Undermind Alternatives

Control lab instruments with natural language.

Describe an experiment in plain English, and Infera turns it into a validated, instrument-ready run across the equipment your lab already uses. Infera handles the protocol logic, vendor-specific scripts, data, inventory, and institutional knowledge in one system. An AI-native compiler for the lab: one system from inten...

The frontier data platform for aligned health and biological AI

In an era of cheap intelligence, the most important application of AI will be to improving human health, globally. Osseus is building the frontier medical AI lab, starting with the clinical datasets, evaluations, and reinforcement learning environments that help AI labs train more capable, aligned, and safe models.

Research lab solving non-verifiable work

Reinforcement learning environments and training data for frontier AI labs working on taste, judgment, and long-horizon agent work.

Agent simulation and RL for researchers

Hello! 👋 We are a team of former ML engineers, founders, roboticists and ops leads who obsess about data and its impact on safe, reliable AI. We specialize in creating environments and datasets for RL by leveraging our experience in simulation and model training. By the numbers: • Powering 3 of the top 6 global AI lab...

Applied research lab curating data solutions for foundation model…

AfterQuery captures how experts reason and turns real-world professional work into high-quality training data for frontier foundation models.

Autonomous organizations without humans in the loop

Safety from humans in the loop is a mirage. We evaluate, research, and apply AI control in our own real-world deployments of autonomous organizations. We are building the Safe Autonomous Organization. We iteratively launch and scale autonomous organizations, while bridging AI control research with real-world testing.