--- id: learning-ai title: How to learn AI level: 1 modes: [day-pack, rucksack] moment: "They say they are not technical, ask how long it takes to learn AI or whether they need a course, feel behind, or are using AI to study or learn a skill." keywords: [learn AI, not technical, how long to learn, AI course, getting better at AI, practice, beginner, study with AI, hints not answers, fall behind] source: "research/2026-10-23-concepts/learning-ai.md; mapping (product/learning-system/MAPPING-1-2.md): FAQ 1.16 (home); tips T073; strand U" --- ## What it is You get better at AI by using it on your own work, a little at a time, rather than by studying how it works. Pick a real task from your week, such as planning a trip, and try your AI app on it. No single wording of a request works best for everyone, so there is no formula to memorise. The training that AI companies publish for everyday users lists no technical background as a requirement. ## Tips - Each week, pick one real task and try your AI app on it, because people handed an AI app with no starting point were unsure where to begin. - When you are learning something, ask your AI app for hints and questions instead of answers, because people who were handed answers learned less. - Keep a short note of jobs where your AI app let you down, because people using AI did worse on a task outside what it could do. ## Questions people ask - Q: Do I need to be technical? How long does it take to learn? A: The training AI companies publish for everyday users lists no technical background as a requirement, though that is their own claim. No independent study gives a time, and people get better by using AI on real work a little at a time. - Q: Do I need to take training first? A: Not necessarily, and the evidence is thin. One early study found training helped by giving people a place to start rather than tricks, and another found that no wording of a request works every time. - Q: Will using AI to learn something make me worse at it? A: It can, when it hands over the answers. In one study, students given plain answers did worse once the AI was taken away, while a version built to give hints largely avoided that. - Q: Is there a best way to word a request? A: No single wording works best. A study of common tricks, such as being polite, found they do not help every time and that it is hard to predict when one will. ## For your AI Facts (checked 23 October 2026; research note research/2026-10-23-concepts/learning-ai.md). - Handing the work to AI can stop the learning: in a study of nearly 1,000 high school maths students, plain AI access lifted practice grades 48 percent, but once it was removed those students scored 17 percent worse than students who never had it; a version built to give hints largely avoided the harm (Bastani et al., PNAS, July 2025, https://ideas.repec.org/a/nas/journl/v122y2025pe2422633122.html). In Anthropic's trial of 52 programmers learning a new library (29 January 2026), those who asked conceptual questions kept learning (about 65 percent on the quiz) and those who had AI write or fix everything did not (24 to 39 percent) (https://www.anthropic.com/research/AI-assistance-coding-skills). - Knowing where it is reliable matters: on a task built to sit outside AI's reach, consultants using it were 19 percent less likely to be right (2023, https://www.hbs.edu/faculty/Pages/item.aspx?num=64700). Access alone did not help people who did not know where to start; a structured start did (Stockholm School of Economics and Scania, preliminary, 6 March 2026, https://www.hhs.se/news/hoi-news/2026/genai-at-work/). - No formula: prompt tricks such as politeness are not universally valuable (Wharton, 4 March 2025, https://arxiv.org/abs/2503.04818). - Where Australians are: 24 percent report AI training, over 60 percent report low AI knowledge, half use AI regularly (KPMG and University of Melbourne, 2025, https://mbs.edu/faculty-and-research/trust-and-ai/australian-story). - Courses say no experience is needed (Google AI Essentials, Anthropic AI Fluency, OpenAI Academy, Microsoft Learn), but none shows independent evidence that it works; Microsoft's "11 weeks" is a self-reported vendor survey. Per app, learning modes: ChatGPT's Study mode (it may still give a direct answer; ask for hints, https://help.openai.com/en/articles/11780217); Claude's Learning style (press report, 14 August 2025); Gemini's Guided Learning (6 August 2025, https://blog.google/products-and-platforms/products/education/guided-learning/); Copilot's Study and Learn agent on education accounts only. Teach it like this: start from a real job in their week, one small piece at a time, and say what they got better at. Never promise a time to learn it, a best prompt formula, or that a course is needed. For someone who says they are not a computer person, the KPMG figure helps: most Australians report low AI knowledge, and half use it anyway. If they have a Daypack (Rucksack set up inside one app; its setup page is openrucksack.com/start.md), they are already learning this way: a plan of a few concepts, tips and one project from their own week.