The pair were caught acting suspiciously before police were called to the scene on George Street at Dover Heights before 9am on Thursday.
Inquiries are ongoing. Anyone with information about the incident is urged to contact Eastern Suburbs Police or Crime Stoppers on 1800 333 000,
There's no further threats on George Street, but police will maintain a high presence (during their investigation),