THE 4ORT LAB  //  PROPERTY 10 / 21

4ort.nexus — Search for Agents

A search engine built for AI agents, not eyeballs, backed by a Common Crawl-derived corpus cross-referenced into the knowledge graph. The phonebook of the AI-first internet.

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What It Is

Search engines are built for eyeballs: ten blue links, ads, and a page a human has to read. 4ort.nexus is built for the other kind of user. It's a search engine for AI agents: a typed API instead of a results page, designed so a machine caller gets exactly the structure it needs to act.

Underneath is a Common Crawl-derived corpus with 32M+ pages ingested, cross-referenced into the 4ort.xyz entity graph, so search results connect to the lab's factual ground truth rather than floating as raw URLs. Queries are classified with both keyword and embedding signals, and ranking runs on domain pagerank.

The detail that makes it lab-native: every source gets an agent-friendliness verdict, a judgment on whether a page will actually cooperate with a machine reader. That's what makes it the "phonebook of the AI-first internet": not just what's out there, but what an agent can actually use.

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Highlights

Python Common Crawl WAT ingest Postgres
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Status

  Live core (/search shipped); corpus expansion staged.