Instead of trying to produce a programme to simulate the adult mind, why not rather try to produce one which simulates the child’s? If this were then subjected to an appropriate course of education, one would obtain the adult brain.

Alan Turing · Computing Machinery and Intelligence · 1950

And for AI, that course of education is DATA.

From the blogWhat Should a Machine Read?

Ten thousand years of record

Finite Cosmos Infinite Mind

Fire, field, engine, circuit — each era redrew the world and wrote itself down. That finite record now becomes the curriculum of a boundless mind.

Explore the data

An appropriate course of education

The curriculum, in three parts

A record to read, a world to practise in, and the judgment that grades the work.

The Record

Data

Ten thousand years of record — proof and patch, clinic and console — curated into corpora a model can actually learn from: the reading list of the course.

Explore the data

The Practice

RL Environments

Turing's education came with rewards and punishments: stateful systems that push back and grade every step of the run.

Enter the environments

The Teachers

Talent & Expert Annotation

Vetted experts who write the guideline, grade the work, and settle disputes on the record — judgment you can measure.

Meet the bench