Preheat your oven to 350°F (175°C) to ensure even baking and perfect golden cookies.
Line your baking sheets with parchment paper or silicone baking mats to prevent sticking and ease cleanup.
In a medium bowl, whisk together 2 3/4 cups of all-purpose flour, 1 teaspoon baking soda, and 1/2 teaspoon salt. Set aside.
In a large mixing bowl, beat 1 cup unsalted butter (room temperature), 3/4 cup granulated sugar, and 3/4 cup brown sugar with an electric mixer until light and fluffy, about 3-4 minutes.
Crumble 3 ounces of almond paste into the butter and sugar mixture and beat until fully incorporated. Then add 2 large eggs and 1 1/2 teaspoons vanilla extract, mixing until smooth.
Gradually add the dry ingredient mixture to the wet ingredients, mixing on low speed until just combined. Avoid overmixing.
Gently fold in 1 1/2 cups chopped toffee and 1 cup semi-sweet chocolate chips until evenly distributed in the dough.
Using a cookie scoop, drop heaping tablespoons of dough onto the prepared baking sheets, spacing them about 2 inches apart.
Bake in the preheated oven for 10-12 minutes or until edges are lightly golden.
Remove cookies from oven and let cool on baking sheets for about 5 minutes, then transfer to a cooling rack. Enjoy warm or at room temperature!