docs: rename approved content to AI reference library

Reframe the curated document corpus for broader stakeholder use and multi-platform LLM ingestion by flattening the structure, renaming recruiter-specific paths to stakeholder-focused naming, and removing leftover legacy directories.

Made-with: Cursor

Author: praeducer

.claude/plans/data-model-and-knowledge-base.md

@@ -200,29 +200,29 @@ This plan is written for both:
 
 ---
 
-## Workstream E — Approved Content Library (Lean, Immediate)
+## Workstream E — AI Reference Library (Lean, Immediate)
 
-The goal is immediate curation, not framework design. Keep this folder simple and flat so it stays maintainable for a one-person part-time workflow.
+The goal is immediate curation, not framework design. Keep this library simple and flat so it stays maintainable for a one-person part-time workflow while still supporting multiple stakeholders and LLM platforms.
 
 ### Current directory structure
 
 ```text
-data/generated/approved-content/
+data/generated/reference-library/
 ├── README.md
 ├── INDEX.md
-└── artifacts/
-    ├── resumes/
-    ├── case-studies/
-    └── recruiter-qa/
+├── resumes/
+├── case-studies/
+└── stakeholder-qa/
 ```
 
 ### Operational rules
 
 - [ ] Keep only approved source artifacts you want to curate and ingest.
 - [ ] Keep filenames readable; avoid deep nested date folders.
 - [ ] Update `INDEX.md` whenever files are added/replaced.
-- [ ] Save recruiter clarifications as standalone markdown files in `artifacts/recruiter-qa/`.
+- [ ] Save stakeholder clarifications as standalone markdown files in `stakeholder-qa/`.
 - [ ] Ignore Windows `:Zone.Identifier` files.
+- [ ] Keep documents platform-agnostic for ingestion by Claude, Bedrock, and Gemini/Vertex.
 
 ### Deferred by design
 
@@ -266,11 +266,11 @@ data/generated/approved-content/
 
 ---
 
-## Seed Entry for Future Ingestion (Approved Recruiter Clarification)
+## Seed Entry for Future Ingestion (Approved Stakeholder Clarification)
 
 Source artifact:
 
-- `data/generated/approved-content/artifacts/recruiter-qa/faq-employment-timeline-ey-2026-03.md`
+- `data/generated/reference-library/stakeholder-qa/faq-employment-timeline-ey-2026-03.md`
 
 Recommended destination tables:
 

data/generated/approved-content/INDEX.md

@@ -0,0 +1,23 @@
+# AI Reference Library Index
+
+Last updated: 2026-03-09
+
+## Resumes
+
+- `resumes/Paul-Prae-Resume-20260305.md`
+- `resumes/Paul-Prae-Resume-20260305.docx`
+- `resumes/Paul-Prae-Resume-20260305.pdf`
+
+## Case Studies
+
+- `case-studies/BCG AI Factory Case Studies Paul Prae.docx`
+- `case-studies/McKinsey AI Solution Architect Case Studies Paul Prae.docx`
+- `case-studies/Paul-Prae-AI-Agent-Portfolio-Airtable.docx`
+
+## Stakeholder Q/A
+
+- `stakeholder-qa/faq-employment-timeline-ey-2026-03.md`
+
+## Notes
+
+- Ignore and do not commit `:Zone.Identifier` files copied from Windows.

data/generated/approved-content/README.md

@@ -0,0 +1,40 @@
+# AI Reference Library
+
+This is a curated, platform-agnostic document library for AI assistants and LLM workflows.
+
+Primary consumers include stakeholders across recruiting and delivery: recruiters, hiring managers, peers, colleagues, and startup collaborators.
+
+## Current structure
+
+```text
+data/generated/reference-library/
+├── README.md
+├── INDEX.md
+├── resumes/
+├── case-studies/
+└── stakeholder-qa/
+```
+
+## Operating rules
+
+- Keep this tree flat and easy to scan.
+- Store only approved, public-safe, stakeholder-safe documents.
+- Keep filenames human-readable and stable for retrieval.
+- Update `INDEX.md` every time files are added, removed, or replaced.
+- Ignore Windows `:Zone.Identifier` artifacts.
+
+## Naming guidance
+
+- Resumes: `Paul-Prae-Resume-YYYYMMDD.<ext>`
+- Stakeholder Q/A: `faq-<topic>-<yyyy-mm>.md`
+- Case studies: preserve descriptive source filenames
+
+## LLM/platform compatibility
+
+This library is designed to be ingestion-ready for:
+
+- Anthropic Claude
+- AWS Bedrock
+- Google Gemini / Vertex AI
+
+Each document should stand alone, include clear context, and avoid private data.