“The step-based approach also made it simple to run migrations on hundreds of files concurrently”
Quote · airbnb.tech
From “Accelerating Large-Scale Test Migration with LLMs”, found 2026-10-14.
Planning that removes the coordination problem: each test file is its own unit with its own validation gates, so nothing shares state. 75% of target files migrated in four hours, though some long-tail files needed 50 to 100 retries.