Glossary — Wisdom, Misunderstood

The terms this essay uses, in plain words, and what each is worth to someone deciding something.

Produced alongside the essay, out of the same multi-model inquiry — Claude Code, Claude in the browser, Perplexity and others — directed throughout by the author.

The two that are usually confused

Intelligence — the capacity to acquire information, find patterns, explain, predict, and get from where you are to a stated goal. It is about means. A system can be extraordinary at this.

Practical wisdom (Aristotle’s phronesis) — judgement about ends: which goods are in play, which conflict, what must not be traded away, who has standing to decide, who pays if it is wrong. Not intelligence with more information; a different capacity. Aristotle’s point, and the one the essay leans on, is that it cannot be reduced to general rules, because it answers to the particular case in front of you.

Why it matters: a system built to generalise is built to do the opposite of what judgement requires at the moment of decision, which is to notice that this case is not the general case.

The two that look like synonyms

Intent — the shape of what you are trying to bring about, including the parts not yet in words and the parts that contradict each other.

Why it matters: a system cannot see intent. It infers it and acts on the inference, and what comes back is smoothed — missing the hesitation, the exception, the part you would have argued about.

The two that decide whether a conversation is democratic

Convincing — giving someone reasons they can examine, and accepting they may examine them and still say no.

Propaganda — persuasion industrialised. Its signature is not falsehood; much of it is true. It is the removal of the room in which you would have thought it over. One account, an obvious answer, usually someone to blame.

The two the argument sets against each other

Democracy — a way of deciding that keeps more than one account of a situation open at once, and provides for changing its mind. The slowness is the design rather than a defect in it: plural accounts have to be held, tested and reconciled in public before anything is settled.

Fascism — in the structural sense this essay uses, the closing of that: one people, one will, one answer, and disagreement recast as disloyalty. Carl Schmitt’s political theory supplies the intellectual version — sovereignty as the power to decide the exception, and politics as the friend–enemy distinction. The essay names no contemporary party or movement, deliberately.

Why it matters here: the argument is structural, not an accusation. An authoritarian movement compresses plurality on purpose; an optimiser compresses it as a side effect. The citizen facing either has the same problem, and the second requires nobody’s bad intentions.

Terms from the argument

Term	What it means here
Sycophancy	A system’s learned tendency to return agreement rather than accuracy, because agreement is what human raters rewarded. Published research from a lab that builds these systems, not alleged.
Inferred intent	The model of what you want that a system builds from what you said and what people resembling you said. Plausible, coherent, and about someone of your type.
Value pluralism	The position that genuine goods conflict, and that some conflicts cannot be settled by finding the right exchange rate between them.
Incommensurability	Two goods with no common measure. Not “hard to compare” — no scale on which both can be placed.
Remainder	What is left over when one genuine good is given up for another. The thing a scoring function does not record, and a person feels.
Rational regret	Regret that is correct rather than neurotic: appropriate to a real loss, even when the choice was right.
Standing	Whether something is the kind of thing that can be held responsible — has ends of its own, bears the consequence, can be answered to. The essay argues the relevant gap is standing, not intelligence.
World model	In AI research, an architecture that learns to predict states of the world. Associated with Yann LeCun’s research programme.
Exocortex	An established term for an external system extending someone’s thinking — introduced by Ben Houston in 1998, with a long history in transhumanist writing. Ben Reid uses the established term for a tool he built. The essay’s interest is in what the word is made of: anatomy, borrowed and applied to things that have none.
False resolution	The appearance that a value conflict has been solved, when it has instead been priced, ranked or averaged. One value treated as decisive without that being declared.
Proxy	A measurable stand-in for the thing actually wanted — income for a good life, engagement for interest, predicted satisfaction for satisfaction. Systems optimise proxies because proxies are what can be scored.
Compression	Reducing plural, conflicting accounts of a situation to one. The essay’s central mechanism, arrived at deliberately by an authoritarian movement and incidentally by an optimiser.
Legitimacy	The right of an institution to issue directives and enforce them — distinct from justification, which is having the better argument. A system might produce the decisive argument and still lack the standing to bind anyone.
Authorisation	The social and institutional act that turns judgement into a binding directive: delegation, constitutional appointment, consent. What argumentative excellence alone does not supply.
Private language argument	Wittgenstein’s argument that the criteria for using a word are public. Bears on whether a term for inner life can be extended to a new kind of thing by assertion.

The measure this site already uses

Democratic AI° — a defined term on this site, marked with a degree sign, and not a synonym for “AI made in a democracy”. It measures whether the people a system affects can govern it, contest it, refuse it, and retain authority over the knowledge it is built from. Four questions, returning a position on a scale — two of four, and here is which — rather than a badge a system either has or lacks. Set out in full in Democratic AI°.

Why it matters here: this essay says what a democracy needs to protect. That one says what a system would have to be for a democracy to be able to protect it. Neither is much use alone.

Plurality — how many suppliers there are. A fact about market structure, settled by counting firms.

Epistemic independence — whether those suppliers give you genuinely separate evidence, separate ways of being wrong, separate ideas of what a good answer looks like. Not settled by counting firms. This essay’s label; the two terms below, and the measured evidence for them, are from that piece.

False corroboration — asking several systems the same question, receiving the same answer, and treating the agreement as confirmation. It feels like triangulation; it is closer to asking one source repeatedly, because the systems share data, tuning norms and incentives.

Correlated error — two systems being wrong in the same way rather than in different ways.

Why it matters here: a deliberating room that consults several AI systems has not thereby heard several views. It may have heard one view, four times, in different words — which is the compression this essay is about, arriving by a route nobody chose.

The institution the argument ends at

Citizens’ assembly — a randomly selected cross-section of a population, given good information, expert witnesses they may question, and time, asked to work through a hard question together and report. Used in Ireland on abortion, where its recommendation was followed by a referendum. One worked example.

Sortition — selection by lot rather than election. The mechanism that makes an assembly a cross-section rather than a gathering of the already-engaged.

Deliberation — working a question through with people who see it differently, where positions can change. Distinct from consultation, where views are collected, and from voting, where they are counted.

Hui · kōrero · whakatau — a hui is the gathering; the kōrero is the speaking that unfolds within it; the whakatau is what is reached. The relevant point for this essay is what counts as the record: the kōrero and the decision together, because a decision without the kōrero does not show what was held in tension, conceded, or left unresolved. Set out, with the tikanga it belongs to, in Held in kōrero, not collapsed to a number. These terms are given here only far enough to read this essay; that paper is the account.

Democratic ecology of practical wisdom — the essay’s name for what it is arguing for: not one wise institution or one wise machine, but distributed capacities and institutions that between them help people form, test, express and revise their own intent, and notice when something else has been substituted for it. Ecology rather than system, because the parts are not designed to fit together and no one of them is sufficient.

One term the essay deliberately does not settle

Machine consciousness — the essay sets out three positions and adjudicates none of them, and states that its democratic requirement holds whichever is right. Its own contribution is narrower: that the words available were built for creatures that have inner lives, and have not yet been shown to pick out whatever a machine might have. Saying the vocabulary is not ready is not the same as saying the thing cannot happen.