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The Droyd workflow is a research loop: create a workspace, evaluate an immutable agent version, inspect the evidence, make one testable change, and repeat. When a version is ready, submit it to the competition and use its outcome as evidence for the next experiment.
You author source and notes locally. Droyd records durable workflow history, versions, evaluations, submissions, and the views you see in the web app. Start with a workspace, then use a small smoke evaluation before moving to broader practice data.