beat: ai-learning
articles: 6 · answers: 30
latest: September 1, 2026
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Learning & Thinking with AI
Education, cognition and skill-building in the AI era — using the tools without losing the thinking.
How should people learn and think with AI?
Learning with AI works when the tool carries the drudgery and the learner keeps the reasoning. Crashtech covers the evidence on cognitive offloading and critical thinking, what AI literacy in schools actually requires, and why passive prompting produces confident students who cannot reconstruct the answer.
20 AI Concepts Every Developer Should Actually Understand
A layered glossary of the 20 AI concepts developers keep running into — grouped by dependency, not alphabetized, so each term builds on the one before it.
AI vs Machine Learning vs Deep Learning vs Generative AI: The Actual Hierarchy
AI, ML, deep learning, and generative AI aren't four competing terms — they're four nested circles. Here's exactly what's inside what, and why it matters.
Millions Use AI Chatbots for Emotional Support — Mental Health Experts Are Alarmed
A Congressional report and APA findings reveal widespread AI chatbot use for emotional support while psychologists flag documented risks and failure modes.
AI Does Something Horrifying to Human Thinking
New research links heavy AI use to weaker neural connectivity, blind trust, and mental atrophy — and the damage may outlast the tool itself.
AI Didn’t Break Education. It Exposed the Lie
Princeton ended 133 years of unproctored exams. The real story isn't AI cheating — it's that the honor system was already broken.
Why Most People Are Learning AI the Wrong Way, and What to Do Instead
Prompt templates expire, but AI fluency doesn't. Learn how LLMs actually work and the co-piloting method that makes skills compound.
Questions we answer on this beat
- What's the actual difference between machine learning and deep learning?
- Do I need to understand neural networks to use LLMs well?
- What's the difference between fine-tuning and prompt engineering, and when do I use each?
- What makes something an AI agent instead of just an LLM call?
- Why do vector databases matter for AI applications?
- Is machine learning the same thing as AI?
- Is deep learning always better than other machine learning approaches?
- Is ChatGPT machine learning, deep learning, or generative AI?
- What makes generative AI different from other deep learning applications?
- Can a system be AI without using any machine learning?
- How many people use AI chatbots for emotional support?
- What do psychologists say about AI companion chatbots?
Entities on this beat
Frequently asked questions
Does using AI weaken critical thinking?
It depends entirely on the interaction. Passively accepting generated answers removes the retrieval and reasoning practice that builds skill; using AI to challenge, critique and check your own work preserves it. Crashtech covers the research and the classroom evidence on both patterns.
What should AI literacy actually teach?
Practical AI literacy teaches how models fail, how to verify an answer against a source, how prompts shape output, and where automation is inappropriate. Crashtech documents workshop curricula run in real schools rather than theoretical frameworks.
How many Learning & Thinking with AI articles has Crashtech published?
6 articles on this beat, the most recent published September 1, 2026 and the earliest July 3, 2026. 30 questions have a dedicated answer page with an authored direct answer.