I suggest Shutdown (Stop/Power Off) the VM (after disabling HA, if you have it configured for this VM). Verify Proxmox sees the VM is stopped. Then Start the VM from the GUI/CLI.
AFAICT, Qemu will only perform an initial check/connect to the guest agent on a cold start. Afterwards, it will be fine with normal reboots, etc.