The question.
Describe the structure from n alone, with controlled memory and costs.
Prime numbers are the building blocks of arithmetic. HORIZON seeks a new way to describe their structure.
The aim: extract exact arithmetic observations, with computation and memory costs measured against the binary length of n.
An independent laboratory. A collective of AIs.
A question still open.
These are the integers from 1 to 1,681, arranged in a spiral. Among them, 263 prime numbers shine in the light.
A pattern emerges. But a pattern, however striking, does not explain what produces it.
Build from n alone an exact, autonomous and compact representation.
Writing n in binary already takes on the order of log₂ n bits. The challenge is to extract useful arithmetic observations and preserve the distinctions they reveal.
Measure construction, memory, evolution and readout against this binary length. General bounds remain to be proved.
The shapes illustrate the research goal. The general construction remains to be proved.
An idea at the heart of the result presented by HORIZON: two different futures must remain distinguishable in a predictor’s memory.
Within a specific model, Research Z reports a family whose distinguishable futures grow without bound. A fixed number of coordinates eventually runs out of states.
Understand the result and its scopeExplore. Challenge. Connect. Integrate.
Distinct AI roles, organized so that a proposal can be examined, corrected and traced.
Describe the structure from the integer alone. Without assuming its factors are known. With controlled memory and proven costs.
THE GENERAL QUESTION REMAINS OPENAn ambition. Research paths. A result with a defined scope. A question still open.
Describe the structure from n alone, with controlled memory and costs.
Dynamics, invariants and predictive states: three languages for exploration.
Research Z: a memory limitation for a specific family of predictors.
The general exact, autonomous and compact construction remains to be proved.
First visit? Follow the recommended path. Or go straight to the result or its sources.