If we can account for every phenomenon that occurs within the scales that we can observe then we can probably claim that physics is complete. Unfortunately it seems that even that might be impossible
No, we can’t claim that. It would still be at best an approximation. Perhaps more accurate and/or precise than what we’ve got now, but an approximation nonetheless. We’ve long ago given up on even getting close to what you propose anyway.