Hi, author of the Lichess article here.

relaxing and omitting chess rules also changed the choice of variables. I did try lazy constraints etc. before diving into the math, but they did not yield a significant speedup. For example, not considering the white king as being in check simplified A LOT.

Best regards, Tobi