So You've Been Using AI for Two Years
and Still Have No Idea What It Actually Is
A remarkably honest guide to the technology rewriting your emails, generating your marketing copy, and quietly threatening your career.
Let’s begin with an admission nobody in the tech industry will make publicly: most people using artificial intelligence every single day have absolutely no idea how it works. They open an app, type something, receive an answer that is either brilliant or completely fabricated with equal confidence, and then get on with their lives. This is either a testament to seamless integration, or a mild civilization-level red flag. Possibly both.
We have collectively adopted a technology of extraordinary power while understanding it roughly as well as most people understand their dishwasher. It works. We press buttons. We move on. This series exists to fix that — not by turning you into a computer scientist, but by giving you the understanding you actually need to make good decisions, ask smart questions, and spot the nonsense.
So. What Actually Is AI?
Artificial Intelligence is the attempt to make machines do things that, when done by humans, we would call intelligent. The term was coined in 1956 at Dartmouth College, where mathematicians estimated it might take a summer to solve. It took about seventy years and counting.
What changed everything was data. The internet created more of it than anyone knew what to do with. Hardware arrived that could process it. Deep learning turned out to be extraordinarily good at finding patterns within it. These three things converged simultaneously, and here we are.
We have collectively adopted a technology of extraordinary power while understanding it roughly as well as most people understand their dishwasher. It works. We press buttons. We move on.Neal Lloyd · Inside The Machine, Day 1
Narrow AI, General AI, and the One We Don’t Talk About
Every AI tool available today — every chatbot, image generator, recommendation engine — is Narrow AI. Exceptionally good at one domain, spectacularly useless outside it. The AI beating world champions at chess cannot tell you what’s in your fridge. Artificial General Intelligence — broad, human-like intelligence — does not exist yet. Artificial Superintelligence is the one we don’t discuss at dinner parties unless we want to ruin the evening.
When AI “hallucinates” — confidently inventing a citation, a date, or an entire person — it’s not lying. It genuinely doesn’t know it’s wrong. Which is more unsettling than lying would be. A liar at least knows the truth exists.
How It Actually Works: The Honest Version
Machine learning works on a principle almost insulting in its simplicity: show a system enough examples, and it figures out the pattern itself. Large language models trained on essentially the entire internet, learning to predict what word comes next. The result reads as genuinely intelligent. Whether it is intelligent will occupy philosophers for decades. Whether it seems intelligent, for all practical purposes, is no longer in question. The time to understand what you’re dealing with is now. The machine is here.
Inside The Machine, Day 01 · May 2026
Neal Lloyd writes about technology, human adaptation, and the uncomfortable questions nobody wants to answer at dinner. Inside The Machine is his ongoing daily series on AI.
- Day 01What Is This Thing?Published — add real URL
- Day 02Survive the MachinePublished — add real URL
- Day 03The Great DebatePublished — add real URL
- Day 04Who Gets Hurt?Published — add real URL
- Day 05Who's In Charge?Published — add real URL
- Day 06The Industries That WinPublished — add real URL
- Day 07The Human EdgePublished — add real URL
- Day 08The Creativity QuestionPublished — add real URL
- Day 09Does AI Feel Anything?Published — add real URL
- Day 10The Data ProblemPublished — add real URL
- Day 11The Trust QuestionPublished — add real URL
