A forecast is a promise. A paper is proof that the promise can be kept. We took our own forecasts, turned them into concrete questions, tested them with rules written in advance, and wrote up what we found. Papers came out, and we keep working on new ones — in general relativity, computing and chemistry from the arXiv generations, and in energy engineering, animal science, computational mechanics, cognitive psychology and dermatology from the flagship v3, which reads all of science.

8papers, each born from a dated forecast — five from the flagship v3, in all four domains
8different sciences: gravity, computing, chemistry, energy, animal science, mechanics, psychology, dermatology
100%of the tests written down before running them, and run once
0laboratories needed: open data or simulations, a laptop, a few days each
01

From a forecast to a result

The same chain, eight times. Every step is public: the forecast with its fingerprint, the question, the test fixed in advance, the numbers, the paper.

02

Read the papers

Each study has its own page, written for everyone, and the full paper — as a PDF, or as the full text with its LaTeX source and code.

03

Why it matters

THE FORECASTS ARE USABLE

A list you can work on tomorrow.

Each of these studies started from a single line on the Frontier: a method and a field. No hidden instructions — the forecast was enough to find a real question.

THE RESULTS ARE REAL

Better than the state of the art, where it was.

One formula beats the established fits for black-hole overtones; one approximation beats the best-known ones for parallel queues; one benchmark shows a widely used AI tool picks the wrong structure two times out of three.

IT SCALES

Studies with no lab. Imagine with one.

These were done in days, on a laptop, with open data and simulations. A research group, a company or a funding agency working from the same list can go much further — and much faster than by waiting for chance.

Next

The v3 studies have started.

The flagship reads all of science, and its forecasts now reach places arXiv never covered: a dairy farm, a wind farm, a psychology lab, a structural engineer's desk, an eczema clinic. The registry of November 5, 2026 holds 146 forecasts — classic methods entering medicine, ecology, economics, oceanography, materials. Each one is an open question; the next study could be yours.