Explore the intersection of algorithms, accountability, and journalism in this thought-provoking keynote address from the FAccT 2021 virtual conference. Delve into Julia Angwin's insights on The Markup, privacy concerns, and the use of anonymous sources in investigative reporting. Examine the role of technology and data in modern journalism, including discussions on criminal risk assessment, truth tables, and Google's influence. Discover innovative tools like Blacklight and Citizen Browser, designed to enhance accountability in the digital age. Gain perspective on the challenges of tenancy screening and the impact of sloppy practices in data handling. Engage with questions surrounding journalism versus activism, the importance of leaks, and the complexities of accessing and interpreting personal data. Reflect on the evolving landscape of social media accountability and the future of investigative journalism beyond traditional whistleblowing.