Keeping up took 14 hours a week. Now it takes 12 minutes.
A machine that watches, reads, and publishes itself.
I follow two crypto analysts whose real analysis lives in multi-hour livestreams. Staying current was a part-time job. So I built a system that does the watching — it finds every new episode, transcribes it, distills the week into one dated synthesis, and publishes the result to this site on its own. This page is that system, shown in public.
The math didn't work by hand
of livestream across just 2 channels — episodes averaging 2.4 hours, the signal buried in the noise.
one synthesis a week — what they think, where they agree, where they flatly disagree. Every claim dated and traceable to its episode.
A pipeline that does the watching
It discovers each new episode, transcribes it, and analyzes it into a structured report. Those reports compound into a living body of knowledge, and once a week the system distills all of it into the synthesis you can read here — a global market read plus a per-channel dashboard. No human copies anything by hand. The summary is the visible part; keeping it trustworthy is the real work.
This week's synthesis
The global read — consensus and conflict.
Conviction board
A ranked, gated view of the standing calls.
The channels
The creators whose work this is built on.
The hard part is keeping an AI system trustworthy
The design principle: a deterministic CLI owns every mechanical step, and an agent is invited only where genuine judgment is needed — always inside a versioned contract, always verified afterward. Determinism where you can, judgment where you must, a check on both.