What is the crisis in public security in São Paulo?

After a decade of decline in homicide rates, in the last quarter of 2012 residents in São Paulo were surprised by what appeared to be a re-run of a bad film: daily reports in the media about a surprisingly large number of cases of homicide involving police officers as victims, cases of multiple civilian victims shot by masked men using heavy weapons and civilians being shot by the police, allegedly while resisting arrest.