Why it's worth your time

AI is already part of how a lot of work gets done — and that's good news. The win isn't doing more; it's getting the boring bits off your plate and keeping the part that needs a person.

Beginner · 3 min read

A question to test below: hand AI the busywork — what's left, and is it the judgment? Working with it is a learnable skill, and a little goes a long way.

Here's a normal week, drawn as blocks of time. Hand the repetitive jobs to AI — the ones you'd happily give away:

Your week, reshaped

Hand the busywork to the AI — click a block, or drag across several. The outlined blocks are the part that needs you: they can never be handed over.

0 hours back this week 0% of your working week

This is a real working week. The green blocks are repetitive busywork — hand them to the AI. The outlined blocks (talk, decide, the final call) are the part that needs you: they can never be handed over.

These hours are a feel, not a promise. What you'd actually reclaim depends on the work itself, how well you steer the tool — and how well it knows when to back off and hand you the wheel.

Built so you get it by changing it — Bret Victor's idea of an explorable explanation.

So look at what that leaves you. AI takes the repetitive load; you keep what only a person can do — reading a room, weighing what's fair, carrying the context that never makes it into a dataset, and deciding when the "correct" answer is the wrong one. Whether that's worth your time is yours to judge. The edge isn't access to AI (everyone has that). It's the skill of directing it — and that's exactly what you can learn here.

And this is the old human bargain — hand off the busywork, keep the judgment. What changed is that for two decades the busywork fought back: each new tool added complexity until keeping up was a death by a thousand cuts.

In the 1990s, the height of office automation was Microsoft Office — it solved a real problem, anyone willing could learn it, and a capable person could turn their hand to almost any job in the building. Then 2000–2020, complexity piled up so fast that even developers retreated into narrow niches to cope.

AI lets us breathe again: it clears enough of that overload that you can go deep as a specialist or range wide as a generalist, because the walls between fields dropped. Not gone — you still have to truly learn the maths, the physics, the code. And for all that it looks like it can, AI can't replace you. Not yet.

What do you hand to AI, and what stays yours?

Hand over the repetitive busywork. Keep the people, the judgment, and the final call.

Try it on your own week

Pick one job you did this week that felt mechanical — drafting, formatting, summarising, looking things up.

  1. Hand the first pass to an AI tool.
  2. Read what it gives back: what's right, what's off, what only you would catch.
  3. Spend the time you saved on something that needed a person.

Do that once and "is it worth it?" stops being a claim and becomes yours to judge.