Doug Holton

@edtechdev.bsky.social

faculty development, educational technology, open source, learning sciences... Mostly posting on mastodon: https://mastodon.social/@dougholton

The Effortless Trap: Productive Struggle, AI, and the Illusion of Learning arxiv.org/abs/2606.26181 "an unguarded AI helper left students about 17% worse on an unaided exam, while the same model rebuilt to withhold answers erased the harm, and a well-engineered tutor roughly doubled learning" #AIEd

The Effortless Trap: Productive Struggle, AI, and the Illusion of Learning

With AI advancing fast, educators face a dilemma: allow the tool or ban it. Conflicting evidence that it both helps and hurts learning only deepens the confusion. The allow-or-ban framing is a false d...

arxiv.org

Now published in open access! Your one-stop shop for the philosophy of language models. It's the spiritual descendant of our two-part preprint from 2024, fully updated. This should be particularly useful for anyone looking for an entry point into this rapidly growing field.

The Philosophy of Language Models

The success of large language models (LLMs) across many domains of AI research has generated intense debate. Some attribute their impressive performance on complex tasks to human-like linguistic and ...

compass.onlinelibrary.wiley.com

In addition to expecting more phishing/hacking attacks in the future, #CanvasLMS schools should expect the cost of the LMS to jump sharply, now that Instructure paid the ransom and are being sued by dozens of schools: www.pcmag.com/news/canvas-... & are owned by private equity (KKR)

Canvas Developer Apologizes for Breach As Class-Action Lawsuits Pile Up

Court records show that at least 18 lawsuits have been filed against Canvas's parent company, Instructure, following last week's hack.

pcmag.com

Doug Holton@edtechdev.bsky.social · 3mo ago

I'd recommend faculty backup their #CanvasLMS gradebook community.instructure.com/en/kb/articl... & export student submissions for assignments not yet graded community.instructure.com/en/kb/articl... Be prepared for an increased amount of phishing emails in the future: en.wikipedia.org/wiki/Phishing

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

SafeTutors: Benchmarking Pedagogical Safety in AI Tutoring Systems

Large language models are rapidly being deployed as AI tutors, yet current evaluation paradigms assess problem-solving accuracy and generic safety in isolation, failing to capture whether a model is s...

arxiv.org