01 - Preheat oven to 350°F. Line two baking sheets with parchment paper.
02 - Whisk together flour, baking soda, and salt in a medium bowl. Set aside.
03 - Beat butter, brown sugar, and granulated sugar in a large bowl until light and fluffy, about 2-3 minutes.
04 - Add eggs one at a time, beating well after each. Mix in miso paste and vanilla extract until smooth.
05 - Gradually mix dry ingredients into wet ingredients until just combined.
06 - Fold in chocolate chips and chopped caramels until evenly distributed.
07 - Scoop tablespoon-sized balls of dough onto prepared baking sheets, spacing about 2 inches apart.
08 - Bake for 11-13 minutes until edges are golden but centers appear slightly underbaked.
09 - Cool on baking sheet for 5 minutes, then transfer to wire rack to cool completely.