Add table from read me

Author: MichaelSun48

agentex/docs/docs/development_guides/enterprise_edition.md

@@ -7,4 +7,27 @@ Agentex Enterprise Edition offers enhanced capabilities to support, monitor, and
 
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+## Why Open Source?
+
+At Scale, we've spent the last three years building enterprise AI agents and learned how different every use case is. To unify our approach, we built a single delivery framework and now we're open-sourcing it to share what we've learned. Many enterprises have built upon open source tooling, and we want to contribute to that ecosystem. Our goal is simple: see more useful AI in production.
+
+Agentex is also cloud-agnostic and Kubernetes-native. We intentionally kept it lightweight and unopinionated to maximize flexibility and to incur minimal infrastructure and security overhead.
+
+Here are the differences between Open Source vs Enterprise to meet different organizational needs:
+
+| Feature | Open Source Edition | Enterprise Edition |
+|---------|--------------------|--------------------|
+| **Source Code** | ✅ Open source server, developer UI, and SDK | ✅ Open source server, developer UI, and SDK |
+| **Local Development** | ✅ Use this repo for local development | ✅ Use this repo for local development |
+| **Community Support** | ✅ GitHub issues, discussions, pull requests | ✅ GitHub issues, discussions, pull requests |
+| **GitOps Setup** | ❌ DIY deployment using public helm charts and the `agentex` CLI in CI/CD | ✅ Scale sets up CI/CD on select repositories for automatic agent deployment |
+| **Builder Tools** | ❌ Bring your own (vector stores, models, etc.) | ✅ Model inference, knowledge bases, etc. |
+| **Agent Operations (AgentOps)** | ❌ Not included | ✅ Full agent lifecycle management: hosting, version control, interaction UI, tracing, evaluation |
+| **Identity Management** | ❌ No user management | ✅ SSO/SAML authentication, centralized API key management |
+| **Enterprise Operations** | ❌ Self-service setup | ✅ Uptime/availability SLAs, security reviews, deployment, installation, ongoing maintenance |
+
+**Ready for Enterprise?** Contact our team at https://scale.com/demo to discuss your requirements.
+
+> For our current and future customers, Agentex is a module that is hosted and deployed as part of the Scale GenAI Platform's Enterprise License. This open source project is meant to give people a local development ability and community support.