high talent density, good research culture, good TC. compute generally isn't an issue. people are very serious and in it to win it. sama is very competent
Kontras
has become googleified as time goes on, more top-down. employees are also somewhat entitled/spoiled when dealing with leadership (some may not see this as a downside though)
The leadership is extremely reactive. Instead of having a plan and sticking to it, they change the course where the competition blows. It's basically like they dont trust their own plan and trust competition instead.
No culture, it's just a rat race. Work life balance as you should expect in a cult like environment is non existent. You are indefinitely on call to fix the issues other internal teams break. hire the brightest to baby sit AI and do support work.