Loop till Complete

Tiny AI lab
training models to simulate
millions of years of scientific research and experimentation.

What We Do

Nature has spent billions of years
innovating through evolution
- creating everything from bacteria to whales
and Dalí.

With AI, we can leverage evolutionary algorithms
and reinforcement learning
to design advanced materials for the energy transition
- starting with energy storage and cooling technologies.

Why

The universe of chemical space
remains largely unexplored
and AI models are becoming exceedingly good
at designing novel advanced materials
with benefits in sustainability, durability, and cost to manufacture and scale.

At Loop till Complete, we train AI models
that semi-autonomously do research and experimentation
for AI to design and test new materials
orders of magnitude faster than we do today.

How

Autonomous research powered by AI
usually runs for minutes (e.g. OpenAI's Deep Research).

We design semi-autonomous models
that run for days, weeks, or months,
adapting their strategies as needed
until they find and optimize high-performing materials.