Sign in

Lincoln S. Smith, PhD

@edjunto.bsky.social
27 followers 65 following 49 posts

Teacher | Researcher | EdTech Coach | Teacher Educator President CAARE-ACRAÉ (caare-acrae.ca)

PostsRepliesMedia
Lincoln S. Smith, PhD @edjunto.bsky.social · 13/03/2026
CTRL theory of Youth–AI dependency: cognitive trust ➡️ reliance ➡️ learning erosion A three-stage progression: 1 repeated chatbot use fosters higher trust 2 this trust reduces independent verification 3 this weakens critical thinking & academic autonomy The call? Cultivate "ethical vigilance."
011
Lincoln S. Smith, PhD @edjunto.bsky.social · 12/03/2026
"Pedagogy first, technology second." (True for all #edtech, not just #AI!) We don't just need to understand AI, we need to understand how AI can work/not work as a pedagogical tool. How? As #teachers, we need to experiment, analyze, & share with each other! www.sciencedirect.com/science/arti...
010
Lincoln S. Smith, PhD @edjunto.bsky.social · 20/02/2026
A predictable predicament with #AI! I ❤️ two things about this analysis: 1️⃣ The emphasis on grounding everything in the human. What would it be like if we were always authentically human-first? 2️⃣ The emphasis on thinking rhythmically. How fast? What beat? When do we pause? hbr.org/2026/02/ai-d...
hbr.org
AI Doesn’t Reduce Work—It Intensifies It
One of the promises of AI is that it can reduce workloads so employees can focus more on higher-value and more engaging tasks. But according to new research, AI tools don’t reduce work, they consisten...
010
Lincoln S. Smith, PhD @edjunto.bsky.social · 14/02/2026
Listening to Yong Zhao talk about #problemfinding as an integral skill to develop in our students. Part of our need as educators to abandon the myth of "meritocracy" and embrace diversity and human interdependence. How could this change the #schoolsystem? journals.sagepub.com/doi/full/10....
journals.sagepub.com
From Meritocracy to Human Interdependence: Redefining the Purpose of Education - Yong Zhao (赵勇), Ruojun Zhong (仲若君), 2025
Purpose This paper critiques meritocracy's foundational assumptions, arguing that its focus on ranking individuals according to flawed metrics fosters unhe...
020
Lincoln S. Smith, PhD @edjunto.bsky.social · 13/02/2026
💡 we need judgement in this agentic era. This must be attended to and cultivated! "The capacity to judge well is not something humans are born with. It is built through the slow, often frustrating process of making things badly until you learn to make them well." open.substack.com/pub/hybridho...
open.substack.com
Attention Is All You Need
When machines learned to think, human attention became key
010
Lincoln S. Smith, PhD @edjunto.bsky.social · 19/12/2025
“In [state-initiated PD], the crucial initial stage, grounding the process in teachers’ own identified needs, is absent.” / “In this study, what counts as value is based on the participants’ experiences.” Another example of the power of #ActionResearch! www.tandfonline.com/doi/full/10....
tandfonline.com
Value creation through teacher–researcher collaboration in action research: engagement, agency and knowledge co-production
This study is part of a larger action research (AR) project aimed at improving students’ engagement with fiction and reading skills in Swedish and Swedish as a second language. In this paper, a the...
010
Lincoln S. Smith, PhD @edjunto.bsky.social · 15/12/2025
“The real challenge, then, is not to ask what #AI can do in schools, but to ask what it should do, and why." 👇 Purpose-first decision making Contextual and cultural grounding #Teacheragency and #professionaldevelopment Safeguarding learners’ cognitive development journals.sagepub.com/doi/10.1177/...
020
Lincoln S. Smith, PhD @edjunto.bsky.social · 12/12/2025
How do we use #AI #LLM tools effectively if we are not first aware of what "effective" means? "students simply have limited metacognitive knowledge about what is in fact helpful for their own learning" Seems like #AILiteracy requires #LearningLiteracy? papers.ssrn.com/sol3/papers....
papers.ssrn.com
Effects of LLM Use and Note-Taking On Reading Comprehension and Memory: A Randomised Experiment in Secondary Schools
The rapid uptake of Generative AI, particularly large language models (LLMs), by students raises urgent questions about their effects on learning. We compared t
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 11/12/2025
💡! This resonates with our own findings about the #productivestruggle required in #learning. "when five core “productive frictions” are eliminated from that infrastructure, we strip away the very forces that keep communities strong, productive and together." theconversation.com/the-price-of...
theconversation.com
The price of belonging is inconvenience. Are we still willing to pay it?
Every time we choose people over convenience, we invest in community. The real question in our homes, workplaces and democracies is whether we are willing to pay that price.
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 09/12/2025
How do we mitigate the epistemological mono-cropping of the #ArtificialHivemind? There is a "pronounced Artificial Hivemind effect in open-ended generation of LMs, characterized by (1) intra-model repetition, ... and more so (2) inter-model homogeneity ..." openreview.net/forum?id=saD...
openreview.net
Artificial Hivemind: The Open-Ended Homogeneity of Language Models...
Large language models (LMs) often struggle to generate diverse, human-like creative content, raising concerns about the long-term homogenization of human thought through repeated exposure to...
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 08/12/2025
My colleague, Ms. Boon, said something simple but with profound implications: In order of us to help our students become conscious of something, WE have to be conscious of it first. Only then can we guide student learning through conscious and explicit design.
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 02/12/2025
"If we want AI that includes everyone, we need to question the data that powers it" This is such an integral, urgent, but complex issue. Not only who controls and accesses what data, but how is that data processed, interpreted, and disseminated? www.utoronto.ca/news/how-sho...
utoronto.ca
How should we live with AI? 3 insights from researchers, scholars and artists
Humanities scholars, artists, authors and computer scientists recently came together at the University of Toronto to explore how artificial intelligence will impact society.
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 02/12/2025
❤️ "AI is not neutral," "AI is impersonal," and, most of all: "Nothing matters more than nurturing your human agency." open.substack.com/pub/erichuds...
open.substack.com
Nine AI Messages for Students
What I hope they consider when making decisions about using AI
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 01/12/2025
I agree with @jonathanhaidt.bsky.social on this: "Those three terms — distraction, disconnection, and the erosion of meaning — summarize the Devil’s project. In order to defend young people, we need technology in childhood to promote the opposite: #focus, #connection, and #meaning." bit.ly/4ov7t8u
bit.ly
The Devil’s Plan to Ruin the Next Generation
I asked ChatGPT how it would destroy America’s youth. Its answers were unsettling — and all too familiar.
010
Lincoln S. Smith, PhD @edjunto.bsky.social · 01/12/2025
Love this from @leonfurze.com! "“It’s good enough” and “it’s better than me” represent two of the biggest problems with GenAI in education," problems that stem (in part) from systemic challenges to our "understanding of why we learn and create." We must clarify purpose! leonfurze.com/2025/11/24/g...
leonfurze.com
Good Enough and Better Than Me: Two Problematic Student Perspectives on Gen AI
For the past few months, I've been visiting schools and hearing from students about why and how they're using (or refusing) generative artificial intelligence. In this article, I'm talking about two o...
031
Lincoln S. Smith, PhD @edjunto.bsky.social · 28/11/2025
An emerging priority for #edcuators: How does #AI in #K12 educational contexts impact student #metacognition and #self-regulatedlearning #SRL? This recent study identifies positive potential. AI use increased SRL by serving students' need for autonomy, competence, and relatedness. bit.ly/4rG6x46
010
Lincoln S. Smith, PhD @edjunto.bsky.social · 21/09/2025
“Who made the world?” asked @theaieducator.io's son. ChatGPT can't answer (yet?) But it makes me wonder - what questions do we not WANT AI to answer, whether it can or not? That is, what questions are sacred to our own becoming, as individuals and as a species? preview.mailerlite.io/emails/webvi...
preview.mailerlite.io
My Son Asked A Question ChatGPT Couldn’t Answer
120
Lincoln S. Smith, PhD @edjunto.bsky.social · 02/06/2025
Exciting and profound things happen when we create hashtag#neurodiversity-affirming spaces! Always love presenting with @drkaradymond.bsky.social and Kathy Broad at #CSSE on our ongoing work exploring and experimenting with accessible pedagogy. Small changes can make a big difference!
031
Reposted by Lincoln S. Smith, PhD
CAARE-ACRAÉ @caareacrae.bsky.social · 25/05/2025
CSSE is only one week away! So much to be excited about! Example: our Sunday keynote from Jim Cummins, "Language, Literacies, and Action Research: Reconceptualizing the Relationships between Theory, Research, Policy, and Educational Implementation!" Full schedule: sites.google.com/view/caare-a...
033
Reposted by Lincoln S. Smith, PhD
CAARE-ACRAÉ @caareacrae.bsky.social · 27/05/2025
Coming to CSSE? Dr. Jim Cummins is delivering our keynote this Sunday at 12:15 PM! Language, Literacies, and Action Research: Reconceptualizing the Relationships between Theory, Research, Policy, and Educational Implementation 📆 June 1 (Day 1) ⏱️ 12:15 pm 📍 Waterfront Limberlost Place (WFL) - 501
011
Lincoln S. Smith, PhD @edjunto.bsky.social · 26/05/2025
Really excited by this year's program!
010
Lincoln S. Smith, PhD @edjunto.bsky.social · 23/05/2025
This is important for judicious #EdTech use in #k12 in general! Also, while #student voice and engagement is integral, we must be able to differentiate between superficial, attention-grabbing engagement and constructive engagement driving meaningful growth! www.edsurge.com/news/2025-05...
edsurge.com
Trimming the Edtech Fat: How Districts Are Streamlining Their Digital Ecosystems - EdSurge News
It’s time to give tired tech the boot: “We can’t hold on to systems that don’t align with our vision,” says Grace Magley of Natick Public Schools in ...
120
Reposted by Lincoln S. Smith, PhD
Christine Dickason, PhD @christinedickason.bsky.social · 03/05/2025
Great blog on political vs partisan and why science is always political.
23611
Lincoln S. Smith, PhD @edjunto.bsky.social · 02/05/2025
#CommonSenseMedia: No social companion AI use under 18. This is incredibly important. In using and exploring #GenAI, especially with #youth, we have to be committed to understanding and proactively addressing BOTH it's positive AND negative potential. www.commonsensemedia.org/ai-ratings/s...
commonsensemedia.org
Social AI Companions
Social AI Companions - Learn more and get Common Sense Media's research-backed tips.
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 30/04/2025
Love this. SO true in #k12 #classrooms as well. " #Belonging is feeling welcomed and accepted in a group, whereas mattering is feeling significant to the group’s individual members. #Mattering is an even more fundamental need than belonging. hbr.org/2025/05/the-...
hbr.org
The Power of Mattering at Work
Quiet quitting, the Great Resignation, chronically low engagement numbers, increasing numbers of labor disputes, demands for equity and dignity in the workplace—business leaders have been warily watch...
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 30/04/2025
I think we don't talk about this enough: "the costs of device use aren’t just about what #kids experience and absorb. It’s also about what they miss." And vice versa! We need to think about both sides of the coin when digitization or the opposite in #k12 #schools! open.substack.com/pub/jonathan...
open.substack.com
All the Conversations That Kids Are Missing
Alison Wood Brooks on the science of conversation and the art of being ourselves
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 29/04/2025
@flintk12.bsky.social just released an AI glossary for educators - it's great! #AI #AIforEducation www.flintk12.com/ai-glossary
flintk12.com
AI Glossary for Educators | Flint
See our comprehensive AI glossary for K-12 teachers and students who want to learn AI terms and develop AI literacy in the classroom.
111
Lincoln S. Smith, PhD @edjunto.bsky.social · 27/04/2025
WE teachers need #dataliteracy! E.g. #k12 #teachers AND #students should: - ask questions about what data does (and doesn’t) show - recognize bias in data collection or interpretation - consider the ethical use of data, especially personal information www.eschoolnews.com/innovative-t...
eschoolnews.com
Beyond digital literacy: Why K-12 educators must prioritize data literacy
Using digital tools does not mean students or educators possess data literacy or understand the quality, context, or implications of data.
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 27/04/2025
Brief is this existence, like a brief visit in a strange house. The path to be pursued is poorly lit by a flickering consciousness whose center is the limiting and separating ‘I.’ When a group of individuals becomes a ‘we,’ a harmonious whole, they have reached as high as humans can reach./ Einstein
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 25/04/2025
RAND study on AI training adds to the new #digitaldivide between lower-poverty and higher-poverty schools: more digitization is happening in the latter! Why? B/c of the luxury good of human interaction re Jessica Grose? More urgent problems needing to be addressed? Or? www.rand.org/pubs/researc...
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 24/04/2025
"At Anthropic, we’ve attempted to shape the values of our AI model, Claude, to ... generally make it—for want of a better term—a “good citizen” in the world." Most important takeaway? #GenAI cannot be value-neutral! We need to recognize the profundity of this. www.anthropic.com/research/val...
anthropic.com
Values in the wild: Discovering and analyzing values in real-world language model interactions
An Anthropic research paper testing which values AI models express in the real world
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 24/04/2025
I deeply appreciate efforts like this from AI-for-Education. We desperately need better ways to evaluate #EdTech. Two problems: 1. We need something #TEACHERS can use, with agency. 2. We need something that gives space to see and locate NEGATIVE impacts as well. ai-for-education.org/qa-for-ai/
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 23/04/2025
Great insights re #copyright & #AI. Eg 4 Support for the centrality of human authorship 7 Support for greater transparency to facilitate determining liability 9 Some support for labelling of AI-generated content Glad #Canada is working to clarify these issues! ised-isde.canada.ca/site/strateg...
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 14/04/2025
"This isn’t meaningful connection—it’s performative and mediated." We need to be judicious. #EdTech can be powerful when it enhances complexity and/or relationships. But mediating something through digital tech does not itself make anything better! www.brookings.edu/articles/min...
brookings.edu
Why we need a minimalist mindset when it comes to AI and tech use for young people
Rebecca Winthrop proposes that we all take a minimalist approach to using AI, particularly when interacting with young people in our lives.
021
Lincoln S. Smith, PhD @edjunto.bsky.social · 11/04/2025
Unfortunately, #k12 #schools are top targets for cyber attacks. We are, generally, "target rich, security poor." This is why attacks on schools are increasing. While we need cybersecurity, we also need to all adopt a #securityculture. Thanks #MikeBiocchi! blog.checkpoint.com/research/a-c...
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 27/03/2025
Love the thesis of this piece. "When we look at the world, we should not just examine, but examine with a deliberately different perspective." It takes intentionality and cognitive energy, but it is the heart of progress, personal and social.
hbr.org
To Change the Way You Think, Change the Way You See
Part of thinking differently is learning to see differently. We can learn to do that from various sources — people like Robert Taylor, who invented Softsoap after he saw how goopy bar soap became afte...
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 07/03/2025
It is challenging to discuss effective vs ineffective use of #GenAI with students. Here, I borrow James Nottingham's #learningpit to show how GenAI can be a #bridgeofillusion, tricking us into thinking we can skip the hard bits but in reality doing so leaves us in the same place as where we started.
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 03/03/2025
In my own research on #professionallearning for #teachers in #K12 (shout out to Terra Nova school!), I've found that while choice is hugely important, its value is intimately intertwined with questions of #capacity and #motivation as well. If either are deficient, choice alone is not enough!
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 03/03/2025
It's not black and white. I agree that #k12 #EdTech use needs to be more intentional. Too often we succumb to disempowering, cognitively disengaging uses that degrade learning. At the same time, #digitaltechnology use can be empowering and enriching. We need less of the former, more of the latter.
youtube.com
WATCH: The Most Compelling Argument Against Tech In Schools | Sophie Winkleman
YouTube video by Alliance for Responsible Citizenship
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 24/02/2025
Not only important to know, but I would think that the very universality of it is itself a significant concern. We thrive on mosaics of diversity and variability; what are the second and third layer implications of increasing linguistic and theoretical homogenization?
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 24/02/2025
Yes, we need to label #GenerativeAI content, and/or we need to label real content. But the fundamental questions is, how do we verify the distinction? "generative AI “should have visible warnings that its outputs could be harmful, biased, or wrong" / and should “be labeled or watermarked"
cnn.com
What this teenager wants you to know about the damaging effects of AI | CNN
Teens increasingly don’t trust the online content they consume, and AI is making it worse, according to a new study. A high school senior explains why that matters.
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 24/02/2025
Love this critical take on minless celebration of " #innovation," the ubiquity of "innovation peddlers," and a call to "clarify education’s purpose." Rick says, "the most critical thing we can do with these institutions is think about what they need as human beings." #holisticeducation #k12
edweek.org
How ‘Innovation’ Fails Education (Opinion)
"Innovation” is mostly an unserious distraction from the real work of rethinking education.
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 23/02/2025
This is an interesting use case, however, there will always be a layer of positionally that is, itself, significant to any theoretical or practical pursuit. It also requires interrogation, but this layer is obfuscated (but still there!) when we have LLMs synthesize/summarize.
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 19/02/2025
This #Microsoftstudy shows #AI users are shifting from information gathering to verification, "from problem-solving to response integration," and "for analysis, synthesis, and evaluation, [...] from task execution to task stewardship." Not what we want in #k12 - underscoring need for guardrails/care
000
Reposted by Lincoln S. Smith, PhD
Ethan Mollick @emollick.bsky.social · 19/02/2025
Forget “tapestry” or “delve” these are the actual unique giveaway words for each model, relative to each other. arxiv.org/pdf/2502.12150
610317
Lincoln S. Smith, PhD @edjunto.bsky.social · 13/02/2025
"... neuroscience and AI researchers working for Meta have managed to analyze people’s brains as they type and determine what keys they are pressing, just from their thoughts." !!!
technologyreview.com
Meta has an AI for brain typing, but it’s stuck in the lab
The social network company hopes neuroscience will give it an advantage in the AI race.
000
Reposted by Lincoln S. Smith, PhD
Edutopia @edutopia.org · 13/02/2025
What happened when this school structured a course around cognitive competencies instead of traditional academic products like projects or essays? Spoiler: *So much learning.* 🤯 #assessment #metacognition #EduSky
buff.ly
Designing a Course That Develops Students’ Metacognition
By shifting their focus to the process of learning instead of the product, students are encouraged to develop critical cognitive competencies.
0146
Lincoln S. Smith, PhD @edjunto.bsky.social · 13/02/2025
"4. Don’t remove the friction from the learning process." Yes! #DeliberatePractice #AI #AIEducation
edweek.org
Wondering How to Deal With AI in Your Classroom? Try These Ideas (Opinion)
Technology tools aren’t magic. Consider whether they will support what you're trying to do in the classroom.
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 13/02/2025
"75 percent drop in referrals"! I'm an EdTech coach. I think technology can have a positive impact on learning and growth. However, #holistic learning and growth are always the ultimate goal. This is why I generally support limiting/banning phone use in schools: for students, the costs > benefits.
edweek.org
What Schools Look Like Without the Cellphone Distraction
Student behavior has improved and disciplinary referrals have gone down, administrators say.
000
Lincoln S. Smith, PhD @edjunto.bsky.social · 13/02/2025
It is abundantly clear that we as #K12 #schools need to move beyond the uncritical assumption that the more #EdTech the better. Instead, we need to ask: does using this tool for this task increase engagement or distraction? Empower or disempower? Enhance and enrich, or displace and degrade learning?
wsj.com
Screens Have Taken Over Classrooms. Even Students Have Had Enough.
Educators question whether the rapid shift toward more technology has benefited learning. “I really lose my focus.”
000