None of the ML/AI Companies in this incubator are real. The 2 guys in charge have a sales pipeline of fortune 1000 companies, but this results in corporate consulting projects and no real incubator companies. You will be doing 100% consulting work, in a consulting culture, led by 2 previous consultants. There is no diversity, and the blatant sexism in the office will probably keep it that way. They will treat you as any expendable employee at any consulting firm.
The main selling point of a startup incubator is the diversity in equity you are given. Not only do many employees feel purposefully bamboozled about their equity, but I don't know of a single experienced engineer who believed it would EVER be worth anything.
Working at Foundry, you will be doing consulting projects and being told you are building companies. There is a reason why every senior/experienced engineer has left.