Armed police were seen running to a man at the corner of Priory Road and New Park Lane at about 4pm.
Sussex Police officers were also seen preparing to enter a building along Lower Walls Walk. One officer was seen carrying a battering ram.
About six police cars were at the scene and dozens of officers.
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