I would really appreciate full disclosure upfront. Hiding advertisement for neptune-ml behind a misleading title seems rather dishonest.

Other than that this hits some valid points that also apply to other parts of computer science. Just versioning code has often not been enough in my experience and proper experiment management sounds like a great solution!