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Writing

Notes from building AI systems, Python services and the tooling around them.

Your CTV Metadata Is the Model's Blind Spot

CTV is adopting outcome-optimization models faster than it is fixing the content signals those models are supposed to learn from. The result won't show up as a broken dashboard. It will show up in the price of premium content.

7 min read

AI Infrastructure & Enterprise Strategy

The Identity Layer Is the Whole Game

Four measurement providers reported 7.4M to 19.2M households for the same campaign. Warner Bros. Discovery's Unified Reach Paradox shows identity resolution...

7 min read

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