WHERE
OUTLIERS LIVE
A LIVING OPERATING SYSTEM FOR
HIGH-PERFORMANCE BUILDERS
EVERYTHING
YOU NEED.
NOTHING
YOU DON'T.
EVERYTHING YOU NEED.
NOTHING YOU DON'T.
COMPUTE
GPU clusters, cloud credits, and inference infrastructure for training and deploying models at scale.
- Multi-GPU training clusters
- Cloud compute partnerships
- On-demand inference endpoints
- Cost-optimized scaling
HARDWARE
Physical prototyping space. 3D printing, electronics lab, sensor arrays, edge computing devices.
- Electronics prototyping bench
- 3D printing & CNC access
- Edge AI development kits
- Sensor & robotics lab
DATA & MODELS
Curated datasets, pre-trained model access, fine-tuning pipelines, and evaluation frameworks.
- Licensed research datasets
- Foundation model API access
- Fine-tuning infrastructure
- Benchmark & eval tooling
TOOLS & INFRA
Development environments, CI/CD pipelines, monitoring, and deployment automation for shipping fast.
- Pre-configured dev environments
- Automated deployment pipelines
- Monitoring & observability
- Security & compliance tooling
RESEARCH ACCESS
Paper libraries, research partnerships, visiting researchers, and academic collaboration channels.
- Internal research papers
- University partnerships
- Visiting researcher program
- Publication support
NETWORK
Direct access to Pymut engineers, domain experts, industry operators, and the outlier alumni network.
- 1:1 technical mentorship
- Domain expert office hours
- Industry operator access
- Alumni builder network
BUILDING AGI,
COMPONENT
BY COMPONENT.
Six active research tracks assembling the components of general intelligence. Each domain contributes a piece. Together, they build the whole.
HOVER STREAM TO PAUSE
We're assembling the first cohort of Habitat residents — researchers and builders working on the hardest problems in AI.
REQUEST HABITAT ACCESS →