Hill-climb to the frontier
Materials Discovery
Autonomously training generative models to discover stable battery materials
Battery Capacity Score
DarwinClaude CodeFrontier
Darwin output
Exp 6
Ion pathway
Electrolyte lattice v692%
Trusted by researchers at
Infrastructure
Frontier-scale AI R&D infrastructure
Darwin orchestrates the data, models, and compute required to solve each research directive — from fast baselines to large-scale training runs.
Research directive
Darwin
Data
Models
GPUs
Experiment results
Data
Ingest terabyte-scale datasets, checkpoints, papers, and private artifacts.
Models
Train, fine-tune, and evaluate larger models when the problem demands it.
Compute
Provision GPU clusters and scale experiments automatically.
Works with research artifacts across cloud, local, and private storage.
