-emotional growth in these students.

..
More Guidance for Learning Disabilities
Are you looking for resources that have already been published? We maintain a page dedicated entirely to Special Education.
This resource is updated continuously with our latest articles and videos, offering practical tips and insights from educators like you.

 

Top Software Engineering Newsletters in 2024 — from ai-supremacy.com by Michael Spencer
Including a very select few ML, AI and product Newsletters into the mix for Software Engineers.

This is an article specifically for the software engineers and developers among you.

In the past year (2023-2024) professionals are finding more value in Newsletters than ever before (especially on Substack).

As working from home took off, the nature of mentorship and skill acquisition has also evolved and shifted. Newsletters with pragmatic advice on our careers it turns out, are super valuable. This article is a resource list. Are you a software developer, work with one or know someone who is or wants to be?

 


From DSC:
The cost of obtaining a degree is heavily on my mind this morning as I’m having to withdraw funds — again — to help our son get through his senior year of college. He’s a Marine Reservist and he continues to do his best to contribute to his expenses…but man o’ man, these expenses are just crazy.

So it’s no surprise this item caught my eye!  Anything colleges and universities can do to bring down the prices — as well as make the total prices more transparent and upfront — would be greatly appreciated by students and families alike.


Also related, see:

How Rising Higher Ed Costs Change Student Attitudes About College — from edsurge.com by Jeffrey R. Young

But she admits the issue is complicated. She said one of her own daughters, who is now 26, would have benefitted from a gap year. “The problem was the cost was a major factor,” Klein told me. “She was offered huge financial aid by a very good school, and I said, ‘We don’t know if you take a gap year if that offer is going to be on the table. And I can’t afford this school without that offer.’”

 

Horizon Three Learning — from gettingsmart.com
How might we build the nation’s new learning ecosystem together?

America’s education system was a groundbreaking effort to help a growing nation thrive in the 19th century. Now, 200 years later, the world has changed; the horizon looks drastically different. Collectively, we need to redesign our education system to enable all of our children — and, by extension, our nation —  to thrive today and tomorrow.

“Horizon Three” or “H3” names the future-ready system we need, one that is grounded in equity serving learners’ individual strengths and needs as well as the common good. This series provides a glimpse of where H3 is already being designed and built. It also includes provocations about how we might fundamentally reimagine learning for the future ahead.

 

Legal budgets will get an AI-inspired makeover in 2025: survey — from legaldive.com by Justin Bachman
Nearly every general counsel is budgeting to add generative AI tools to their departments – and they’re all expecting to realize efficiencies by doing so.

Dive Brief:

  • Nearly all general counsel say their budgets are up slightly after wrestling with widespread cuts last year. And most of them, 61%, say they expect slightly larger budgets next year as well, an average of 5% more, according to the 2025 In-House Legal Budgeting Report from Axiom and Wakefield Research. Technology was ranked as the top in-house investment priority for both 2024 and 2025 for larger companies.
  • Legal managers predict their companies will boost investment on technology and real estate/facilities in 2025, while reducing outlays for human resources and mergers and acquisition activity, according to the survey. This mix of changing priorities might disrupt legal budgets.
  • Among the planned legal tech spending, the top three areas for investment are virtual legal assistants/AI-powered chatbots (35%); e-billing and spend-management software (31%); and contract management platforms (30%).
 

Some very creative artwork!

 



“Who to follow in AI” in 2024? — from ai-supremacy.com by Michael Spencer
Part III – #35-55 – I combed the internet, I found the best sources of AI insights, education and articles. LinkedIn | Newsletters | X | YouTube | Substack | Threads | Podcasts

This list features both some of the best Newsletters on AI and people who make LinkedIn posts about AI papers, advances and breakthroughs. In today’s article we’ll be meeting the first 19-34, in a list of 180+.

Newsletter Writers
YouTubers
Engineers
Researchers who write
Technologists who are Creators
AI Educators
AI Evangelists of various kinds
Futurism writers and authors

I have been sharing the list in reverse chronological order on LinkedIn here.


Inside Google’s 7-Year Mission to Give AI a Robot Body — from wired.com by Hans Peter Brondmo
As the head of Alphabet’s AI-powered robotics moonshot, I came to believe many things. For one, robots can’t come soon enough. For another, they shouldn’t look like us.


Learning to Reason with LLMs — from openai.com
We are introducing OpenAI o1, a new large language model trained with reinforcement learning to perform complex reasoning. o1 thinks before it answers—it can produce a long internal chain of thought before responding to the user.


Items re: Microsoft Copilot:

Also see this next video re: Copilot Pages:


Sal Khan on the critical human skills for an AI age — from time.com by Kevin J. Delaney

As a preview of the upcoming Summit interview, here are Khan’s views on two critical questions, edited for space and clarity:

  1. What are the enduring human work skills in a world with ever-advancing AI? Some people say students should study liberal arts. Others say deep domain expertise is the key to remaining professionally relevant. Others say you need to have the skills of a manager to be able to delegate to AI. What do you think are the skills or competencies that ensure continued relevance professionally, employability, etc.?
  2. A lot of organizations are thinking about skills-based approaches to their talent. It involves questions like, ‘Does someone know how to do this thing or not?’ And what are the ways in which they can learn it and have some accredited way to know they actually have done it? That is one of the ways in which people use Khan Academy. Do you have a view of skills-based approaches within workplaces, and any thoughts on how AI tutors and training fit within that context?

 

A Brilliant Image of the Solar Eclipse Wins the 2024 Astronomy Photographer of the Year — from thisiscolossal.com by Ryan Imperio and grace Ebert

 

The Adorable and the Fierce Star in the 2024 Wildlife Photographer of the Year Contest — from thisiscolossal.com by Grace Ebert

The 2024 Wildlife Photographer of the Year competition broke its 60-year record with a whopping 59,228 entries from 117 countries and territories. Hosted annually by the Natural History Museum, the contest is known for showcasing the drama, humor, and harsh realities found in every part of the globe.

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© 2025 | Daniel Christian