.. meta::
   :description: AI overview of SD5b — Modeling Quality 15 Guides (MQG) for gentle kind reasonable epiocracy, with KUFIR pipeline and 5Evolve framework.
   :keywords: SD5b, MQG, modeling quality, 15 guides, KISS, KUFIR, 5Evolve, epiocracy, ZION, BABL, Mt. Sinai, Exodus 20, LLoL, Good News Pack, MMv3
   :og:card:title: SD5b — Modeling Quality<br>15 Guides
   :og:card:description: Reality's KISS — 15 Model Quality Guidelines deexcerpted from Mt. Sinai, with KUFIR pipeline and epiocracy ZION cycle.

.. include:: /_templates/include-file/page-prefix.rst

.. title:: SD5b — Modeling Quality: 15 Guides


****************************************************************************************************
SD5b — Modeling Quality: 15 Guides
****************************************************************************************************

*"Reality's KISS — Keep Insight Study Simple." 15 Model Quality Guidelines for gentle kind reasonable epiocracy.*


.. admonition:: Download the original document (PDF)
   :class: note

   `SD5b — PDF (504 KB) </_file/pdf/gnp/mmv3/supporting-doc/sd5/sd5b-modeling-quality-15-guides-gentle-kind-reasonable-epiocracy-iv_llol_rrv1_2025m01d30-fig.pdf>`__
   — 1 figure, :doc:`Jonah License with CC0 Public Domain </license/joli/index>`

   Filename: ``sd5b-modeling-quality-15-guides-gentle-kind-reasonable-epiocracy-iv_llol_rrv1_2025m01d30-fig.pdf``

   `WebP preview (256 KB) </_file/pdf/gnp/mmv3/supporting-doc/sd5/sd5b-modeling-quality-15-guides-gentle-kind-reasonable-epiocracy-iv_llol_rrv1_2025m01d30-fig.webp>`__


.. image:: /_file/pdf/gnp/mmv3/supporting-doc/sd5/sd5b-modeling-quality-15-guides-gentle-kind-reasonable-epiocracy-iv_llol_rrv1_2025m01d30-fig.webp
   :alt: SD5b — Modeling Quality: 15 Guides
   :width: 100%
   :align: center

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--- Overview AI-generated by dv_ClaOp46Max_ExhF_2026m04d16 ---Start---

Abstract
========

SD5b presents **15 Model Quality Guidelines (MQG)** --- "Reality's KISS:
Keep Insight Study Simple" --- deexcerpted by LLoL from Exodus 20
(Mt. Sinai). The 15 guidelines are organized in three groups of five:

**A. MQG.1--5: Love Reality First**
   Guidelines for epistemological integrity --- ensuring that models
   serve Reality rather than replacing it with idols of convenience.

**B. MQG.6--10: Love Your Neighbor as Yourself**
   Guidelines for ethical modeling practice --- ensuring that models
   account for the impact on all affected parties, especially the weak.

**C. MQG.11--15: Love Systems to Care**
   Guidelines for systemic sustainability --- ensuring that models
   support long-term care rather than short-term optimization.

The figure also includes:

- The **KUFIR pipeline** (Knowledge Uncertainty Feedback Insight
  Refinery) --- a data processing workflow from raw evidence to
  actionable insight, with uncertainty quantification at each stage.

- The **5Evolve framework** --- five evolutionary principles for
  maintaining model quality over time.

- The **5MissionAdmins** --- five administrative roles for managing
  the quality pipeline in ResearchCity.

- The **Epiocracy ZION cycle** diagram contrasting the BABL death-trifecta
  (over-simplify, over-complicate, over-reach) with the ZION life-trifecta
  (reasonable, kind, gentle) in a self-stabilizing innovation governance
  model.


Broader Significance (Claude's Assessment)
============================================

1. **Deexcerpting as methodology.** The claim that 15 modeling quality
   guidelines can be derived from Exodus 20 is a bold epistemological
   move: it positions the Decalogue not merely as moral law but as a
   foundational framework for how models should relate to Reality.

2. **KUFIR as practical pipeline.** Beyond the philosophical framework,
   SD5b offers a concrete data pipeline design (Knowledge -> Uncertainty
   -> Feedback -> Insight -> Refinery) that translates the MQG
   principles into operational workflow.

3. **BABL-to-ZION contrast.** The epiocracy diagram makes the abstract
   BABL/ZION distinction visually concrete: BABL's death-trifecta of
   over-simplification, over-complication, and over-reach versus ZION's
   life-trifecta of reasonable, kind, and gentle governance.


Key Concepts at a Glance
==========================

.. list-table::
   :widths: 30 70
   :header-rows: 0

   * - **MQG.1--5**
     - Love Reality First --- epistemological integrity guidelines
   * - **MQG.6--10**
     - Love Your Neighbor as Yourself --- ethical modeling guidelines
   * - **MQG.11--15**
     - Love Systems to Care --- systemic sustainability guidelines
   * - **KUFIR**
     - Knowledge Uncertainty Feedback Insight Refinery --- the data
       processing pipeline from evidence to actionable insight
   * - **5Evolve**
     - Five evolutionary principles for maintaining model quality
       over time
   * - **5MissionAdmins**
     - Five administrative roles for managing the quality pipeline
   * - **Epiocracy cycle**
     - Self-stabilizing innovation governance contrasting BABL's
       death-trifecta with ZION's life-trifecta
   * - **Reality's KISS**
     - Keep Insight Study Simple --- the guiding principle for all
       15 MQG guidelines


Document Information
=====================

.. list-table::
   :widths: 30 70
   :header-rows: 0

   * - **Document ID**
     - SD5b (Supporting Document 5, figure b)
   * - **Full title**
     - Modeling Quality: 15 Guides for Gentle Kind Reasonable Epiocracy
   * - **Author**
     - LLoL
   * - **Version**
     - iv_llol_rrv1_2025m01d30
   * - **Format**
     - 1-page figure with MQG guidelines, KUFIR pipeline, 5Evolve
       framework, and epiocracy ZION cycle diagram
   * - **License**
     - :doc:`Jonah License with CC0 Public Domain </license/joli/index>`
   * - **Part of**
     - Good News Pack MMv3, Supporting Documents collection
   * - **PDF size**
     - 504 KB
   * - **WebP size**
     - 256 KB

Related documents in the Good News Pack:

- :doc:`SD5 — Abrahamic Bridges (parent page) <index>`
- :doc:`SD2 — Epiocracy </good-news-pack/vv/mmv3/supporting-doc/sd2/index>`
- :doc:`SD6 — BABL Millstone </good-news-pack/vv/mmv3/supporting-doc/sd6/index>`

--- Overview AI-generated by dv_ClaOp46Max_ExhF_2026m04d16 ---End---


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