"Ethical AI" Is Becoming "Clean Coal"

A Bluesky account promoting "responsible AI" at a branded URL showed up in the same thread where users were calling AI ethics an oxymoron. Nobody pointed this out explicitly. Nobody needed to. The juxtaposition did the work — and it's the clearest summary of where this conversation has arrived: a field whose vocabulary has been so thoroughly colonized by the institutions it was meant to scrutinize that the vocabulary itself has become the problem.

What's circulating this week isn't outrage at a specific company or a specific policy failure. It's something more structural: the suspicion that ethical AI was always a performance, and that the performance has become impossible to sustain with a straight face. One post, drawing the most engagement in the sample, cut through the usual hedging: "I know ethical and useful things can be done with it, but trash GenAI is the main rep for it." That's not cynicism about ethics — it's a community that watched the ethics framework get deployed mainly as brand management and concluded the signal has inverted. A circulating Substack excerpt made the institutional version of this critique explicit: educators are asking students to "ethically use" AI without ever defining what ethical means in this context. The framework is being taught before it exists.

Then there are the Catholic theologians filing legal briefs in support of Anthropic — surfaced this week via a Washington Post piece making the rounds. It should be a strange data point. It isn't, once you notice what it reveals: institutional moral authority is now being recruited into corporate legal strategy. You can read that as AI ethics maturing into a serious domain with real stakeholders. Or you can read it as AI ethics completing its absorption into the apparatus it was supposed to check. The communities talking about this — skeptical by habit, not reflexively conspiratorial — have mostly settled on the second reading.

The "clean coal" comparison writes itself, which is precisely why it's apt. Clean coal didn't fail because environmentalists successfully debunked it. It failed because continued use of the phrase became a tell — a signal that the speaker was not negotiating in good faith. "Ethical AI" is moving toward that same status, and the speed of the shift is worth noting. The people pushing back hardest aren't dismissing ethics because they don't care. They're dismissing the label because they care enough to notice when a word stops meaning anything — and starts meaning its opposite.