Drawing on more than 20 years of applying machine learning (ML) techniques to satellite telemetry, The Aerospace Corporation has developed the Detection and Reporting System (DARS) to quickly mitigate risks. Using DARS provides early indications of potential space threats, enabling space operators and defenders to take responsive actions nearly in realtime, before spacecraft, space systems, or space missions are compromised.