◇ SUBSTRATE 🔒 sovereign CTR feature rows · table · 50.0M rows · ready ⌘K research.semurg.io

CTR feature rows, with an agent in front of it

online feature read and offline training scan over one copy; no online/offline skew · generated CTR feature table. Ask the agent on the right; it routes your question to the right substrate operation and the number is measured here, now, on data you can download. Share this page to share the dataset through its agent.

ask the agent a question, the live result renders here
Every number here is measured live on this box, on a public dataset you can download and re-run yourself. The agent routes your plain-language question to the real substrate operation for this dataset's domain, no staged numbers, the operation shown as proof. The same engine answers graph, search, table and closure queries in one substrate.