During the Chenghua (1465–1487) and Hongzhi (1488–1505) eras, a distinct historiographical trend emerged in Ming China: the compilation of records concerning "famous ministers of the current dynasty." The compilers of these works claimed that they adhered to the Mingchen Yanxing Lu model of biography established by Zhu Xi, but their structural arrangements deviated significantly from that original model. This paper examines three core texts—Peng Shao’s Mingchen Luzan, Yang Lian’s Huangming Mingchen Yanxing Lu, and Yin Zhi’s Huangming Mingchen Yanxing Tonglu—to explore the compilers’ intentions and strategies for constructing "paragons". During the Chenghua and Hongzhi eras, the limited scale of publishing and information circulation made literary collections that contained epitaphs and prefaces the most accessible sources for preserving history. Consequently, compilers faced a dilemma. The urgent need to "rescue" materials often outweighed critical screening, which profoundly influenced the selection and scope of their work. Furthermore, personal networks became a vital source for acquiring documents and facilitating their publication. Although these records appear to be mere anthologies, decontextualizing excerpts and reassembling them into biographical narratives fundamentally alters their original meaning. This editorial "cutting and stitching" reveals the compilers’ agency. Far from being passive documentation, these works served as vehicles for celebrating achievements and establishing moral exemplars. Through praise and censure, these compilers sought to express contemporary concerns and historical reflections, actively shaping historical perception and collective memory.