Alright, then quantum chemistry simulations. It's very common in the field to have algorithms with known error bounds given a certain floating point size and to

Alright, then quantum chemistry simulations. It's very common in the field to have algorithms with known error bounds given a certain floating point size and to choose a size amenable to the scale of simulation you intend to attempt. If some of your computations are at half precision, the results are hosed.