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Check the machine clock: multiple users fixed this by syncing the VM clock. Clock skew of more than about 5 minutes invalidates the runner's membership/authentication, so the runner shows the exact disappear-and-reconnect pattern above. Syncing time (e.g. w32tm or chrony/NTP) resolved it.
Source: https://github.com/actions/runner/issues/756