Anything Engine Optimization The rolling record of the AI-search industry.
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Reference · data

The record as data

Everything this wire has published, and everything its reference layer holds, as JSONL you can load — rebuilt on every publish, licensed CC BY 4.0. 240 items, 100 figures, 11 claims, 25 docket rows, 23 terms, 23 entities, one graph and one change feed. Every fact carries the item it came from; every item carries its primary source.

Files

FileOne row per
items.jsonlevery wire item with its source, lanes, entities, Q&A, corrections
numbers.jsonlevery standing figure with its date, source, replication status, what it superseded and who contests it
state.jsonlevery claim about what is currently true, with status, evidence and its own history
docket.jsonlevery court case and regulatory action, latest development, next date
glossary.jsonlevery term with definition, aliases, tables and the items behind it
entities.jsonlevery company, product and case cluster with its standing record
graph.jsonlthe whole record as nodes and edges with provenance
changes.jsonlevery dated event, oldest first — filter by date for what changed since
manifest.jsoncounts, file URLs, licence, the newest date in the record
README.mdthe dataset card, in the shape Hugging Face reads

Load it

import pandas as pd
items   = pd.read_json("https://anythingengineoptimization.com/dataset/items.jsonl", lines=True)
numbers = pd.read_json("https://anythingengineoptimization.com/dataset/numbers.jsonl", lines=True)
changes = pd.read_json("https://anythingengineoptimization.com/dataset/changes.jsonl", lines=True)
changes[changes.date >= "2026-09-01"]

Mirrored on Hugging Face as avgjoe1017/aeo-wire-record (load_dataset("avgjoe1017/aeo-wire-record", "items")); this site is the source of truth and the mirror follows it.

Agents: the skill file tells an agent when to consult the record and how to quote it; the MCP server answers live questions over the same items.

The graph

graph.jsonl is the record as one structure rather than five pages: Items are about Entities and sit in Lanes; Figures are published in items, supersede earlier figures and are contested by others; Claims cite items as evidence and are moved by them; Cases develop through items; Terms cite items and see each other. Every edge names the item it rests on. It is the claim schema the State, the Numbers and the Docket were already keeping separately, made one.

Read it honestly

  • Carry the date. asof is the source's date; published is the wire's. The subject moves weekly.
  • Flags mean what they say — vendor-published, not replicated, single-source. replication.status on a figure is honest about how few figures on this beat have a second source.
  • Status words are defined. A thin claim is one measurement from one place.
  • Corrections are appended, never silent, on the item and as events in the change feed.

Licence

CC BY 4.0. Attribute as "AEO Wire, anythingengineoptimization.com" and link the item URL where you quote a fact. Build on it, cite it, don't republish it wholesale as your own.