01 · 5 min read
A script that finishes the scan before a human opens the first channel
Scanning 40+ channels a day, scoring every upload on six signals, and shipping a ranked report before the news cycle that made it relevant has closed.
Case studies
Every pipeline I ship has a public, genericized repo. These are the write-ups behind the hardest ones: the problem, the design decision that actually mattered, and the platform quirk that would have quietly broken it.
Anonymized on purpose: the channels are real, the client is not named, and every number here is one already stated in the linked repo's own README.
01 · 5 min read
Scanning 40+ channels a day, scoring every upload on six signals, and shipping a ranked report before the news cycle that made it relevant has closed.
02 · 4 min read
A YouTube channel tracker that refuses to hand over a single row until a second, separately-written pass of its own pipeline reaches the same answer from a fresh fetch.
More landing soon
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