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Mix all ingredients except chilies in small saucepan. Bring to boil. Reduce heat to low; simmer 15 minutes, stirring occasionally. Remove from heat. Cool slightly. Stir in chilies.
Pour mixture into blender container or food processor; cover. Process until smooth.