Intermittent fault. Failing switch, failing NICs. Failing under high load or memory use conditions. Failing due to some unusual network traffic.
The older Realtek NICs used to suffer watchdog timeouts with monotonous regularity on some hardware/driver combinations. Despite some concerted effort to determine a cause none was found but suspicion fell on fragmented packets being a common cause. Many people were able to eliminate or massively reduce the issue by placing a good quality switch immediately connected to the Realtek NIC. I'm not saying that applies here though, that was a much older NIC, but you can see how it could work fine for months and then suddenly fail when some new or updated piece of software starts sending differently formatted packets.
Steve