Add all ingredients to a mixing bowl and mix together until crumbly and the butter is evenly distributed.: The moment you begin combining the oats , flour , dark brown sugar , butter , baking powder , and pinch kosher salt you will notice the aroma of buttery sugar, which is comforting and evocative. Use your fingertips or a pastry cutter to press the butter into the dry ingredients until you have a uniformly crumbly texture, with small pea sized bits of butter visible. This ensures the topping will bake into pockets of rich, golden crispness surrounded by tender oat clusters. If you overwork the mixture it can become greasy and compact, so stop once the butter is evenly distributed and the crumbs hold together when pressed. A common mistake is using melted butter , which creates a soggy mixture; always use room temperature, not softened to the point of melting, butter .
Set aside.: After preparing the topping, place it to the side on the counter while you prepare the filling, which prevents the butter from softening too much. Leaving the topping at room temperature keeps the butter stable, preserving the crumbly texture that will crisp up in the oven. This short rest also gives you space to mix the fruit without rushing, reducing the chance of overhandling the blueberries and diced rhubarb . Avoid leaving it out too long in very warm kitchens, which can melt the butter and compromise the topping.
Preheat the oven to 425 degrees F and spray an 8×8 baking dish with non-stick spray.: When the oven comes up to a high initial heat you set the stage for the fruit to begin bubbling quickly, which helps the filling thicken and set as the topping browns. A properly preheated oven gives an initial burst of color to the topping, and it encourages the fruit juices to start reducing. Make sure your oven rack is in the middle position so the top browns evenly. If you skip preheating or put the dish in a cold oven, the topping may absorb juices and fail to crisp; always let the oven reach the target temperature first.
Mix all filling ingredients together and add to the prepared baking dish.: Combine the blueberries , diced rhubarb , dark brown sugar , all-purpose flour , vanilla bean paste , and lemon zest in a bowl, tossing gently until the fruit is coated. As you mix, you should see a glossy sheen form on the fruit from the sugar and a faint dusting of flour , which will later thicken the juices. Spoon the filling evenly into the greased 8 by 8 pan so the fruit is level, which encourages uniform baking. A common pitfall is stirring too vigorously, which can bruise the blueberries and make the filling turn overly purple and thin instead of pleasantly saucy.
Top with oat topping and bake for about 20-25 minutes or until you notice the topping of the crisp getting brown, cover with foil, and bake for another 10 minutes or until you see the juice from the berries bubbling up over the sides.: Lightly scatter the prepared topping across the filling so there are areas of thin and thicker coverage, allowing some fruit to peek through. During the initial 20 to 25 minutes you will see the topping turn golden and hear gentle bubbling from the filling, and the kitchen will start to smell sweet and fruity. Once the topping reaches a warm brown, tent the dish with foil to prevent overbrowning and continue baking for an additional 10 minutes so the fruit can fully soften and the juices thicken. The telltale sign the crisp is done is vigorous bubbling along the edges and a lightly crackled topping. One mistake people make is removing the foil too early then finding the topping burnt while the filling is still undercooked, so watch for both the color of the topping and the bubbling juices.
Serve warm or at room temperature.: Allowing the crisp to rest for a short while makes it easier to slice and helps the filling set slightly, but serving it warm brings out the most aromatic notes and offers that contrast between hot fruit and crunchy topping. When you spoon it out, look for thickened juices, not a soupy puddle, which indicates it has set properly. If the filling seems very runny after cooling, a quick return to the oven for a few minutes can help. Avoid cutting into it immediately straight from the oven, which can cause the slices to collapse; give it a little time to breathe.