Forecast · The Denominator ·
The Rising Floor
A law from 1947 says you never judge the work — you judge the work against a floor pooled from everything you have already seen. AI is filling the pool. What comes next will feel like decline, and it will not be one.
The meter
R = A / E
Reality is a ratio. Both terms are rising. The one you cannot feel is rising faster.
You scroll back through your own documents looking for something else and find a paragraph you wrote in April. You remember writing it. You remember the small private pride of it — you read it twice before sending, because it was good. Tonight it reads thin. The sentences sag in the middle. You check the history, half expecting that someone edited it. No one edited it. Not one word has changed since the night it made you proud.
Something changed. It was not the paragraph.
IThe floor
In 1947 a psychologist named Harry Helson published what he called adaptation-level theory, and it says something stronger than “everything is relative.” It says you never judge a thing at all. You judge the distance between the thing and a floor — and the floor is assembled, automatically and without your permission, from the pooled history of everything of its kind you have already encountered. Lift a weight, taste a coffee, read a sentence: the verdict is not a reading of the object. It is the object minus the floor. Helson proved this with weights and lights and gray papers, then spent his 1964 book arguing that the law runs all the way up through a life.
Psychology spent the next decades confirming the “all the way up” part. In 1971, in a volume honoring Helson’s theory, Brickman and Campbell gave the consequence its name: the hedonic treadmill. In 1978 Brickman went and found actual lottery winners. They were no happier than their neighbors — and they took significantly less pleasure in ordinary things. Breakfast. A joke. A magazine. The money had not failed to arrive. The floor had come up underneath it, and the mundane now sat below the waterline.
I write about this machinery as a ratio: Reality = Actual / Expectation. The floor is the denominator. And the thing I repeat most often about the denominator is that it is not yours to command. You do not set it; you inherit it. No person, no company, no government can reach in and adjust it. The only road to the denominator runs through the numerator: actions leave artifacts, artifacts become the record, and the record retrains the floor. One way. And — until now — slow.
No one can touch your expectations. But anything can enter the record that trains them — and the record is filling faster than it has ever filled.
IIThe firehose
Every earlier technology raised the record’s ceiling in one domain at a time, and slowly. Recorded music replaced the best singer in your town with the best singer alive, and every voice since has been judged against that import. The feeds did the same to faces, kitchens, vacations. But one scarcity protected the floor everywhere else: production. Excellent work was expensive, so the record stayed mostly ordinary — ordinary was all anyone could afford to put in it.
AI ends that scarcity. A competent draft, a patient explanation, a clean design, an instant answer: something close to the best available is now the cheapest available, which makes it the ordinary entry in everyone’s daily record. The denominator still cannot be touched — the law held. But the one lawful road to it has become a firehose. Every floor on earth is being retrained upward at once, at machine speed. Nothing like this has happened before; not because ratchets are new, but because they were never synchronized.
Here is the consequence most people will miss. The machine does not have to take your job to make your work feel worse. It only has to enter your reader’s history. Your paragraph holds still; their floor rises; the same work now reads as less — and nothing anywhere declined. Disappointment used to require a failure. Soon it will only require time spent near the record. The world is about to get measurably better and feel worse, and nobody will have lied.
Figure 01
The shape of the next decade
- t₁
- t₂
- t₃
- t₄
- t₅
- Actual — what the world hands you
- Expectation — the floor the record trains
Your daughter hands you two pages she wrote herself — no model, she says, proud of exactly that. You start reading and feel the flatness arrive before you can refuse it. The sentences are good, for eleven. But your floor has been trained by ten thousand pages of effortless, polished prose, and it read her story first. You override it. You say the true thing — that the story is wonderful. Some part of you had to climb down to say it, and you resolve that she will never see the climb.
IIIFive predictions
-
The scores decouple.
Institutions measure the numerator — resolution rates, defect counts, reading levels — while audiences live the ratio. Quality dashboards will rise as satisfaction falls, and the first explanation offered will be that the audience got entitled. The audience will simply be standing on a newer floor.
-
Baseline drift becomes a design subject.
We will start asking what a product does to its user’s floor, not only to its user’s output. Some tools will advertise restraint — what they decline to polish, how little they inflate — the way food learned to advertise what it leaves out.
-
The floor splits on provenance.
People already keep a second floor for live music: pitch that would be corrected in a studio is forgiven on a stage, because the body in the room is the point. “Good, for a person” becomes an ordinary, unembarrassed grade — and whole markets will exist to certify the provenance that grade depends on.
-
A cohort arrives whose floor was never human.
Children now small will have records pooled from machine-grade answers since before they could read. The unaided human world — the hesitating teacher, the three-day reply — will read to them as mildly broken. “Kids expect everything instantly” stops being a complaint about character and becomes a plain description of a denominator.
-
Curating the record becomes a discipline.
You cannot lower your expectation; it was never yours to command. But you do choose actions, actions choose exposures, and exposures decide which Actuals train your floor. Diet followed abundant food; the gym followed machine labor; the deliberate curation of one’s own record follows abundant excellence. It will look eccentric, then sane.
IVWhere I watch it
I watch this one in my own archive. There are about three thousand posts on this site, and I publish every day with a machine collaborator whose drafts are part of my record now. Posts from a year ago that felt finished the night they shipped read thin to me today, and not one word of them has changed. I did not become that much sharper in twelve months. My floor came up. And if this piece is any good, it just moved yours.
- Already true
- Helson’s law is 79 years old and the lottery study is 48. Recorded music, then the feeds, already ran this ratchet domain by domain — every voice judged against the best voice alive, every kitchen against the best-lit one. Anyone over thirty has felt a four-second page load go from fast to broken without anything failing.
- What has to happen
- Machine-grade work has to keep entering daily records at a rising share, mostly unlabeled. And Helson’s law has to keep holding outside the psychophysics lab where he proved it, in the places he only argued it reaches — judgment of work, of answers, of one another.
- Where I am probably wrong
- Prediction 03 may outrun the rest of the piece. If people hold a separate floor per source as readily as they already do for live music, then human work keeps being judged on a human floor, the ratchet mostly spares person-to-person work, and this essay overstates the loss. And floors fall: adaptation runs both ways, and nothing guarantees the record only improves. I am forecasting a decade, not a law of permanent ascent.
VThe paragraph
Go find the paragraph from last spring. It did not get worse. It is standing exactly where you left it, on a floor that was lower when you built it. You cannot climb down to it, and you cannot pin the floor in place — no one can; that was never on offer. What is on offer is what was always on offer: act, and let the action into the record.
The floor will keep rising either way. The only question is whether anything of yours is in the record that raises it.
Background
- Helson, H. (1947). “Adaptation-level as frame of reference for prediction of psychophysical data.” American Journal of Psychology, 60, 1–29.
- Helson, H. (1964). Adaptation-Level Theory: An Experimental and Systematic Approach to Behavior. Harper & Row.
- Brickman, P., & Campbell, D. T. (1971). “Hedonic relativism and planning the good society.” In M. H. Appley (Ed.), Adaptation-Level Theory: A Symposium. Academic Press.
- Brickman, P., Coates, D., & Janoff-Bulman, R. (1978). “Lottery winners and accident victims: Is happiness relative?” Journal of Personality and Social Psychology, 36(8), 917–927.
- On this site: The Reality Equation · The Conservation of Surprise · The Glass Denominator