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As we develop algorithms that power Birdwatch—such as reputation and consensus systems—we aim to publish that code publicly in the Birdwatch Guide, we hope this will enable experts, researchers, and the public to analyze or audit Birdwatch, identifying opportunities or flaws that can help us more quickly build an effective community-driven solution.