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What are the advantages of this? e.g. How does this compare to using a Makefile?

(which is what I've been doing so far, and does not feel complex)

Makefiles can work for simple builds. Logik being Python based can do so much more: automated metrics gathering, conditional flows, parallel execution, error handling, dependency management

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