Collinear combines high-value tasks, rigorous evaluation, and off-the-shelf delivery so frontier teams can maximize useful learning and measurable capability gains from every model iteration.
Every simulation lab is a self-contained world where your agent operates, complete with the users, tools, data, and tasks it will face in production.
Collinear supports cybersecurity and software engineering, computer use, multi-step tool use, long-horizon reasoning, APIs and MCP, and CLI workflows. Start from off-the-shelf inventory or build around a newly observed model failure surface.
Tasks are calibrated to current model behavior, grounded in runnable tools and persistent state, and varied across behaviors and task structures. The goal is not task volume; it is useful learning that transfers to held-out work.