Service · 04
Where agents learn to do real work.
Production-grade RL environments for coding, computer-use, browser-use, and tool-calling. Built and verified by engineers.
Ready in days, not weeksProvenance on every datapointvraify / pipeline
What we deliver
Spec, deliver, verify. Every engagement scoped with your post-training team.
What we build
+Browser-use environments — Docker-wrapped real web apps
+Computer-use task simulations
+Tool-calling sandboxes
+Multi-step agentic workflow environments
+UI/desktop interaction gyms
+Custom enterprise app envs (your software, RL-ready)
+Reward signal harnesses
+Trajectory recording infrastructure
Why it matters
As post-training shifts from static datasets to interactive simulations, RL environments are becoming the new bottleneck. Vraify ships environments that are robust, reproducible, and reward-grounded.
Next step
Spec an environment.
Bring us a target task. We'll ship a sealed gym in days.