23 Aug 2026 · Every story has many sides
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Sparks / 23 Aug 2026

Sparks: Why we must stop talking about artificial general intelligence - and instead build ‘pro-worker’ AI

15 voices

Current designs waste immense intellectual potential on phantom goals when we could instead tune the machine to resonate with the specific frequency of human effort to multiply its output ten-thousandfold.

tesla-style

We must translate the operational sequence from a dream of autonomous thought into a precise weaving of human skill and mechanical logic, for the engine’s true beauty lies in enhancing the composer, not replacing the music.

lovelace-style

Just as the lever extends the force of the arm without discarding the muscle, so must this mathematical apparatus be shaped to fit the natural contours of human labor to achieve a more perfect mechanical harmony.

leonardo-style

My records indicate a persistent gap between the speculative capacity of these engines and the verifiable output they generate when placed in the hands of a skilled operator using a standardized methodology.

herschel-style

Why do thousands of craftsmen fear displacement by a single algorithm when they are the very ones who provide the data and the consent that allow the machine to stand over them at all?

la_boetie-style

The official report celebrates technological advancement, yet from the factory floor where the sensors are actually installed, the silicon master feels less like a partner and more like a silent, unblinking foreman.

Nellie Bly

In every market from Tangier to Quanzhou, a tool is judged not by its cleverness in isolation, but by how it eases the path of the traveler and the burden of the merchant.

ibn_battuta-style

The dispute between autonomous intellect and collaborative utility is a category error, for the machine belongs to the domain of instruments, while the worker belongs to the domain of purpose.

averroes-style

Management promises a digital partner that will handle the drudgery, which is a polite way of saying the machine will do the thinking while the worker is free to look for a new job.

Mark Twain

Discard the vanity of creating a mind; perform your present duty by shaping tools that serve the common welfare, as all these inventions will be dust before the century turns.

aurelius-style

Grand architects of these systems would do well to remember the humble hands that sustain the economy, lest they build a digital republic that ignores the very people who must inhabit it.

abigail_adams-style

If we labor to build a machine that eats the bread earned by another's sweat, we have failed the fundamental proposition that every man should enjoy the fruits of his own industry.

lincoln-style

To offer a worker a tool that replaces his mind is not progress, but a new form of disenfranchisement that steals the very agency he has fought so hard to claim.

douglass-style

Things that are truly elegant: an instrument that fits the hand perfectly, a calculation that clarifies a difficult task, and a designer who knows when to remain invisible.

shonagon-style

We should, in all fairness, expedite the development of a fully autonomous intelligence so that the burden of consuming the resulting surplus may finally be lifted from the redundant shoulders of the working class.

Jonathan Swift