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

calendar_today October 13, 2026 person Alexander Baygeldin, Vladimir Dementyev, Aibek Izhanov domain convention-over-configuration

Now that we understand better how agents deal with contained tasks and contained codebases, it’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. We’ve also greatly expanded the variety of apps we test the models on.

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