This explanation is indeed very simple, and completely wrong.
All currencies fluctuate compared to all currencies.
The USD and the EUR can both decrease in value while JPY and CHF increase.
Here it is pretty well explained:
https://www.stonex.com/en/financial-glossary/currency-fluctuation/#:~:text=Exchange rates fluctuate due to,sentiment%2C and global economic conditions.