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I do appreciate that, but even a starting point would be nice.
Starting point based on what? Do you plan to use it personally to join many large channels from FOSS projects? If so, you need to plan for a relativrly beefy VPS, like 4 core, 8gb ram, 100gb+ ssd storage.
But for small private chats with no federation a cheap minimum VPS can work.
If you want my personal recommendation I would avoid hosting Matrix. A well federated server is costly to run and not really worth the hassle and a small private chat server with bridges etc can be done equally well or better with XMPP.
I did not ask for a recommendation of if I should use or not use Matrix. I stated in OP that I want to play around with it. I will decide if it's right for my use-case.