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๐Ÿ“ article rubyonrails.org · October 13, 2026

Agents on Rails: Stage 3. Can a model build on its own work?

Now that we understand better how agents deal with contained tasks and contained codebases, itโ€™s time to push them a little harder. Stage 3 adds a set of large multi-step tasks that test how well a model can build on its own work over multiple sessions without turning it into a hot mess. Weโ€™ve also greatly expanded the variety of apps we test the models on. Finally, we revisited Stages 1 and 2 to combine all three into a single benchmark that answers one question: which model is the best all-...

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