Latest Published Essay
Part 3: Building The He Gets Us Dataset Without Burning More Money
Once I decided to treat the current X API as a real research tool again, I needed a dataset that was worth the effort.
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Part 2: What Changed From The Twitter API To The X API
If you learned on the old Twitter API, the current X API can look familiar right up until you try to use it seriously again.
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Part 1: Why The X API Still Matters To My Data Science Story
I did not come to the X API because I wanted to sound current. I came back to it because public text has been part of how I learned data science for a long time, and I wanted to know what still worked in the real environment.
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ads in chat: the next trust break or trust build moment
If conversational AI becomes the place people ask personal and local questions, ad policy becomes part of the trust architecture. The paid layer can change what people believe the answer is doing.