If you want to read about new discoveries saving the day, check out David Weber's Honor Harrington books. As the series progresses over about 30 years stellar warfare, the Star Kingdom of Manticore came up with better and better military tech to defeat the larger People's Repulic of Haven. And none of it was discovering advanced alien tech (or tech from some previous golden age). It was all incremental improvements to existing technology.