How much can we learn about AI with interpretability tools?

outline of answer:

1. How much can we learn with current interpretability tools
   1. interpretability research is still very new, so there is a lot we can’t know
   2. some examples of successfully interpretability
   3. is interpretability only post facto justifaction
2. How much can we learn in principle