Background: Malaria cases in Rwanda resurged markedly after more than a decade of decline under artemisinin-based combination therapy (ACT) deployment. Whether this resurgence reflected the emergence of a novel Plasmodium falciparum lineage or adaptive evolution within preexisting parasite populations has direct implications for resistance surveillance and treatment policy across East Africa.Methods: We conducted a longitudinal targeted genomic surveillance study of 1,176 P. falciparum isolates collected in Rwanda between October 2021 and December 2025, from urban (Kigali) and high-transmission rural settings. Targeted amplicon sequencing of kelch13, crt, mdr1, dhfr, and dhps resistance loci, together with msp2 and csp polymorphic genomic regions was integrated with principal-coordinate analysis, permutational multivariate analysis of variance, phylogenetic reconstruction, and temporal selection scans. Selected kelch13 variants were further characterized through ex vivo dihydroartemisinic susceptibility assays and in vitro serial-passage competition experiments.Findings: Parasite populations were genetically continuous across the study period, with no evidence of clonal lineage replacement. Mutations in dhfr and dhps remained near fixation. The combined R561H-K189T kelch13 genotype was associated with significant increase during the post-resurgence period (2024-2025; P=4·91×10⁻⁵), particularly in Kigali, and was enriched across multiple phylogenetic backgrounds, consistent with soft selective processes rather than clonal expansion. Of particular concern, a small cluster of isolates carried validated mutations across all analyzed resistance loci, more likely an alarming emerging threat against malaria control in case of amplification and spread of such multidrug-resistant genomic backgrounds. Temporal selection scans identified possible directional allele-frequency associated with enrichment at R561H, K189T, and A675V. Preliminary ex vivo assays were associated with higher dihydroartemisinic survival among K13-mutant isolates, and in vitro competition experiments suggest progressive expansion of K189T- and K189N-containing parasites over successive culture passages.Interpretation: Malaria resurgence in Rwanda occurred through adaptive enrichment of artemisinin-associated genomic backgrounds within a genetically continuous, recombining parasite population, rather than through emergence of a single dominant resistant lineage. These findings suggest that artemisinin adaptation in sub-Saharan Africa follows an incremental, population-wide evolutionary trajectory distinct from the lineage-restricted selective sweeps documented in Southeast Asia, with direct implications for the design of resistance surveillance and treatment-efficacy monitoring programmes across the region. These conclusions are derived from targeted surveillance of major antimalarial resistance loci and polymorphic markers rather than whole-genome analyses.