It’s superstition that using a different slop generator to “review” the slop from a different brand of slop generator somehow makes things better. It’s slop all the way down.

https://github.com/karpathy/llm-council

https://ui.adsabs.harvard.edu/abs/2025arXiv250214815C/abstra...

https://www.arxiv.org/abs/2509.23537

https://www.aristeidispanos.com/publication/panos2025multiag...

https://arxiv.org/abs/2305.14325

https://arxiv.org/abs/2306.05685

https://arxiv.org/abs/2310.19740v1