Blog

Building a Local Multi-Agent Research System: LangGraph, Langfuse, and Open-Source LLMs

February 23, 2026

A deep research agent built with LangGraph, Qwen3-30B running locally via LM Studio, and full execution observability through Langfuse. This post walks through four patterns that matter for production agentic systems: multi-agent orchestration, the human interrupt pattern, clean context management, and agent observability—all running at zero API cost.

LangGraphMulti-AgentLangfuseLM StudioQwen3Open-Source LLMHuman-in-the-LoopAgent ObservabilityPythonAI AgentsTavilyLocal LLM
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Building an Evidence-Based Health Knowledge Graph: Where AI Meets Longevity

November 23, 2025

Healthcare and longevity have always fascinated me. This project combines my passion for evidence-based health with AI—building an intelligent system that answers health questions using actual PubMed research papers, powered by Neo4j knowledge graphs and local LLM inference.

PythonGraphRAGNeo4jLlamaIndexPubMedKnowledge GraphLLMMedicine 3.0LongevityRAGMLXPharmacovigilance
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Automating Invoice Data Extraction with Azure Form Recognizer and GPT-4o-mini

May 4, 2025

In this project, I automated the extraction of ingredient details such as name, unit, quantity, and price from invoices using Azure's Form Recognizer and GPT-4o-mini. The solution leverages state-of-the-art AI models to improve accuracy when data is incomplete or not recognized by default. In this article, I'll explain the choices behind the tools I used, the workflow, and the cost breakdown, making it easy for others to replicate and scale a similar solution.

Azure Form RecognizerGPT-4o-miniAI InvoicesDocument AutomationData ExtractionAzure Functions.NETInvoice AutomationOCRAI Development
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Building a Modern Blog Portfolio with Next.js and Azure Static Web Apps: A Developer's Journey to Free, Scalable Hosting

June 2, 2025

Learn how I built a professional blog using Next.js and Azure Static Web Apps for just $10/year. This guide covers the file-based architecture, static site generation benefits, and step-by-step implementation that delivers enterprise-grade features at unbeatable cost.

Next.jsAzure Static Web AppsStatic Site GenerationSSGCloudflareBlog DevelopmentJAMstackWeb DevelopmentFree HostingCost-Effective HostingFile-Based CMSSEO Optimization
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.NETAgent ObservabilityAI AgentsAI DevelopmentAI InvoicesAzure Form RecognizerAzure FunctionsAzure Static Web AppsBlog DevelopmentCloudflareCost-Effective HostingData ExtractionDocument AutomationFile-Based CMSFree HostingGPT-4o-miniGraphRAGHuman-in-the-LoopInvoice AutomationJAMstackKnowledge GraphLangfuseLangGraphLlamaIndexLLMLM StudioLocal LLMLongevityMedicine 3.0MLXMulti-AgentNeo4jNext.jsOCROpen-Source LLMPharmacovigilancePubMedPythonQwen3RAGSEO OptimizationSSGStatic Site GenerationTavilyWeb Development