That said I don't have to use that machine for professional use so I don't have to worry about silent data corruption even though I am yet to pick up any signs that would point towards it being a problem
The reality of silent data corruption is that it is not a risk uniquely specific to overclocking.
Undervolted systems are at risk as well.
And worse even still, every computer out there is subject to eventually degrading to the point where silent data corruption transpires even when the system is (and has always been) running at "stock"...and yet we lack the tools to know when this point has been reached.
It is surprising because when we look to where we store our precious data, the hard-drive or SSD, we have the SMART system keeping tabs on degredation, including the use of predictor models and so forth such that many types of imminent failures can be avoided with advance notice.
A consumer-grade CPU validation program really wouldn't be all the difficult to build.
Everest already has the latency tester program which is designed to query every instruction in the ISA. Combine that with a program like LINX running in the background so the CPU is good and hot, and have the instruction latency program also check/confirm the mathematical correctness of the output.
Maybe some company like AIDA64 will pull such an animal together someday.