It happened near the Erie canal Harbor Metro Rail station around 3:30.
Police say two people, a man and a woman, were stabbed, and were taken to ECMC.
The woman's injuries are said to be serious, but later Thursday night, police said both victims are expected to survive.
The suspect ran on foot and police caught the suspect in the Washington Seneca area.
Police also say the suspect and victims may have known each other.