To avoid police detection, stay calm and cooperative, never resist, lie, or obstruct them. Assert your right to refuse searches and to leave. Dress inconspicuously, avoid flashy items, drive an unassuming vehicle, and maintain a reasonable volume. Avoid drawing attention, obey traffic laws, and be respectful to authority.