Mechanize

Builds RL environments and datasets for AI labs.

Produces custom data for long-horizon reasoning, software engineering and data-science tasks for frontier labs.

Supplies post-training data and RL environments for coding, multimodal and physical AI, plus off-the-shelf datasets and enterprise agent services.

Started as labeling software; now sells expert data and training environments to frontier labs, plus an agent product for engineering teams.

Builds agents that design and verify custom chips, with related RL training work.

Simulation environments for training and evaluating long-horizon agents.