Keep a proper dose so that after pre-infusion the puck still has a small gap to the group head.
When dose and yield are fixed:
Different bean needs to mix with different amount of milk, to eliminate the rest of the bitterness, while maximized flavor and thickness.
The signal of over-extraction signal is bitterness in long lasting aftertaste.
The signal of channeling is sudden/fast increasing flow rate or decreasing pressure.
If puck suddenly loses pressure for no reason, it is probably because CO2 is leaking too much since beans are not consumed in time, just grind half level finer (Niche Duo) and it should be fine again.
It is important to discard some ground right after changing the grind settings, otherwise different sizes of ground will mix together and make channeling happen more easily.
Over-weighted dose could also lead to uneven extraction because the puck expands all the way to the group head, leaving no room to distribute water evenly.
When doing espresso with ice and fresh milk without frothing, bitter will become obvious, adjust to emphasizing acidity.
Always starts with 6~1bar/94C and find the finest grind setting, and then perform adjustment.
If bitterness easy to show up, try 9~1bar/96C with 1:1.5 yield.
To emphasize flavor and increase thickness, try fine grind / low pressure / medium temperature / 1:1.5 yield.
Need high pressure and temperature enough to achieve a slow flow rate, only grinding finely may not enough.
Try 1:3 yield without extra hot water. Adding water could emohasize the bitterness. Condensed bitterness actually tastes a little bit sweet.
To mix with milk for latte or dirty, espresso needs to extract less than when drinking pure espresso.
From under to over extraction, the raw espresso could taste like:
“Smooth” will be the best espresso for mixing with milk. But if there still some bitterness in aftertaste long run, it may still over extracted.
Less yield than with frothy milk. 4 shots raw expresso (in raw espresso standard) with 1:2 ~ 1:3 milk plus ice. Milk could make acidity less clear.
https://www.youtube.com/watch?v=4dRYw8yl_dg
https://www.youtube.com/watch?v=1qyFDbkRrOA