Organizations shaping AI

Ineffable Intelligence

Frontier AI company pursuing "superlearners": systems intended to discover knowledge continually through experience rather than relying mainly on human-created training data.

InstaDeep

InstaDeep applies machine learning and reinforcement learning to hard scientific and industrial decisions. Its work with BioNTech brought these methods into protein and vaccine design, and the partnership led BioNTech to acquire the company while retaining its research platform and teams.

General Reasoning

London AI research company developing agents and training methods based on reinforcement learning, multi-agent systems, and reward design.

NNAISENSE

An IDSIA-rooted research company that brought deep learning, reinforcement learning, and evolutionary optimization into industrial systems before turning its focus to quantitative investing. Its current work includes Bayesian Flow Networks, the Large Investing Model, and the open-source EvoTorch optimization library.

Oak Lab

Research lab developing learning algorithms for agents that learn continually from experience, plan in real time, and pursue goals in large, changing worlds.

Bespoke Labs

An applied research lab curating training data and reinforcement-learning environments for AI agents. Its open work includes the OpenThoughts reasoning dataset and the Bespoke-MiniCheck and Bespoke-MiniChart models.