Prompting Is Out. Context Engineering Is In. The way most educators use AI — typing a single prompt and hoping for a good response — is already outdated. The shift happening right now is from prompt engineering (crafting the perfect question) to context engineering (giving AI the right background, constraints, and goals so every response…
Stop Typing. Start Talking to Your AI Team. Every AI tool you’re using — ChatGPT, Claude, Gemini — is adding voice input, screen sharing, and camera capabilities. Text-only prompting is becoming the slowest, least effective way to interact with AI. This tutorial explains why multimodal prompting matters for educators and how to start using it…
From 128 Steps to 5: The Course Creation Compression Creating an online course used to involve 128 distinct tasks when using AI tools like ChatGPT as an operator — doing everything yourself with AI assistance. With AI agents, that drops to 45 tasks where you’re the manager reviewing work. And with agentic systems (agents of…
A community member asked the question every educator is wrestling with: I have great content, I want my own space, but which platform should I pick and how do I get ready for what is coming? Here is a look at what happened in the past year, what the major platforms offer, and why a…
The core identity of what used to be called an expert is being displaced. AI does not just automate tasks — it automates the reasons traditional expert educators exist. Educators are not out of a job yet, but their value proposition has been hollowed out. Here is a quarter-by-quarter look at what is happening and…
After six months of covering AI developments for educators, a clear picture is forming. The tools are not coming — they are here. And the next six months will reshape how we teach, create content, and monetize expertise in ways most course creators have not prepared for. Here is a breakdown of the key shifts…
Which AI tool should you use for your education business? The answer is not picking a favorite. It is understanding that ChatGPT, Claude, and Gemini each have a distinct identity — and choosing the right one for the right job. Here is a framework for thinking about the big three AI platforms as different employees…
If your education business is built on selling courses, it probably will not survive 2026. Not because teaching is dead — but because the course-as-product model is dead. The replacement is a privately branded campus, and here is the framework for building one. ## Why Course Businesses Are Failing Three forces are killing the traditional…
If you have been collecting prompt libraries and memorizing prompt engineering tricks, here is the uncomfortable truth: that approach is already outdated. The skill that actually matters in 2026 is natural language prompting — your ability to explain what you want to AI the same way you would explain it to a new employee. ##…
If AI can reproduce your course in under an hour, the course itself is no longer the thing worth paying for. What IS worth paying for is the framework behind it — your unique process for getting a specific outcome. Here is why frameworks beat courses and how to create one in minutes. ## The…
The Problem: Tool Overload New AI tools launch daily. Grok 4, Kimi K2, Mistral, HyperClova — the list doesn’t stop. YouTube is full of “drop ChatGPT and use these 12 tools instead” videos. For educators trying to build a teaching business, this creates a constant distraction: should I switch? Am I missing out? Is this…
The traditional definition of a “course” no longer fits how people actually learn. AI has shifted learning from static, linear content to dynamic, personalized, and competency-based experiences. So what do we call it now?