Preheat the oven to 350° F and place the rack in the middle position. Prepare an 8x8 inch baking dish by layering two pieces of parchment, in the shape of a cross (ensuring there’s at least 1 inch of overhang), then spraying with nonstick baking spray.
In a medium bowl, whisk together the flour, cocoa powder, baking soda, and salt.
In a large bowl, whisk the melted butter, brown sugar, granulated sugar, and eggs until evenly mixed. Then whisk in the sweet potatoes, oil, maple syrup, and vanilla.
Add the dry ingredients to the wet ingredients and fold until everything is almost mixed. Pour in the chocolate chips and finish folding until everything is combined.
Pour batter into the prepared baking dish and bake for 25-27 minutes, until an inserted toothpick comes out with a tiny bit of batter and a few moist crumbs attached. Do not over bake!
Remove from the oven and let cool in the pan for 5 minutes. Using the edges of the parchment as a sling, remove the brownie from the pan and set on a wire rack to cool completely, about 20 minutes.
While cooling, prepare the frosting by melting the chocolate chips in a medium bowl. Heat for 40 seconds in 10-second intervals, stirring in between. If not fully melted, continue to melt in 10 second intervals. Once melted, whisk in the potatoes. Smooth over cooled brownie and allow to set, about 5 minutes. Slice into 9 squares and enjoy!