More than 20 AI startups have banded together to create the AI infrastructure alliance in order to build a software and hardware stack for machine learning. The idea here is that these startups are hoping to create this set of standards to compete against Facebook and Google and Amazon, which all have their own tool sets and cloud tools for various AI things. So interesting development, we've discussed Microsoft Google, Amazon a lot in this podcast. It seems like they really dominate the news. But kind of nice to talk about some other players.