Post-Training Environment Solutions
From evaluation insight to training infrastructure.
We translate evaluation insight directly into training infrastructure — enabling frontier labs and model developers to close capability gaps with precision rather than brute-force scaling.
Our inhouse benchmark suite serves as a diagnostic instrument. By rigorously mapping where and how current SOTA models fail, we generate a precise capability map that becomes the design brief for every training environment we produce.
Domain specialists design state spaces, task sequences, and reward functions that mirror the complexity of professional-grade workflows. The output is purpose-built environment architecture where reward signals and state transitions are grounded in the real dynamics of specialized domains.
Human-authored environments set the quality ceiling; synthetic generation extends the coverage floor. We complement expert-designed environments with rigorously controlled synthetic data pipelines.