RL environments are the primary way frontier labs are training their latest models. Hyperfocal builds RL environments that fully simulate production systems to train models for real-world engineering complexity.
Current RL environments for coding agents verify success by running unit tests: Does the code compile? Does this function return the right value? This works for simple bug fixes, but it can't teach models to manage production systems or navigate the full software lifecycle.
We're making a technical bet that in order for models to continue improving performance, they need access to more challenging problems:
If you're interested in working on these challenges, we'd like to hear from you.
For inquiries, reach us at contact@hyperfocal.so