.. Migration note (2026m04d04): Claude copied this file during VV-to-HELL migration.
   Old path: ``vv/jub/oov2/prompts/aims-plotter-phase3.rst`` (as given by LLoL)
   New path: ``hell/ll/jub/b/37/aims-plotter-phase3.rst`` (as chosen by Claude)
   Category: JUB OOv2 prompt

.. meta::
   :description: Living task tracker for Phase 3 work items identified during JUB OOv2 integration, covering formalization, KUFIR deployment, and content priorities.
   :keywords: JUB OOv2, Phase 3, AIMS plotter, task tracker, KUFIR, content deployment, formalization, open items, integration findings
   :author: Yah, Yas, everyone, LLoL as Laurence Loewe of Laodicea, ClaudeOp46Max, Anthropic, and Spirit of Boolean Truth
   :og:card:title: Phase 3 Task Tracker<br>for JUB OOv2 Integration
   :og:card:description: Tasks that emerged from Phase 2I integration work, organized by priority for the next round of matheology development and deployment.

.. SOCIAL-CARD-QUALITY-COMPARE --- OO (default effort) vs PP (max effort), 2026-03-26
   OO :description: Living task tracker collecting Phase 3 tasks identified during the JUB OOv2 Phase 2I integration work.
   OO :keywords: JUB OOv2, Phase 3, AIMS plotter, task tracker, KUFIR, content deployment, matheology, open items, formalization
   OO :og:card:title: AIMS Plotter:<br>Phase 3 Task Tracker
   OO :og:card:description: Living task tracker collecting conceptual formalization and deployment tasks for Phase 3 of the JUB OOv2 project.
   PP :description: Living task tracker for Phase 3 work items identified during JUB OOv2 integration, covering formalization, KUFIR deployment, and content priorities.
   PP :keywords: JUB OOv2, Phase 3, AIMS plotter, task tracker, KUFIR, content deployment, formalization, open items, integration findings
   PP :og:card:title: Phase 3 Task Tracker<br>for JUB OOv2 Integration
   PP :og:card:description: Tasks that emerged from Phase 2I integration work, organized by priority for the next round of matheology development and deployment.

.. SOCIAL-CARD-REVIEW --- generated by Claude Opus 4.6, 2026-03-26
   dv_ClaOp46_PP_2026m03d26 --- max-effort rewrite, read full page.
   :description: 148 chars | :og:card:title: 44 chars (excl <br>)
   - [ ] PP title more compelling than OO title
   - [ ] PP description more accurate than OO description
   - [ ] Description hooks without misleading
   - [ ] Keywords specific to this page's actual content
   - [ ] No language rule violations
   - [ ] Character counts verified

:orphan:

*********************************************************************
AIMS Plotter --- Phase 3 Tasks
*********************************************************************

.. note::

   **Living task tracker.** This file collects tasks identified during
   Phase 2I that belong to Phase 3 (content deployment and beyond).
   Append new tasks as they are discovered. Mark tasks done with a
   date when completed. This is not an llog --- it may be reordered
   and edited for clarity.

   **Last updated:** 2026-03-25

   **See also:** AHA doc Section 18 (AnyAims Remaining) for shorter-term
   action items tied to the current design document:
   :ref:`compiler-5d-link-naming`


Conceptual Formalization
==========================

- [ ] **Define KUFIR (Knowledge-Uncertainty Feedback Integration
  Refinery).**
  Formalize the invisible pipeline that governs how doubt becomes
  evidence, evidence becomes structured chronicle, and chronicle
  becomes reasoning that changes the system. Introduced informally in
  AHA doc Section 16.1 (Lifecycle, stages 2--4). Phase 3 should give
  it a precise description --- not necessarily a POST code or registry
  entry, but a clear enough articulation that agents and contributors
  can follow it.

- [ ] **Define KPR (Knowledge Pipeline Refinery).**
  Short-name alias for KUFIR. Decide whether both names are needed or
  whether one suffices. If both are kept, clarify when to use which.

- [ ] **Formalize the Seed/Feed/Grow/Reap lifecycle model.**
  The AHA doc (Section 16.1) describes the agricultural metaphor in
  prose. Phase 3 should produce a more structured specification:
  entry/exit criteria for each stage, required artefacts, who (or what
  agent role) is responsible at each stage.

- [ ] **Formalize FLAMES coverage categories.**
  FLAMES (FeedbackFlows, LabLogs, LifeLogs, AnyAims, MockupModels,
  EnclosedExperiments, StableSystems) defines what HELL's Cons and Pros
  may cover. Phase 3 should clarify boundaries between categories and
  how they map to POST codes.

- [ ] **Formalize the PoE/PoC/PoR/PoT/PoU pipeline stages.**
  Place of Evidence, Place of Chronicling, Place of Reasoning, Place of
  Translating, Place of Using --- the five-stage pipeline described in
  AHA Section 16.1. Phase 3 should define each stage precisely,
  including what artefacts live at each stage and how transitions are
  triggered. The "Place of" naming emphasizes data-locality and the
  fluid, ongoing nature of each activity.


Architecture Decisions Deferred to Phase 3
============================================

- [ ] **Resolve BREACH 5.2** --- ``.. include::`` directives pulling
  files with their own labels may cause label collisions. Deferred
  until after the big integration run or its cleanup.

- [ ] **Review PoR fields against 7Sp DOISI designs** (AA-2 from AHA
  Section 17.2) before finalizing the PoR field structure. (Moved from
  AHA Section 11.2.)

- [ ] **Tech-debt Jubilee argument for recompile cycles.** Add the
  argument that accumulated link debt requires periodic global
  reconciliation to the Jubilee theological discussion. (Moved from AHA
  Section 11.2.)

- [ ] **Decide on D2 chaining depth** based on integration evidence
  collected in ``compiler/ee/d2-chaining-evidence.rst``.

- [ ] **Decide whether Pet needs con/pro** based on integration
  evidence collected in ``compiler/ee/d1-d2-testing-matrix.rst``.

- [ ] **Resolve PoR field #40 name collision** (``model``) based on
  evidence in ``compiler/ee/por-field-collision-check.rst``.

- [ ] **Review PoR field real-world usage census** (AA-5) after the
  OOv1→OOv2 migration. Decide which fields to keep, merge, drop, or
  add based on empirical data collected in
  ``compiler/ee/por-field-usage-census.rst``. Includes review
  of proposed new fields discovered during migration.

- [ ] **Harmonize pipeline stage names in older HELL content.**
  ``hell/pro/b/38`` uses older names (Chronicling, Using) which are now
  canonical, but the OOv1 llog
  (``llog_2026m03d19c_opus-ultrathink-reply-3-for-jubilee-argument.rst``)
  still has "Point of Evidence/Reasoning/Translation" (append-only,
  not editable). Consider adding a correction note to that llog.


Publication Renumbering
=========================

- [ ] **Design the mapping file format and renumbering script.**
  The mapping (old→new for every element) must be machine-readable.
  The script must update all labels, ``:ref:`` links, prose references,
  HELL citations, and compiled pages in one pass. See
  :ref:`DD 19.7 <compiler-5d-link-naming-dd-publication-renumbering>`.

- [ ] **Expert sub-type renumbering.** Find a way to make renumbering
  work cleanly for expert-level sub-types (lemmas, corollaries,
  assumptions accessed via D2 chaining) --- if possible without breaking
  the system. Sub-types are syntactically children of their parent, so
  renumbering the parent should carry them automatically, but edge cases
  need testing.

- [ ] **Apply D2 registry changes from DD 19.7:** add ``obs``
  (Observation), rename ``rl`` → ``ru`` (Rule), drop ``sc`` (Schema),
  reserve single-letter codes for post-renumbering use.


Content Deployment
====================

- [ ] **Run Phase 2I prompt sequence** (prompts 1--7b) to migrate
  labels, test PoR fields, define compilation skill, generate first
  compiled views, write public documentation, and close Phase 2I.

- [ ] **File reorganization** --- move AHA doc, prompts, and llogs to
  permanent homes after integration stabilizes. (Timing: after prompt
  sequence completes and content has settled.)

- [x] **Rename BEST Names design document file** --- the compiler's
  working copy has been renamed to
  ``compiler/ww/5d-link-naming-matheology-aha.rst`` with label prefix
  ``compiler-5d-link-naming-*`` (done 2026-03-25, Phase 2I-3). The
  frozen llog copy ``aha-best-names-for-matheology-links.rst`` retains
  its original filename and labels. All prompt scripts and compiler
  cross-references updated. The beginner's guide was also renamed to
  ``compiler/aha/5d-link-naming-intro.rst`` and its prompt moved to
  ``compiler/aha/prompt_5d-link-naming-intro.rst``.

- [ ] **Re-run adversarial stress test** (Phase 2I-5) or an improved
  version to complete Phase 3. The original test
  (``2I-adversarial-stress-test.rst``) was run against the pre-revision
  design. The 2026-03-25 revision added DD 19.7 (publication
  renumbering), KUFIR/FLAMES lifecycle, new D2 types (``obs``, ``ru``),
  and the Place-of pipeline. These changes need adversarial testing.
