How can a non-programmer start building things with AI?
Marketing background, zero code. I keep reading about people building apps with AI assistance. What can someone like me realistically build, and where do I start?
AI Lab
5 members · 25 questions
Prompting, models and building with AI — what works and what's hype.
What is prompt engineering and is it a real skill worth learning?
Seeing courses selling 'prompt engineering certification' for serious money. Is this a real career skill or a temporary gold rush?
What is a large language model and how is it different from a search engine?
People use ChatGPT the way they used Google. Are they doing the same thing differently, or are they fundamentally different tools?
How can I tell if an image or video is AI-generated?
I've been fooled twice now. Are there reliable signs to look for, or is that already a lost cause?
Will AI replace programmers in the next 10 years?
First-year CS student having a small existential crisis. Copilot writes half my assignments already. Am I investing four years into a dying career?
Is data science still a good career in 2026 or is the field saturated?
Seeing conflicting takes — 'data science is dead, it's all AI engineers now' vs 'demand higher than ever'. What's the honest read for someone starting today?
What is prompt engineering and is it a real career?
I keep seeing job listings for prompt engineers with high salaries. Is this a genuine long-term skill or a temporary bubble?
Why does AI make things up and how do I spot hallucinations?
It gave me three academic citations that don't exist and sounded completely sure. How do I know when to trust it?
Why do different AI models give different answers to the same question?
I asked three AI tools the same thing and got three different answers, one of which was wrong. Why isn't there one correct answer?
What is a neural network and how does it learn?
I want an intuition for what's happening inside a neural network without the calculus. How does adjusting numbers turn into learning?
What is the environmental impact of AI?
I've seen wildly different claims about AI's energy and water use. What's the realistic picture?
What is the difference between generative AI and traditional AI?
Generative AI seems to be treated as a new thing entirely. What changed compared to the AI that already existed in products?
What is the difference between AI, machine learning and deep learning?
These three terms are used interchangeably in every article. Are they the same thing or is there a real hierarchy?
What is fine-tuning and when should I fine-tune a model instead of prompting?
I'm building something with an LLM and people keep suggesting fine-tuning. When is it actually worth it versus just writing a better prompt?
What is the difference between narrow AI and general AI?
AGI comes up constantly in AI discussion. What separates what we have now from what people mean by general intelligence?
What are LLMs and how do they actually work, explained simply?
I use ChatGPT daily but couldn't explain what's happening under the hood to save my life. What's the honest simple version — not the 'it's magic' one and not the PhD one?
What skills will be most in demand in the next five years?
I want to invest my learning time well. Which skills are actually appreciating in value rather than being automated?
What's the difference between AI, machine learning and deep learning?
These get used interchangeably everywhere and I want to actually understand the hierarchy before my interview. Simple explanation?
Python or R for machine learning — does the choice still matter?
My stats professor swears by R, every job posting says Python. Starting my first ML project — which do I invest in?
What jobs will AI create rather than destroy?
All the coverage is about jobs disappearing. Is there a realistic picture of what new work appears, and what's actually safer?