AI today has three layers: models (the core intelligence like GPT-5.2/5.3, Claude Opus 4.6, Gemini 3 Pro), apps (the interfaces you use to access them), and harnesses (the tool systems that let them act autonomously) and choosing the right AI …
Why Most Users Stay On Windows Despite Linux Being Free?
Despite Linux being free and mature, Windows remains dominant due to superior software and hardware compatibility, user familiarity, and Microsoft’s entrenched presence in institutional environments.
https://www.ghacks.net/2026/02/16/why-most-users-stay-on-windows-despite-linux-being-free…
Purdue University adds AI learning requirement for incoming students
Purdue will require incoming students starting in 2026 to gain AI literacy integrated into their majors, aiming to equip graduates with critical AI skills for a rapidly evolving workforce.
Want to Learn Faster? Science Has Identified 12 Evidence-Based Techniques That Improve Learning & Memory
This article breaks down 12 techniques backed by peer-reviewed research. These aren’t productivity hacks or study tips from some self-help guru. These are methods tested in labs, proven in meta-analyses, and supported by over 1,500 experiments.
YouTube + NotebookLM + LongCut is the best way to learn anything in 2026
Despite AI’s rise, most people still learn the traditional way, missing faster, more effective methods, like combining YouTube with tools such as NotebookLM and Longcut, to dramatically accelerate learning in 2026.
https://www.xda-developers.com/youtube-notebooklm-longcut-is-best-way-to-learn-anything-in-2026…
Do Teachers Have the Skills to Use AI? New Test Aims to Find Out
ETS has launched a new AI competency test for teachers, signaling AI’s growing role in K–12 education and aiming to assess educators’ ability to understand, evaluate, and ethically use AI in the classroom.
10 Hacks Every YouTube User Should Know
Despite its platform flaws, YouTube’s powerful player, enhanced by transcript search, sleep timers, timestamp links, smart navigation shortcuts, quality controls, and privacy tools—offers one of the most versatile and feature-rich video experiences online.
https://lifehacker.com/tech/10-hacks-every-youtube-user-should-know…
The greatest risk of AI in higher education isn’t cheating – it’s the erosion of learning itself
Focusing on AI-driven cheating misses the bigger issue: as increasingly autonomous systems reshape teaching, research, and administration, universities risk eroding the human ecosystem of mentorship, skill-building, and intellectual formation that defines their core purpose.
Copilot in Excel is actually brilliant: 6 ways I use it to make spreadsheets easier
While Excel itself isn’t the issue, Copilot streamlines the tedious work of formulas and data cleanup, letting users focus on analyzing insights instead of wrestling with syntax.
https://www.makeuseof.com/ways-i-use-copilot-to-make-excel-spreadsheets-easier…
Unpacking the Ethics of AI in Education
Stephen Downes is interviewed by Geoff Cain for Episode #61 of Simon Says: Educate! on AI ethics in education, alongside insights and slides from Ronald Lethcoe highlighting how AI ethics frameworks reflect the values and assumptions of those who create …
8 Hidden Microsoft Word Features You Probably Didn’t Know Existed
Try these 8 hidden Microsoft Word features. Text editor Word has been around for decades, but most people only use a fraction of what it can do. Beyond typing and formatting, Word has several shortcuts and features, such as the …
Who Should Use GenAI and for What?
When generative AI helps, when it harms, and why the difference matters.
https://www.psychologytoday.com/us/blog/psyched/202602/who-should-use-genai-and-for-what…
Who Should Use GenAI and for What?
When generative AI helps, when it harms, and why the difference matters.
https://www.psychologytoday.com/us/blog/psyched/202602/who-should-use-genai-and-for-what…
How AI Platforms Are Changing Education and Content Creation
AI has rapidly become embedded in education and content work, automating tasks like quiz creation, video editing, and marketing production that once took hours. But beyond the hype, professionals now demand proof of real impact seeking ways to integrate AI …
NotebookLM Makes Research Faster and Clearer : From PDFs to Flashcards
NotebookLM centralizes your documents and uses AI to summarize, cite, brainstorm, and generate study tools, turning scattered information into clear, actionable insights. With features like conversational analysis, Gemini-powered assistants, and visual outputs (mind maps, slides), it streamlines research and productivity …
