/CHANNEL · 2 CHANNELS · 242 UPLOADS

Small numbers, shown anyway.

Subscriber counts are pulled from the YouTube API, not typed in. They are small. The point of the channel is the reps: one claim per video, under 90 seconds, no hype, the same discipline as the write-ups.

AI news, translated for data people.

https://www.youtube.com/@jhanalytics2.0

A faceless shorts channel that takes what just happened in AI and pulls out the one mechanism that matters: the failure mode, the cost math, the benchmark that holds up. One claim per video, under 90 seconds, no hype. The current run is the Failure Report series: what broke, why, and the fix.

Stats refresh daily via the YouTube API.