Crumbforest Research Repository · v1.1

OZM gGmbH · CrumbCrew · Crumbforest Initiative
MIT + CKL + HHL · Open Source
For children. Worldwide. Always. 💚

This repository contains the full academic, technical, and policy framework
of the Crumbforest architecture (v1.1).
It is optimized for:

• Offline‑first deployments
• Humanitarian operations (UNICEF, UNHCR, UNESCO, Save the Children)
• Local sovereignty (no cloud dependencies)
• pgvector indexing and semantic search
• Ethical and dual‑use‑preventive infrastructure
• Child protection beyond identity‑based systems

Folder Overview

• 00_Abstract — Academic abstract + keywords
• 01_Theory — Epistemological foundations
• 02_Architecture — System design & stack
• 03_Policy — Child safeguarding & ethics
• 04_NGO_Editions — Adapted versions for field agencies
• 05_Deployment — OPS-style guides & field kits
• 06_Annex — Glossary, literature, roles, changelog
• 07_Embeddings — Vector meta manifests & guidelines

For pgvector Indexing

All markdown files follow:
- ≤1000-token segments
- Stable ## headers
- No HTML, tables, or LaTeX
- ASCII diagrams only
- One concept per section

Licensing

• MIT — Technical implementations
• CKL (Crumbforest Kernel License) — Ethical constraints
• HHL (Haltung-und-Herz-Lizenz) — Human-first obligations

“Der Wald wächst, weil jeder Baum seine Wurzeln hat.
Die Kinder lernen, weil das Netz sie trägt.” 🌲💚