We exploit graph automorphism orbit partitions for lossless knowledge graph (KG) compression and graph-native retrieval within a single self-describing binary artifact. The Symmetry-Aware Compression (sac) pipeline identifies vertex orbits via the Nauty individualization-refinement algorithm, enc…