The only solution is to prevent it from happening by reducing heat and more stirring. Burning occurs on the inside bottom of pots. When it is scraped up it spreads throughout.
Gumbo can be bitter if you burn the roux. Gumbo should be slow cooked all day to allow the spices and vegetable flavors to meld. The juice may taste bitter at first but will improve over time and...