AIMar 22, 2025Build AI Agents with Azure AI Agent Service and NeonAgents can be implemented using various GenAI (Generative AI) frameworks, including LangChain, LangGraph, LlamaIndex, and Semantic Kernel. All these frameworks support using Neon. Implementing AI driven functions or tools calling required hundreds of lines of code—now, it takes j...Bobur Umurzokov
AIMar 13, 2025Vibe Coding With AI to Generate Synthetic Data: Part 1In this blog post, I’ll share my experience of vibe coding as I explore AI driven synthetic data generation, the tests I ran, and the challenges I faced along the way. What is vibe coding? Vibe coding is all about skipping the boilerplate and getting straight to the good stuff. I...Paul Scanlon
AIMar 12, 2025What’s MCP all about? Comparing MCP with LLM function callingThe Model Context Protocol (MCP) has been rapidly gaining traction, going viral on social media over the past two weeks. The community has already built dozens of MCP servers across a wide spectrum of domains, extending LLM capabilities with external tools, services, and data sou...Andre Landgraf
AIFeb 12, 2025Multi-Agent AI Solution with Neon, Langchain, AutoGen and Azure OpenAIMaking AI Work for Your Data AI agents are becoming active participants in data management. Nowadays instead of writing SQL queries, you can simply ask and chat with your data “Show me all shipments currently in transit.” Or even better, AI agents can act on your data “Create a n...Bobur Umurzokov
AIFeb 05, 2025Multitenant RAG with Neon on AzureWhen you are building chat applications for internal teams or customer support, you need to isolate data to meet data residency and compliance requirements. Also, you want to chat with internal documents or APIs securely and safely. You can’t rely on public AI services like ChatG...Bobur Umurzokov
AIJan 30, 2025Build an end-to-end RAG pipeline entirely in psql using pgrag and DeepSeekRetrieval Augmented Generation (RAG) works by taking a user’s question, searching for information relevant to that question, and then including the retrieved information alongside the question in a prompt to an AI chat model ChatGPT/Claude/DeepSeek, please answer question X using...George MacKerron
AIJan 22, 2025Generative Feedback Loops with Neon serverless Postgres, Azure Functions, and Azure OpenAIAs vector search and Retrieval Augmented Generation(RAG) become mainstream for Generative AI (GenAI) use cases, we’re looking ahead to what’s next. GenAI primarily operates in a one way direction, generating content based on input data. Generative Feedback Loops (GFL) are focused...Bobur Umurzokov
AIJan 14, 2025How to Create Your Personal AI Powered Email Assistant in AzureThis blog explains how to build an AI powered email Assistant that can draft, edit, and send emails, store them as vector embeddings, and retrieve similar emails using contextual search. The assistant leverages Semantic Kernel for AI operations, Neon for vector storage, and Azure...Konstantinos Passadis
AIJan 08, 2025Building an Intelligent SQL Query Assistant with Neon, .NET, Azure Functions, and Azure OpenAI serviceNeon SQL editor provides AI driven features, such as SQL generation to easily convert natural language requests to SQL. However, there may be situations where you need to build your own AI query assistant for custom needs. For example, you might need tighter integration with your...Bobur Umurzokov
AIDec 20, 2024Building a CLI Client For Model Context Protocol ServersThe Model Context Protocol (MCP) keeps gaining traction in the AI space, and since the launch of the Neon MCP Server (2 weeks ago), the community has built dozens of these servers across a wide spectrum of domains. However, the Claude Desktop app has established itself as the def...Pedro Figueiredo