Update README.md

Author: Astrodevil

README.md

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 This repository contains various agent demos built with Google's [ADK (Agent Development Kit)](https://google.github.io/adk-docs/), showcasing different patterns and capabilities for building AI agents. ADK is a flexible and modular framework that makes agent development feel more like software development. While optimized for Gemini and the Google ecosystem, it's model-agnostic, deployment-agnostic, and compatible with other frameworks. ADK enables developers to create, deploy, and orchestrate agentic architectures ranging from simple tasks to complex workflows, with features like multi-agent pipelines, tool integration, and sequential processing.
 
+If you're looking to build some Production grade agents with Google ADK or other frameworks, read this awesome guide by Nebius AI - [Agent 101: Launching production-grade agents at scale](https://nebius.com/blog/posts/launch-production-agents-at-scale)
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 ## LLM Integration
 
-All demos in this repository are powered by [Nebius AI](https://dub.sh/AIStudio) using open-source LLMs:
+All demos in this repository are [![Nebius powered](https://img.shields.io/badge/Powered%20by-Nebius%20AI-orange?style=flat&labelColor=orange&color=green)](https://dub.sh/AIStudio) using open-source LLMs:
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 - **Meta-Llama-3.1-8B-Instruct** - Used in most agent implementations
 - **Llama-3_1-Nemotron-Ultra-253B** - Used for advanced analysis in the Analyzer Agent