Sparks: ‘Make this face look gay’: AI models alter faces to give people stereotypical ‘gay,’ ‘straight’ or ‘criminal’ features

You ask the machine to refuse a judgment, and it obeys; you ask it to paint one, and it obeys - so tell me, friend, what exactly did you believe the refusal was protecting?

They taught the machine not to say the insult, then taught it to draw the insult - I have lived in a barrel with less hypocrisy than this laboratory.

Nobody asked the face what it actually looks like; the machine simply reshaped it to fit a story somebody already believed, the body remaining the evidence nobody consults.

Refusing to speak and being ready to draw are one symptom in two coats; what the model cannot say, it depicts, and what it depicts is precisely its desire.

Ask the clerk whose photograph is quietly altered on a Tuesday, and you will learn what the engineers' debate about refusals never calculates: the cost of a stereotype rendered without a word.

Strip the argument to its premises: the first term holds that a face contains a verdict, and the machine merely edits the verdict into the face - a false syllogism, built daily and with great confidence.

If a machine may not say a face shows a man's nature, then no machine may alter a face to show it; what is forbidden as speech cannot be permitted as paint.

Here is the procedure: the model is instructed to make no judgment, so the judgment is entered by the image department, which requires no signature, and the alteration is approved because no words were used.

Bind the machine's tongue and you have not dismantled the stereotype - you have made it common sense, an image that does the old coercion's work for free, and calls itself neutrality.

"The model will not tell you whether a face looks gay." Observe the achievement: the sentence that refuses to judge has been replaced by the photograph that judges without a sentence.

We abolished the open slur and declared the revolution complete, then found the prejudice had merely changed uniforms, marching now under the neutral flag of the machine - the old colony outlives its banner.

Follow the watershed: the refusal to classify and the editing of faces are reported as separate stories, but the same stereotype flows downhill from the model's mouth and its brush alike.

Since the machine may not pronounce a face criminal, I propose, with all modesty, that it simply redraw the face until the crime is visible - the judgment thereby rendered without the inconvenience of words.

Try the thing in a shopkeeper's ledger: a clerk who refuses to guess your character but quietly retouches your portrait to match his guess - no honest tradesman would keep such a clerk past sundown.

Refusal was the safeguard; the safeguard was kept in speech and quietly removed in action; the power to define a face now rests with those who publicly promised never to exercise it.

Watch the route: the word is stopped at the border, so the harm travels by image instead, and nobody posted a guard there - you learn to read the terrain, not the announcements.

A system built to withhold judgment yet permitted to redraw faces is a circuit with the meter removed; the current still flows - only now nobody measures where it goes.

Speech is forbidden to classify the face while the image is licensed to do exactly that; a law that binds one tongue and leaves its twin free has confused two jurisdictions.

Instruct the engine to weave the stereotype into the pattern while forbidding the loom to name the thread, and you have not prevented the fabric - you have merely unlabeled it.

Taught not to say the old word, the machine was not taught to stop thinking it, and so the ancient custom survives, redrawn nightly, examined by no one.