In San Francisco, the organization SF Safe connects semi-private Business Improvement Districts (BID) and Community Benefit Districts (CBD) with the police by funding large-scale camera networks that blanket entire neighborhoods. BIDs and CBDS, also known as special assessment districts, are quasi-government agencies that act with state authority to levy taxes in exchange for supplemental city services.

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