Matching Reality Doesn't Validate Assumptions

Because a researcher can pick from many alternative assumption sets and calibrate them with enough degrees of freedom, successfully reproducing an observed phenomenon B gives no license to conclude the chosen assumptions are correct or to transport them to explain other phenomena.