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So learn it here, and go be the person who figures things out.
79 lessons · 6 labs · 2 projects
The fourteen capabilities
A question with no answer key
“Is this actually true, and what should I do about it?”
A doctor mentions a treatment you have never heard of. A contract has a clause you do not understand. A video makes a claim that sounds wrong. A course, a loan, a job offer, a rumour in the family group — and no one to tell you the answer.
How someone capable works it out
Work out the real question
Most wrong answers are correct answers to the wrong question.
What that looks like
Say the question out loud in one sentence. Then ask what you would actually do differently depending on the answer. If nothing would change, you are asking the wrong thing.
Skip it and You spend a week researching something that was never going to change your decision.
Know where the answer would live
Every field has a place that actually knows. Most people never look there.
What that looks like
Ask who is required to publish this. Medicines have regulators, companies have filings, laws have official text, products have manuals. Go to the body responsible before you go to a search engine.
Skip it and You end up quoting somebody's blog post about a document neither of you has read.
Judge who is worth believing
Tell someone who knows from someone who is confident.
What that looks like
Check what the person has to gain, whether they show their working, and whether they say what would change their mind. Certainty about a genuinely uncertain thing is the warning sign.
Skip it and You believe the loudest person in the room, which is rarely the best-informed one.
Read the thing itself
The document, the label, the original study — not a summary of a summary.
What that looks like
Follow the claim back to its source. Read the numbers, the dates and the exceptions. It is usually one page, and it usually says something slightly different from what everyone repeats.
Skip it and You inherit somebody else's misreading and defend it as your own conclusion.
Use AI to go faster, not to decide
Ask it to explain and to argue against itself, then verify.
What that looks like
Use it to explain jargon, draft a starting point, and list what you might be missing. Then ask for the strongest case against its own answer, and check the specifics yourself.
Skip it and You get a fluent, well-organised, confidently wrong answer and no way to tell.
Notice when you are being played
Selective numbers, borrowed authority, urgency, missing context.
What that looks like
Ask what is being left out. A percentage with no base number, a study with no sample size, a deadline that exists to stop you checking — those are choices somebody made.
Skip it and You act on a real fact that was arranged to lead you somewhere.
Say it plainly to someone else
If you cannot explain it simply, you have not understood it yet.
What that looks like
Explain it to a person outside the topic, in a few sentences, without the jargon. The places you stumble are exactly the places you are still guessing.
Skip it and You mistake having read a lot about something for actually understanding it.
Know what you still do not know
And ask exactly that, instead of guessing quietly.
What that looks like
Write down the specific thing you could not settle and what would settle it. Then ask that question directly, to the person or place most likely to know.
Skip it and You fill the gap with an assumption, and nobody finds out until it matters.
And here is the part that matters
These eight moves do not belong to one subject. They are how you handle a topic you have never seen, a document nobody explained, and a claim you cannot immediately check — at work, at home, and for the rest of your life.
The goal is not to finish a course. The goal is that you can do the thing afterwards, without this website.
“I know the basics but I'm not confident with computers or the internet.”
Modern Digital Beginner“My work expects me to use AI and I'm using it badly or not at all.”
AI-Ready Professional“I'm a fresher or about to start my first real job.”
Job Ready“My job involves numbers and I want to be genuinely good at it.”
Analyst“I make content, design or media and want to work faster without it looking generic.”
Creator“I want to build software but I'm not a programmer yet.”
Technical Builder“I want to move into a different field and don't know where to start.”
Career SwitcherNot sure? Answer seven questions and get one path, one lesson and one project.
Find my starting pointUse a computer without fighting it
Files, folders, formats, browsers, cloud storage, passwords. The invisible layer everything else sits on.
Find out what you don't know, and check it
Search properly, judge a source, decompose a question, research a contested claim, read dense documents.
Tell a fact from a claim, and generate real options
Evidence, inference, bias, misleading statistics. Then the creative side: producing options worth choosing between.
Direct an AI, then check its work
What AI is good and bad at, framing a task before prompting, prompting well, and catching confident nonsense.
Make progress when you have no idea how
The protocol for not knowing: isolate, reproduce, search, test, document. The skill that keeps every other skill alive.
Be understood the first time
Clear writing, professional English, twenty kinds of email, and explaining technical things to people who aren't technical.
Operate inside an organisation
How an office actually works, managers, clients, disagreement, mistakes, your first thirty days, and professional judgment.
Answer a real question with numbers
Spreadsheets, cleaning, analysis, SQL, charts that argue honestly, and sanity-checking a number before you believe it.
Produce something that looks professional
Documents, decks, PDFs, formatting that survives, and getting information out of a fifty-page report.
Make working software with AI, responsibly
What a frontend, backend, API and database are. Then building, running, breaking, debugging and publishing something real.
Direct an image or a video, not just generate one
Visual direction, composition, light, AI image generation, and the script-to-publish pipeline for video.
Stop doing the same thing twice
Triggers, actions, conditions, APIs, webhooks, and when an AI agent is a worse answer than a plain script.
Prove what you can do, and get hired for it
Evidence-based resumes, a credible LinkedIn, a portfolio, GitHub, job search, interviews and negotiation.
Understand your payslip and not get scammed
CTC versus take-home, budgeting, interest, tax basics, phishing, MFA, password managers, deepfakes and job scams.
Every lesson opens with a moment where not knowing this costs you something real.
Guided practice on the page. The answer stays covered until you have actually attempted it.
A challenge with no steps. Then a lab with messy, incomplete, contradictory information — like real work.
A real artifact: a document, an analysis, a repository. Something you can actually show someone.
Not without saying best for what, what it costs, and what the free or open-source alternative is.
Nobody is hiring on the strength of a certificate from a website. Build something instead.
No made-up studies, links or numbers to sound authoritative. Where evidence is unclear, it says so.
No account, no analytics. Your progress lives in your browser and goes nowhere else.