Update README.md

README.md

@@ -1,8 +1,26 @@
+---
+library_name: transformers
+tags:
+- agents
+- offline-first
+- edge-computing
+- context-aware
+- global-south
+- low-resource-nlp
+license: mit
+language:
+- en
+pipeline_tag: text-generation
+---
+
+
+
 # Contextual Engineering Patterns: Architecting Adaptable AI Agents
 
 [![License: CC BY 4.0](https://img.shields.io/badge/License-CC%20BY%204.0-lightgrey.svg)](https://creativecommons.org/licenses/by/4.0/)
 [![Status: Open Access](https://img.shields.io/badge/Status-Open%20Access-green.svg)]()
-[![Book: Published](https://img.shields.io/badge/Book-Read%20Full%20Text-blue)](https://zenodo.org) > **Reference implementations for the architectural patterns defined in the book *"Contextual Engineering: Architecting Adaptable AI Agents for the Real World"* by Tobi Lekan Adeosun.**
+[![Paper: AfricArXiv](https://img.shields.io/badge/Paper-Read%20Preprint-red)](https://africarxiv.ubuntunet.net/items/2af79f5d-ce68-4050-8b25-3bc9128c7232)
+[![Book: Published](https://img.shields.io/badge/Book-Read%20Full%20Text-blue)](https://zenodo.org/records/18005435) > **Reference implementations for the architectural patterns defined in the book *"Contextual Engineering: Architecting Adaptable AI Agents for the Real World"* by Tobi Lekan Adeosun.**
 
 ## 📖 Overview
 
@@ -13,6 +31,25 @@ This repository contains the **Python reference implementations** for the three
 2.  **Cultural Adapter:** Managing semantic drift and high-context communication.
 3.  **Safety Adapter:** Enforcing constitutional guardrails and Human-in-the-Loop (HITL) workflows.
 
+## ⚡ Quick Start (Hybrid Router)
+
+How to use the **Infrastructure Adapter** to route traffic based on connectivity:
+
+```python
+from src.infrastructure.inference_router import HybridRouter
+
+# Initialize router with cost/latency preferences
+router = HybridRouter(preference="economy", offline_fallback=True)
+
+# The router automatically checks network status (N(t))
+model_choice = router.select_model(
+    prompt="Summarize this contract",
+    complexity_score=0.85
+)
+
+print(f"Routing to: {model_choice}")
+# Output: "Llama-3-8B-Local" (if offline) or "GPT-4o" (if online)
+
 ## 📂 Repository Structure
 
 The code is organized by the "Adapter Layer" it serves, matching the chapters of the manuscript.
@@ -28,3 +65,17 @@ The code is organized by the "Adapter Layer" it serves, matching the chapters of
 │   └── culture
 │       └── context_injector.py   # (Chapter 6) Dynamic Few-Shot Prompting logic
 └── README.md
+
+
+## Citation
+
+If you use this framework in your research, please cite the associated whitepaper:
+
+```bibtex
+@article{adeosun2026contextual,
+  title={Contextual Engineering: Architectural Patterns for Resilient AI Agents},
+  author={Adeosun, Tobi},
+  journal={AfricArXiv},
+  year={2026},
+  url={[https://osf.io/preprints/africarxiv/](https://osf.io/preprints/africarxiv/)[YOUR_HANDLE]}
+}