How One AI/ML Architect Built the Syndication Stack That Turns Academic Research Into Platform-Native Content
Mark Torres spent two years constructing the pipelines, classifiers, and serving layers that let researchers control what millions of Bluesky users see in their feeds and the technical story behind what that actually takes.
The Problem No Academic Lab Could Solve Social media algorithms shape what people see, which shapes what they believe about politics, about each other, about the world. Researchers had shown those effects in controlled settings. But Facebook controlled its algorithm. Twitter controlled its algorithm. Neither company had much incentive to let academics randomly assign users to different ranking policies during a national election. So when Mark Torres and his collaborators wanted to test causal effects of algorithm...
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