Preheat the oven to 350 degrees and line a baking sheet with parchment paper.
Add the pecans to the baking sheet and put in the oven for 5 minutes.
After 5 minutes, stir the pecans and then put back into the oven for 3 minutes or until aromatic and they are a rich, dark color.
Once done, let them cool briefly until they can be safely handled. Chop or crumble them until your desired size. I like mine to have a mixture of both large and small pieces.
Prepare the Dough
Cut the butter into 4 pieces. Combine the butter and sugar in a stand mixing bowl.
Cream the butter and sugar until smooth. I like to cream them for 3 minutes with my KitchenAid mixer set between level 4 and 6. Scrape down the sides with a spatula as needed.
Add the eggs, maple extract, and vanilla extract. Mix until combined.
In a separate bowl, whisk together the flour, baking powder, and salt. Be sure to spoon the flour into the measuring cup rather than scooping with the measuring cup. You can get a head start on this while the butter and sugar are in the mixer.
Add the flour mixture to the butter mixture and mix until combined.
Fold in the pecans.
First Bake
Dump the dough onto the baking sheet used for the pecans and form it into a ball.
Cut the ball in half. Each half will be its own log of biscotti.
Gently press and shape the dough into a long rectangle. I like mine roughly 12” x 4”.
Bake for 22 minutes or until the middle of the log bounces back when you touch it.
Let the logs cool for 30 minutes.
Second Bake
After 30 minutes, use a sharp knife to cut the biscotti into strips and turn them cut-side up. I like to cut mine on the diagonal.
Return the biscotti to the oven for 14 minutes. Don’t worry if the middle of the biscotti is still soft, that is normal before cooling.