The headline fear was mass unemployment. The reality has been stranger and more interesting: a reshuffle. Roles didn’t vanish so much as get taken apart and put back together with different pieces load-bearing.

Understanding which pieces is the difference between a career that compounds and one that quietly gets cheaper.

Jobs didn’t disappear — the middle of them did

This is the framing that explains almost everything else.

Almost every knowledge job is a bundle: some routine production, some judgement, some communication, some accountability. What automated wasn’t a job — it was the routine production layer in the middle of every job at once.

For a developer, that’s boilerplate, scaffolding, the first draft of a test suite. For a marketer, the first draft of the copy. For a support lead, tier-one triage. For an analyst, the initial pull and chart.

Nobody lost their job to that. What happened is subtler and more consequential: the easy middle stopped being where your value lived. If most of your day was that layer, your day got hollowed out even though your title didn’t change.

What got more valuable, not less

Judgement under ambiguity. When generating options costs nothing, choosing well becomes the bottleneck. Deciding which three of thirty generated approaches are worth pursuing is now the job, and it’s a genuinely hard one that doesn’t automate — because the model can’t tell you what your users actually need.

Taste, defined precisely. Not aesthetics. Taste is the ability to look at plausible output and know it’s subtly wrong. It comes from having done the work long enough to have been burned. This is why “senior” got more valuable while entry-level got harder — a tension the industry hasn’t solved and is storing up trouble over.

Deep technical foundations. Systems, security, data modelling, infrastructure. When everyone can generate a working prototype quickly, the number of prototypes reaching production goes up — and every one of them needs to run, scale, and not leak. Demand for the people who make that true went up.

Accountability. Someone has to sign their name to the decision. A model cannot be accountable, and no amount of capability changes that, because accountability is a social fact, not a technical one.

The skill that keeps getting rewarded

Across every function, the same thing shows up: the ability to turn a vague goal into something a machine can actually execute — and then to judge the result.

That’s a real, learnable, and currently scarce skill. It isn’t prompt engineering, which is a commoditised trick. It’s closer to what a good manager does: decomposing an ambiguous objective into specified pieces, delegating them, and holding a quality bar on what comes back. The tools changed; the discipline is old.

What this means practically

Don’t compete on the tasks the tools are good at. You will lose, and it’s the wrong fight anyway. Producing more first drafts, faster, is not a moat.

Get genuinely fluent at directing them. Fluent means knowing where they fail — not just where they shine. The people getting real leverage are the ones who know which 20% of the output needs checking.

Keep a specialty that’s actually deep. Range plus depth beats range alone. The combination that’s winning is a real domain you understand at the level of why, paired with the ability to orchestrate machines around it. Pure generalists who direct tools without deep grounding produce confident, plausible, subtly wrong work — and it’s getting easier to spot.

If you’re early-career, this is genuinely harder. The tasks juniors used to learn on are the exact tasks that automated. The path now runs through building things end to end, where you own the outcome and get to be wrong in public and fix it. That’s where judgement comes from, and there’s no shortcut.

The through-line

Value moved from producing output to deciding what’s worth producing and whether it’s any good.

That sentence looks like a platitude and isn’t. It’s a redistribution: it makes some skills you spent years acquiring less valuable, and some you never thought to name — taste, judgement, the willingness to be accountable — into the whole job.

The reshuffle rewards people who can hold both: a specialty deep enough to have opinions, and the range to point a lot of capability at it.