adding middleware

.spellcheck-en-custom.txt

@@ -132,3 +132,5 @@ Vectorization
 venv
 Zhao
 Middleware
+safegaurd
+middleware

docs/middleware/README.md

@@ -0,0 +1,42 @@
+---
+title: BeeAI Middleware Demo
+description: A quick guide to understanding and exploring BeeAI
+  Middleware
+logo: images/BeeAI-Logo-White.png
+---
+
+# BeeAI Middleware Demo ⚙️
+
+This demo introduces **BeeAI Middleware**, showing how you can intercept, modify, validate, or route agent requests to safegaurd against prompt injection attacks, invisible text, and secrets detection.
+
+<hr>
+
+## 🔧 What This Demo Covers
+
+BeeAI Middleware lets you plug custom logic into the agent emitted event. In
+this notebook, you'll explore how to:
+
+- Inspect or transform **inputs** before the LLM sees them
+- Enforce **middleware checks** such as formatting, guardrails, or LLM as judge
+- Log and analyze **intermediate agent decisions**
+- Modify or filter **outputs** before they reach the user
+- Combine multiple middleware layers to create richer behavior
+
+Middleware helps you shape agent interactions *without defining tools or
+imposing conditional requirements*. It simply provides hooks into the
+request/response flow.
+
+<hr>
+
+## 🚀 Getting Started
+
+- Google Account – Required for accessing Google Colab
+- Workshop Notebook – Open the notebook <a target="_blank" rel="noopener noreferrer" href="https://colab.research.google.com/github/IBM/beeai-workshop/blob/main/middleware/beeai_middleware.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
+- Personal Copy – If you'd like to save your changes, please copy this notebook and create your own version
+
+## Learn More About BeeAI
+
+## Learn More About BeeAI
+
+- 📚 **Framework Documentation**: [https://framework.beeai.dev/introduction/welcome](https://framework.beeai.dev/introduction/welcome)
+- 🧠 **GitHub Repository**: [https://github.com/i-am-bee/beeai-framework](https://github.com/i-am-bee/beeai-framework)