Glossary

A

  • AI Operating Layer

    The instructions, standards, and workflows that let Claude Code or Codex work on a real site reliably across sessions.

  • AI Website System

    A website, an AI operating layer, and a data intelligence layer working as one system rather than three separate tools.

B

  • Build Standards

    The written architecture rules a site carries with it so every change, by any person or AI, follows the same shape.

C

  • Change History

    The accumulated record of every change made to a site over time, with dates.

  • Constellation

    A group of related sites in a portfolio that share a subject area and cross-reference each other.

  • Controlled AI Implementation

    AI doing implementation work inside defined standards, with human approval, rather than generating output nobody can maintain.

D

  • Data Intelligence Layer

    The warehouse that records search performance, server activity, crawler visits, human traffic, and dated change history in one place.

  • Digital Karma Federation

    An open protocol for publishing standardized machine-readable endpoints so AI agents can discover and evaluate sites consistently.

F

  • Flat-File Architecture

    A site whose content lives in structured files rather than a database, making every change readable, diffable, and reversible.

G

  • Good Bot

    A legitimate automated crawler, including AI systems reading pages to answer questions, as distinct from scrapers and malicious traffic.

L

  • llm.txt

    A plain-text file at a site's root describing the site for AI systems, similar in spirit to robots.txt.

M

  • Machine-Readable Endpoint

    A structured JSON file a site publishes so AI agents get real data instead of scraping rendered markup.

O

  • Operating Loop

    Build, instrument, observe, decide, improve, measure again. The repeating cycle an AI Website System exists to run.

P

  • Portfolio Sweep

    Applying and verifying a single fix across every connected site in one pass.

S

  • Schema Markup

    Structured data in a page telling machines what the page is about, in a vocabulary they already understand.

  • SEO Event

    A dated record of a change made to a site: what was done, where, and when.

  • Server Log Ingestion

    Reading the web server's own request log so every hit is visible, including ones analytics never sees.

  • Structured Content

    Copy stored as data with named fields rather than trapped inside page-builder markup.