In the last few weeks, I have become increasingly convinced that Kremlin has unfortunately made a decision to invade Ukraine later this winter. While it is still possible for Putin to deescalate, I believe the likelihood is now quite low. Allow me to explain why 🧵

— Dmitri Alperovitch (@DAlperovitch) December 21, 2021