The serious commercial guys like Comex (French and barking) have consistantly pushed the physical and practical maximum depths and have a research facility in the S of F.
They really do push the limits and according to the website have managed 701m using mainly hydrogen as a dilutent. Je pense.
Deep enough for mere mortals IMHO, just cold, dark and a long way from home.
