The DOJ has delayed its accessibility deadline (April 24) by 1 year (2027): www.federalregister.gov/documents/20...
The free PAVE tool for fixing PDF accessibility has been upgraded to 2.0: pave-pdf.org
Open weight AI PDF OCR models are improving: huggingface.co/spaces?categ...
#accessibility #a11y
Posts by Doug Holton
Academic Integrity in the Age of AI www.cambridge.org/core/element... free until April 20.
I did a presentation on a similar topic a few months ago: Strategies for Reducing Student Misuse of AI docs.google.com/presentation...
#AIEd #AcademicIntegrity #Teaching
Academics Need to Wake Up on AI, Part III www.popularbydesign.org/p/academics-ne… (many good ideas) #AI #research #academics #socialSciences #education
SafeTutors: Benchmarking Pedagogical Safety in AI Tutoring Systems
arxiv.org/abs/2603.17373
"risk is answer over-disclosure, misconception reinforcement, and the abdication of scaffolding"
"multi-turn dialogue worsens behavior, with pedagogical failures rising from 17.7% to 77.8%."
#AIEd #EdTech
ISD-Agent-Bench: A Comprehensive Benchmark for Evaluating LLM-based Instructional Design Agents
arxiv.org/abs/2602.10620
Code & data: github.com/codingchild2...
Also: Pedagogy-R1: Pedagogical Reasoning Model and Educational Benchmark dl.acm.org/doi/10.1145/...
#AIEd #LearningDesign #EdTech
"Beyond the Chatbot: The Rise of Agentic Workflows in Education" contrasts Foundational Models with AI Agents. It describes three paradigms of agentic design—Reflection & Self-Correction, Autonomous Planning, and Tool Use & Collaboration
Agentic Workflows in Education arxiv.org/abs/2504.200...
Examples:
* DeepTutor github.com/HKUDS/DeepTu...
* OpenMAIC github.com/THU-MAIC/Ope...
* liacript github.com/LiaScript/te...
* Claude skills
github.com/GarethMannin...
github.com/narosemena/m...
* Claw-ED github.com/SirhanMacx/C...
#AIEd
"AI petting zoo" resources for instructors: liascript.github.io/course/?http...
#EdTech #AIEd #EdDev
@nousresearch.com released this (open source) example of a novel autonomously written using karpathy's autoresearch technique by their Hermes Agent harness nousresearch.com/bells/
Updated Hardware Recommendations for Running AI Locally (March 2026)
Update to: DIY #AI: Running Powerful Models Locally to Save Money and Protect Privacy. This is an AI-powered update to my original post. Do you agree with the recommendations? A lot has changed since my July 2025 TCEA AI for…
For the 128gb level, check out Strix Halo devices (AMD Ryzen AI Max+ 395), although the prices just shot up ($2k-$2500) strixhalo.wiki Above that are Nvidia GB10 and Mac Studio M5 (>$4000)
Effective #teaching is difficult, counter-intuitive, & not something you can master from the Internet. So it's not surprising that AI is pretty bad at it & bad at evaluating it: arxiv.org/abs/2603.00883
Podcast summary: drive.google.com/file/d/1n09D...
More: mastodon.social/@dougholton/...
#AIEd
I also don't need every link in an email hijacked and broken by Outlook
Thanks, that's very useful. From what I can tell, most models skip over images/charts in the PDFs. Looking for an AI option for making PDFs accessible. OlmOCR folks said they are working on it
Title, author list, and two figures from the paper. Title: The Aftermath of DrawEduMath: Vision Language Models Underperform with Struggling Students and Misdiagnose Errors Authors: Li Lucy, Albert Zhang, Nathan Anderson, Ryan Knight, Kyle Lo Figure 1: On the left is a math problem, where students are asked to draw x < 5/2 on a number line. The right side shows two example student responses that differ in correctness. DrawEduMath pairs each math problem with one student response, and prompts VLMs to answer questions about the student response. Figure 2: VLMs consistently perform worse on answering DrawEduMath benchmark questions pertaining to erroneous student responses. Performance on non-erroneous student responses is labeled with specific VLMs’ names; that same model’s performance on erroneous student responses is directly below.
Models are now expert math solvers, and so AI for math education is receiving increasing attention.
Our new preprint evaluates 11 VLMs on our QA benchmark, DrawEduMath. We highlight a startling gap: models perform less well on inputs from K-12 students who need more help. 🧵
I enjoyed talking with @kensycoop.bsky.social on the Many Minds podcast about the metaphors we use to conceptualize AI.
manyminds.libsyn.com/seven-metaph...
I whipped up another learning related Skill! Smaller than Learning Opportunities, but very complementary: interactive guidance through a quick research-backed psychological intervention that helps improve learning plans, motivation and commitment
github.com/DrCatHicks/l...
A professor addresses a group of students.
Opinion | The Case for Centers for Teaching and Learning
The work of CTLs is central to higher education. https://bit.ly/4qZO3de
#EDUSky #AcademicSky #HigherEd
LLMs getting much better at pushing back against bullshit prompts.
“Green means the model clearly called out the nonsense. Amber means partial challenge. Red means the model let nonsense pass”
github.com/petergpt/bul...
Gemini 3.1 prompt: Generate an SVG animation of a pelican riding a bicycle. The pelican angrily shakes its fist at a passing car
tried an svg animation, didn't turn out so great
AI-assisted learning stumbles on the evidence via @educationgadfly fordhaminstitute.org/national/com... #EduSky #EduSkyAI #TLSky #EdTech #AIinEducation #aisky #ai #edresearch #fordhaminstitute
Summary of efforts to reform how college teaching is evaluated engagedlearningcollective.substack.com/p/a-practica...
See TEval for some best practices: teval.net
But also these references on bias in student evaluations of teaching: docs.google.com/document/d/1...
#EdDev #Teaching #HigherEd
An illustration of a man in business attire standing, with his hands on his hips, in a dark room, in front of an illuminated keyhole-shaped door he is ready to walk through.
Career Advice | Bringing Staff Expertise Out of the Shadows
Universities are set up to recognize classification, not contribution—rendering the intellectual contributions of academic staff largely invisible. https://bit.ly/4qaxtaa
#EDUSky #HigherEd #AcademicSky
The logbook is the nexus of my pedagogy and practice as a writing teacher and that is why I love it.
The Learning Loop #6: Real-Time Feedback Strategies
In This Issue: Stop lecturing at your students and start learning with them. Transitioning to active learning can be daunting, but this issue provides the exact toolkit you need to make it seamless. Check out these robust, low-cost alternatives…
Google Gemini can now create interactive diagrams and simulations that students explore, not just read.
Here’s my practical guide.open.substack.com/pub/davidpblross/p/how-t...
Tags:
#EdTech #AIinEducation #K12 #Teaching #GoogleGemini #InteractiveLearning
The letters "AI" in blue three-dimensional font against a red background.
Career Advice | How AI Is Exploding Our Illusions of Rigor
Craig E. Nelson’s concept of “dysfunctional illusions of rigor” holds new currency in our AI age. https://bit.ly/3YH9GDm
#EDUSky #AcademicSky #HigherEd
Check out MindScript, too, where the prompts/instructions are comments on the code: mindscript.daios.ai
Evaluating Racial Bias in LLM Reasoning: Implications for Equitable AI Use in Education: https://osf.io/ynt3h