Trajectory, the continual learning platform, consistently runs 10,000+ burst concurrent devboxes on Runloop for training and fine-tuning models. Their workload looked nothing like a demo: many concurrent sessions, long-poll control loops, older Ubuntu blueprints with pinned dependency graphs on top.