Worlds
Each world is a real, multi-service software product — packaged as a reproducible, reward-verifiable environment for training and evaluating coding agents. Every world follows the same lifecycle: working product → certified Docker/Harbor world image → tasks with hidden verifiers → evaluation across models, every failure verified → catalogue results shared with licensees under NDA, and public sample tasks for any lab to inspect.
A complete FAST streaming stack — four channels live with server-side ads — and a 120-task agentic eval bench that tests whether agents investigate before they build.
A live video-learning platform — courses, enrollments, moderation and learner support — as a multi-tenant RL world.
More worlds are on the roadmap — ad-tech, content syndication, video marketing and sales enablement, each grounded in a system Ventuno has operated. Want to steer what we build next? tell us.
Build agents that can handle the real thing.
Working with foundation-model labs, coding-agent companies, computer-use teams and post-training researchers.