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It's easy to switch the LLM API, but in practice this requires having a strong eval suite so that the expected behavior of whatever is built on top changes within acceptable limits…

You might also want to look at River ( https://github.com/riverqueue/river ) for inspiration as they support scheduled jobs, etc. From an end-user perspective, they also have a UI …