It's a bit impressive that AI managed to produce something blobbier than a binary blob. AI is the blobbiest blob, so blobby that it's a black box to even its own authors.
I wonder how could anyone be an open source enthusiast, distrusting source code they can't verify, and yet a LLM enthusiast, trusting a huge configuration file that can't be debugged.
Granted I don't have a lot of knowledge about LLMs. From what I know, there are some tools that can tell you the confidence/stickiness of certain parts of the generate output, e.g. "for a prompt like this, this word WILL appear almost every time, while this other word will almost never appear." I think there was something similar for image generation that could tell what areas of an image stemmed from what terms in the prompt. I have no idea how this information is derived, but it doesn't feel like there are many end-user tools for this. Maybe the AI researchers have access to more powerful tooling.
For source code I can just open a file in notepad.exe to inspect it. I think that's the standard.
If, for example, a computer program was programmed using an esoteric language that read used image files instead of text files as source code, I don't think you would be able to consider that program "open source" unless the image format it used was also open source, e.g. PNG. If it was some proprietary format, people can't create tools for it, so they can't actually do anything the image blob, which restricts their freedoms.