About
AI signals over noise — a daily read for the people who build and operate AI systems.
Every day ships another flood of AI news, and most of it is noise. Each post here keeps the two or three signals that actually shifted that day, restates them in plain English, and ends with the author's own read — where it matters, who it threatens, what to do about it.
What this site is
Every post starts with the author reading the day's reports, deciding which two or three actually matter, and writing them up in plain English. The last section of every post, Perspective, is written by hand — it is the author's own read on why the signal matters, who it threatens, and what to do about it. That judgment and that voice are the value here, not the volume. Nothing publishes without it.
Methodology & sources
The author tracks a fixed set of feeds — The Batch (DeepLearning.ai), Hugging Face (Daily Papers & Blog), Papers with Code, X/Twitter Daily, Hacker News / Trend (HN · Reddit), and Newsletter Daily — and each post restates the day's two or three strongest signals from them, then adds the written Perspective and, where a specific claim is cited, the verified source links for that post.
The feed names above are a transparency disclosure of what this site reads, not per-article citations. Each post carries a provenance note stating which daily digest it was restated from and which feeds that digest aggregated.
Who writes it
epics.tech is written by epicsagas (@epicsagas), and operated under epiccounty. The read here is shaped by hands-on work building and running AI and agent systems — cutting each day's flood down to the few signals that actually change how systems ship and behave.
You can reach the author through the Contact page.