.. meta::
   :description: Side-by-side comparison of default-effort and max-effort social card metadata for all matheology pages at three detail levels.
   :keywords: social cards, comparison, OO, PP, default effort, max effort, quality review, beginner, producer, expert
   :author: Yah, Yas, everyone, LLoL as Laurence Loewe of Laodicea, ClaudeOp46Max, Anthropic, and Spirit of Boolean Truth
   :og:card:title: OO vs PP Comparison<br>— Social Card Quality
   :og:card:description: What difference does effort make? Side-by-side comparison of default vs. max-effort social card metadata for every matheology page.

*****************************************************************
Social Card Comparison: Default Effort vs. Max Effort
*****************************************************************

On 2026-03-26, Claude Opus 4.6 generated social card metadata for all ~245
pages in the matheology section --- twice, at two different quality levels:

- **OO (Operates Oddly)** --- default effort. The agent read the opening of
  each page and crafted metadata quickly.
- **PP (PathProbing)** --- max effort. The agent read each page in full,
  understood its core argument, and crafted metadata with strict character
  counting and quality control.

The purpose of this comparison is to help a human reviewer decide: **does the
extra effort produce meaningfully better social cards?** The answer may differ
by page type --- public-facing theological arguments may benefit more than
internal audit logs.


How to Read These Tables
=========================

Pick the detail level that matches your interest:

.. toctree::
   :maxdepth: 1

   beginner
   producer
   expert
   flags


**Beginner** --- For anyone curious about the project. Shows the page name, the
old title vs. the new title, and the old description vs. the new description.
Nothing technical. Just: *which one sounds better to you?*

**Producer** --- For content managers and reviewers. Adds keyword differences,
character counts, and highlights where the biggest changes occurred. Useful for
deciding which pages need manual attention.

**Expert** --- For the technically curious. All four metadata fields side by side,
exact character counts, quality flags, and review checklists. The raw data for
anyone who wants to audit the process.

**Flags** --- Pages that need human attention. Short titles, long descriptions,
language rule edge cases, or pages where OO and PP diverged significantly.


What the Quality Designations Mean
=====================================

These designations come from the StayC maturity scale used across this project:

.. list-table::
   :header-rows: 1
   :widths: 15 25 60

   * - Code
     - Name
     - Meaning for Social Cards
   * - OO
     - Operates Oddly
     - Agent read partial page, metadata is functional but may miss the core
       argument or truncate at awkward boundaries.
   * - PP
     - PathProbing
     - Agent read full page, metadata reflects deep understanding, character
       counts strictly enforced, descriptions end at natural boundaries.