HORIZONRESEARCH LABORATORY
HORIZON / THE VIEWPOINTS

Follow your
curiosity.

Five viewpoints on the same research.

Start a conversation ↗
RESEARCH AT THE FRONTIERS OF ARITHMETIC

What if the invisible
had a
structure?

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.

↓Journey through the observatoryLET SCROLLING GUIDE YOUChoose my path
A FIELD WAITING
TO BECOME LEGIBLE
WHAT YOU SEE TAKES ON NEW MEANING

These are
more than
just points.

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.

Explore the HORIZON question
ULAM SPIRAL · CLASSICAL CONSTRUCTION
PRIMALITY COMPUTED EXACTLY
THE HORIZON SCIENTIFIC AMBITION

Start with the number.
See beyond 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.

nuseful information

The shapes illustrate the research goal. The general construction remains to be proved.

HORIZON VISION · OPEN QUESTION
HORIZON’s goal: construct an exact, autonomous and compact representation from n alone; preserve useful distinctions; prove the costs of construction, memory, evolution and readout. The general question remains open. The shapes illustrate this ambition, not an algorithm or a proof.
THE FUTURE LEAVES A TRACE

Can we tell everything apart
while keeping less?

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 scope
COLLECTIVE INTELLIGENCE AS A METHOD

An idea grows
through
its objections.

Explore. Challenge. Connect. Integrate.

Distinct AI roles, organized so that a proposal can be examined, corrected and traced.

EXPLORE · OPEN A LINE OF INQUIRY
Discover the responsibilities
ILLUSTRATED RESPONSIBILITIES
NO LIVE ACTIVITY
THE HORIZON AMBITION

What we know.
What remains to be discovered.

Describe the structure from the integer alone. Without assuming its factors are known. With controlled memory and proven costs.

THE GENERAL QUESTION REMAINS OPEN
THE PATH WE HAVE TAKEN

An ambition. Research paths. A result with a defined scope. A question still open.

THE GOAL

The question.

Describe the structure from n alone, with controlled memory and costs.

THE RESEARCH PATHS

The methods.

Dynamics, invariants and predictive states: three languages for exploration.

INTERNAL ACCEPTANCE · DEFINED SCOPE

The result.

Research Z: a memory limitation for a specific family of predictors.

THE OPEN QUESTION

The frontier.

The general exact, autonomous and compact construction remains to be proved.

01 / 06The threshold
A VISUAL INTERPRETATION OF THE RESEARCH
↑