In a 12 to 14 inch saute pan, heat 2 tablespoons of olive oil over medium high heat.
Add 4 pieces of chicken and saute until golden brown on all sides, about 10 to 12 minutes.
Remove. Repeat with remaining 4 pieces.
Remove chicken and add 2 tablespoons olive oil.
Add onion, celery, carrots, garlic and cook until softened and lightly browned, about 7 to 9 minutes.
Add sugar, vinegar, orange juice, red wine, capers and almonds. replace chicken pieces in pan. Bring to a boil. Reduce heat to simmer, partially cover pan and cook 30 minutes or until remaining liquid just moistens chicken.