With a SOC like that, that no way will only serve as a NAS, i can see my self easily hosting a dozen container on it and a couple VMs. That said, 12Gb is quite sufficient for my need.

Thank you

Maybe you might find home in one of those NAS ootimized distros like Openmediavault, truenas, unraid. If not CasaOS or old good Debian with portainer.

You definitely want an 8th gen (Intel) or better to have Jellyfin Quick Sync support. It’s what I have (i5-8400T) and it offer a fairly decent AVC (h264) and HEVC (h265) transcoding for my usage. However, for futur proofing consider an 11th gen for the AV1 support.