Anil Ambani's flagship firm Reliance Infrastructure Ltd on Tuesday said it will invest Rs 10,000 crore over the next ten years in setting up India's largest integrated project in Ratnagiri in Maharashtra for the manufacturing of explosives, ammunition, and small arms.