Margin of Error ±
Notes on getting it wrong, carefully

I build things across borders, then write down what the data alone couldn’t tell me.

Portrait of Sarath Chandra Yanamandra

Hi, I’m Sarath. I run international content operations at KukuFM, and pay attention to how AI, marketing, media, and the operational calls underneath them behave once the presentation ends. I’m wrong a fair amount. The writing is how I narrow the error bars.

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On the workbench

Projects and practical studies.