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Three times a year, the forecasting platform Metaculus hosts a tournament that is known to have especially difficult questions. It generally attracts the more serious forecasters, Ben Shindel, a materials scientist who ranked third among participants in a recent competition, told me. Last year, at its Summer Cup, a London-based start-up called Mantic entered an AI prediction engine.

A few months later, the guesses from Mantic’s prediction engine and the other tournament participants were scored against the real-life outcomes and one another. The AI placed eighth out of more than 500 entrants, a new record for a bot.

Mantic’s prediction engine combines a bunch of LLMs and assigns each one different tasks. One might serve as an expert on a database of election results. Another might be asked to scan weather data, economic outcomes, or box-office receipts, depending on the question that it’s attacking. The models work together as a team to generate a final prediction.

On Metaculus, a group of forecasters has taken to estimating when AIs will have the chops to out-predict an elite team of humans. Last January, they said there was about a 75 percent chance this would happen by 2030. Now they think it’s more like 95 percent.

https://www.theatlantic.com/technology/2026/02/ai-prediction-human-forecasters/685955/

The feedback cycle is long, but the approach seems to be working nevertheless.
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“Yet no nanocomputer or other complex circuit was built for a decade and a half. [32]  We had the devices. What we do not have, still, is simply the infrastructure that macroscopic technology takes for granted: the ability to sort and test parts; to cut and join materials; to create frameworks that can hold devices in designed relationships, and the ability to place parts into such frameworks.”

J Storrs Hall. “Where Is My Flying Car?: A Memoir of Future Past.”
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All things, they say, undergo great changes, as one again succeeds another, and especially the art of divination; at one period it rises in esteem and is successful in its predictions, because manifest and genuine signs are sent forth from the Deity; and again, in another age, it is in small repute, being off-hand, for the most part, and seeking to grasp the future by means of faint and blind senses. Such, at any rate, was the tale told by the wisest of the Tuscans, who were thought to know much more about it than the rest.

https://penelope.uchicago.edu/Thayer/E/Roman/Texts/Plutarch/Lives/Sulla*.html


Certain times are more predictable than others because of ... what?
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“The principles of modality are, however, not objectively synthetical, for the predicates of possibility, reality, and necessity do not in the least augment the conception of that of which they are affirmed, inasmuch as they contribute nothing to the representation of the object. But as they are, nevertheless, always synthetical, they are so merely subjectively. That is to say, they have a reflective power, and apply to the conception of a thing, of which, in other respects, they affirm nothing, the faculty of cognition in which the conception originates and has its seat. So that if the conception merely agree with the formal conditions of experience, its object is called possible; if it is in connection with perception, and determined thereby, the object is real; if it is determined according to conceptions by means of the connection of perceptions, the object is called necessary.

The principles of modality therefore predicate of a conception nothing more than the procedure of the faculty of cognition which generated it. ” (emphasis mine).

--- Immanuel Kant, “The Critique of Pure Reason.”


== possible - impossible
== existing - non-existing
== necessary - contingent

The principles of modality need to be stated explicitly when making predictions, i.e. we have to specify methods and related potential failure of imagination, esp. wrt possibility.
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I think Trump has a mental disorder and it will probably get worse under the stress of his presidential duties. Most likely, we'll end up with Pence taking over at some point before 2020. God help us all.

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