The image model race just split into four lanes –> find which model fits your work — from  heatherbcooper.substack.com by Heather B. Cooper

In today’s edition:

  • Stop asking which image model is “best” – the top 4
  • Seedream 5.0 Pro’s layer trick
  • Image & Video Prompts
 

Steward Stories: How Heart of Oregon Corps Turns Service into Careers — from gettingsmart.com by Karen Pittman and Merita Irby

Our “Steward Stories” series captures lessons learned from interviews with leaders of mature, purpose-built ecosystem intermediaries. An ecosystem steward is a boundary-spanning leader who goes beyond traditional out-of-school time (OST) system building to weave together the diverse people, places, and possibilities that shape a young person’s daily life. Rather than managing a single isolated network, stewards collaborate across K-12 schools, youth development programs, and workforce systems to build vibrant, equitable learning ecosystems. They drive systemic change from practice to policy by creating purpose-built intermediaries, developing scalable cross-system training tools, and championing “Future Features” of learning. These core priorities include promoting learner agency, institutionalizing “unwalled” schools that connect community resources to formal education, broadening the definition of educators to include informal mentors, and normalizing pathways for students to receive school credit or credentials for out-of-school learning.

 The starting points, paths, and targets set by these stewards are as varied as the conditions and opportunities present within their communities. But they share similarities in vision and approach. Learn More Here.

Learning ecosystems may be found anywhere, but it takes careful stewardship to help them thrive.
— Shift, Remake Learning

 

Microsoft Discovery Platform Brings Agentic AI to Scientific Research — from campustechnology.com by Chris Paoli

Key Takeaways

  • Microsoft Discovery reaches general availability, bringing agentic AI to scientific research and development workflows.
  • AI agents support hypothesis generation, experimentation, data analysis, and knowledge management at scale.
  • New Discovery app preview enables researchers to explore AI-driven scientific discovery with lower adoption barriers.
 

LEGAL FUTURISMS: Consumer Legal Tech and the Soul of US Democracy

The “Dollar Legal” Thought Experiment

What if the salvation of our democratic enthusiasm doesn’t come from a political revolution, but a technological one? Enter the thought experiment of Dollar Legal.

Imagine a ubiquitous, consumer-facing legal tech platform—accessible from any smartphone—that commoditizes basic legal defense and assertion of rights. It is AI-driven legal agency for the masses, costing no more than a cup of coffee, or perhaps literally a single dollar.

Dollar Legal wouldn’t exist to litigate complex corporate mergers; it would exist to handle the agonizing friction of everyday survival. It instantly analyzes a notice to quit, drafts a legally sound response asserting warranty of habitability defenses, and files it electronically. It forces the bureaucratic machine to pause. It translates the raw, terrifying human experience of a legal threat into the cold rules and procedures that the justice system understands.

And the price, $1.00, at sufficient scale, would support the operation and maintenance of the service.

By deploying Dollar Legal, we fundamentally shift the balance of power. The democratization of legal leverage changes the calculus for bad actors who rely on the silent default judgments of the unrepresented.

 

Anthropic, NVIDIA Move AI Agents Deeper into Scientific Workflows — from campustechnology.com by John K. Waters

Key Takeaways

  • Anthropic’s Claude Science beta and NVIDIA’s BioNeMo Agent Toolkit show AI agents moving beyond general productivity into specialized scientific research workflows.
  • The companies are emphasizing auditability and reproducibility, including preserved code, environments, message history, reviewer agents, and integration with existing research tools.
  • For enterprises and research teams, the key test will be whether agentic AI can produce traceable, reliable results while keeping humans in control of sensitive data, compute, and scientific judgment.
 

Tech & Learning Announces Winners of Best of Show at ISTE 2026 — from techlearning.com
These annual awards celebrate the groundbreaking products exhibited at ISTE that are transforming education in schools around the world.


Also from techlearning.com, see:


Best Sites for Blended Learning — by Diana Restifo
Blended learning websites help teachers combine traditional instruction with online learning.

Blended learning is a teaching approach that combines both traditional in-class instruction with digital technologies for lessons, assessments, feedback and more. In other words, face-to-face teaching is supplemented and supported by online lessons and content.

The advantages of blended learning include flexibility, student engagement, and the ability to personalize lessons.

The following blended learning sites, many of which are fully free, provide a variety of features through which educators can implement their blended learning approach.

 

Check Your Mic Before You Wreck Your Project — from learningguild.com by Kendal Rasnake

While a lot of our narration may be produced by AI nowadays, there are times when you need to record audio, such as when you need someone in-house to do a voiceover, or you are recording an interview, job shadow video, demonstration video, etc. Now, the responsibility of recording high-quality audio falls on you.

Well, all you have to do is grab a mic and point, right? Wrong!

The last thing you need is to record the CEO and have him/her sound horrible or look ridiculous because they are holding a fuzzy mic on a long wire up to their mouth. Instead, just learn a little about mics and you can purchase and/or choose the right one.

All Mics Are Not Built Equally
I had someone who was having audio trouble tell me that they used a “Brand Name” mic before and it sounded good, so maybe they would go back to using a “Brand Name” mic. As you can imagine, choosing a mic for a certain purpose based on the brand name is equivalent to choosing a Chevy mini-hybrid car to tow an RV because your truck used to tow the RV well and it was a Chevy. Brands make different types of microphones and understanding how mics are built can help you to choose the right one, no matter the brand.

 

From DSC:
Following are several companies that are using AI to connect people to work. That’s a significant piece of my Learning from the Living [AI-Based Class] Room vision.

These companies were listed on an article entitled,
Can AI be an effective career coach?
— from achievepartners.com and Ryan Craig


FutureFit AI
Bridge the gap between talent, training, and employment at scale

AI-powered workforce technology connecting people to careers, employers to talent, and workforce partners to tools for integrated and intelligent workforce systems.

PathPilot AI

Empowering every job seeker with personalized AI coaching. Helping organizations scale career services and improve outcomes.

Empower Students with Career-Ready Skills
Help students discover career pathways, develop essential skills, and connect with opportunities. PathPilot provides personalized guidance that scales across your entire institution.

  • AI-powered career exploration and pathway planning
  • Skills assessment aligned with NACE competencies
  • Resume builder and interview preparation tools
  • Job matching with local and national employers
  • Institutional analytics and outcome tracking
  • Integration with existing career services systems

Pathific — Design your future
The all-in-one platform that connects your strengths to programs, careers, and real salary outcomes — powered by AI.

High school, post-secondary, newcomer to Canada, or career change — Pathific meets you where you are.

Your all-in-one career compass
Quality career guidance shouldn’t depend on where you go to school, when you start your journey, or where you come from. Using the latest AI and comprehensive Canadian data, we built a platform that gives everyone clear, data-driven pathways to their future. No more one-size-fits-all advice. No more guessing. Just your strengths, connected to real data.

OpportuNext

See Where Your Skills Can Take You | Find new career path opportunities with one simple search.

OpportuNext from Signal49 Research is a free-to-use career tool created in partnership with the Future Skills Centre. Using big data, it matches a person’s skills with viable career paths — often including some you have not considered.

 

If AI Eats the Entry-Level Job, Where Do Young People Learn to Work? (Ryan Craig, Achieve Partners) — from humanistxyz.substack.com by Allison Dulin Salisbury; via Ryan Craig
“The public should not be subsidizing colleges whose students lack relevant, paid, in-field work experience.”

That is the trap at the center of this conversation: everyone wants to hire someone with three years of experience, and almost no one wants to provide those three years.

And Ryan’s policy prescription is unusually concrete: pay employers to hire and train apprentices, following the countries that have scaled apprenticeship far faster than the U.S.; require colleges receiving federal student aid to provide relevant, paid, in-field work experience; and build a market of intermediaries that can make the whole thing operational.

Ryan’s view is that higher education remains critically important. But college without meaningful work experience may become a much worse bet, especially for students who cannot afford to guess wrong.

 

3 Retrieval Games to Try in Your High School Classroom — from edutopia by Andrew Atherton
These activities make reviewing content fun, so they can really motivate students to cement their learning.

These games can start or end the lesson, and they sometimes function as a transition within the lesson between topics. I don’t need to use them any longer, but I choose to use the following three games simply because they work really well. They can be used in any class and require very little (if any) preparation. These examples are drawn from the English classroom, but they could be adapted to suit most subjects.


Focusing Attention With a Student-Led Recall Activity — from edutopia.org
By providing every student with an opportunity to actively remember yesterday’s lesson, teachers can set the stage for today’s success.

By asking students to recall information on their own and then compare ideas with classmates, Bechard creates opportunities for each of them to engage with the content.

The process has the added benefit of strengthening retention: “When we remember something we had initially forgotten,” Lee says, “it is coming back into our working memory. It is having another opportunity to go into long-term memory. And so every time that happens, we are actually creating a stronger memory trace for that information.”

By building in a brief, intentional routine at the start of class, Bechard helps students reactivate prior learning, reconnect with the text, and begin each lesson with their attention focused, ready to learn.


How Free Play Supports Attention in Elementary School — from edutopia.org by Cynthia Michelini
Taking a short break outside allows students to reconnect with the world and refocus when it’s time to go back to the classroom.

The breaks were only five to 10 minutes long, and my intention was to ensure that the time outside was never structured, apart from a few guiding principles. Rule one: No teacher instruction. I didn’t want to give my students any direction other than how to be safe outside. Rule two: I encouraged them not to organize anything. Rule three: Just simply take a break. The results of this seemingly simple target surprised me.

First of all, my students’ attention span increased significantly. While this wasn’t a formal research project, trust me when I say that after 23 years of experience, I was shocked to realize how taking kids outside for a short period of time frequently can help support their focus in the classroom.


The IKEA Effect: You Built It, You’re Invested in It — from edutopia.org by Cathleen Beachboard, Nick Brousse
People become more invested when they help shape the systems around them, and teachers and school leaders can use that to create a strong school culture.

The difference is rarely the quality of the system itself. It’s whether the people affected by it helped build it. Psychologists call this the IKEA effect: our tendency to place greater value on things we help create. In one fascinating series of studies, researchers found that even young children valued objects they built more highly than identical objects made by someone else.

This sense of value is not explained simply by ownership. Children still value their creations more, even when they cannot keep them. It’s not explained by effort alone, either—more work doesn’t automatically create more attachment.

Instead, the researchers proposed something deeper: People become emotionally connected to what they help create because it begins to feel tied to their sense of identity. That finding may explain far more about school culture than we realize.

 
 

Christian: Could this be a part of our future learning ecosystems?


From DSC:
Could this be a part of our future learning ecosystems? Education as a personalized content feed.


Coursera wants users to learn through shorter, faster content  — from digitaltrends.com by Moinak Pal
Coursera wants online learning to feel more like TikTok
.

Online learning platform Coursera is taking a page straight out of TikTok’s playbook. The company has launched a new AI-powered feed designed to serve short-form educational content in a scrollable, personalized format, signaling a major shift in how digital learning platforms may try to keep users engaged.

The feature introduces bite-sized video lessons, clips, and explainers curated through artificial intelligence based on a user’s interests, learning habits, career goals, and previous course activity. Instead of committing to hour-long lectures or full certification programs upfront, users can now discover short educational snippets designed to make learning feel more casual, accessible, and addictive.

Users scroll through a feed of short educational videos and AI-curated learning moments covering topics ranging from coding and business to AI, productivity, data science, and personal development.

 

Pinpoint, Explained — from wondertools.substack.com by Jeremy Caplan
A guide to Google’s free tool, now open to all


.Jeremy prompted ChatGPT to generate illustrations in his post.

.


Learn about Pinpoint— from support.google.com

Pinpoint is an AI-powered research platform designed to help journalists and academics analyze large collections of documents. With Pinpoint, you can:

  • Analyze massive collections: Easily search, filter, transcribe and organize thousands of documents, including PDFs, images, and audio files.
  • Leverage generative AI: Use Gemini’s capabilities to answer research questions together with supporting evidence found in your documents.
  • Foster collaborative research: share your work with colleagues and tackle large scale projects as a team. You can also publicly share – supporting community-driven research.

For assistance with Pinpoint, please consult our Community Forum or you can contact our support team.

 

Cleveland Institute of Art’s Interactive Media Lab Redefines What an Art School Can Be — from edtechmagazine.com

The landscape for specialized colleges and universities such as art schools is shifting as higher education continues to evolve to fit emerging job markets and student interest.

Founded in 1882, Cleveland Institute of Art continuously challenges itself to stay modern and relevant. Years ago, the school’s leadership had the vision to partner with the city to revitalize an area due for reinvigoration.

The result was the Interactive Media Lab, which brings together the university, the city and private industry into a satellite campus that gives students and the community a space to create media, art and experiences with the most up-to-date tools available.


Also see:

 

6 Tips for Easily Incorporating Games in Your Learning — from learningguild.com

To help you incorporate game elements into your learning, we’ve asked our Game-Based Learning Online Conference speakers to share their best tips:

  1. The game design process can support the instructional designer during design and development. …
  2. One of the biggest mistakes in game-based learning is starting with the game instead of the performance objective. …
  3. By redefining the success of gamification as the transition from information to skill, we’ll see a transformation from the well-known initial engagement driver to a tool that helps guarantee long-term encoding. …
    .
    …and more
 
© 2025 | Daniel Christian