I have been using a PR branch to run GLM 5.3 flash locally so I have been watching the dueling PRs develop to implement it and all the comments and reviews. You're right the scale of it is huge. The speed with which maintainers and community are responding is also super impressive.

I know there's a lot of discussion about AI overwhelming OS maintainers and I can see that. It does seem like llama.cpp is successfully riding that dragon right now though.

Until 1-2 months ago, AI-written code was not allowed in llama.cpp. That changed, but it's still not allowed to have AI write your posts for you (issues, PR descriptions, etc.). In my experience, banning AI-written prose leads to much better contributions than on projects where it's allowed.

Of course, llama.cpp also gets lots of AI slop PRs from first-time contributors, but from what I've seen, maintainers simply ignore the bad submissions and prioritize the good contributions. I think that's probably one of the best ways to handle the slop overwhelm.