The stabbing happened just before 10 a.m. at 58th and Malvern.
Police say a 25-year-old woman and her 16-year-old brother were stabbed. She is in stable condition after being stabbed in the back. He is listed in critical condition after being stabbed in the chest and abdomen.
Officers say they know the identity of the suspect and they are trying to track him down.