I'm having problems understanding why the conjugate gradient method breaks down for singular matrices. I've read a good introduction to intuitively understanding the CG method through visualizing the quadratic form, but I'm not really understanding mathematically why this seems to be. Does anyone have a good mathematical explanation or any sources that explain why conjugate gradient iteration doesn't work for singular matrices?

Thanks in advance.