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# Tool Calling in LangChain, LangGraph, and MCP: # Three Layers, One Intelligent System

Now I have the freshest 2025–2026 data. Let me write the fully verified, trend-accurate, non-repetitive final version: Tool Calling in AI Agents: Lang…

toolcallinglangchainlanggraphmcp
Dev.to Apr 21, 2026, 10:21 UTC
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Productionizing LLMs in Go: Distributed Budgeting, LangChain, and ROI Tracking

From "Hello World" to Production: Stop the LLM Bill Shock for Good A few weeks ago, we introduced Otellix —the Go-native observability SDK designed to…

goo11ylangchainai
Dev.to Apr 18, 2026, 06:30 UTC
EN

Title: How to add a governance layer to your LangChain agent in 3 lines

Every tutorial shows you how to build an AI agent. Nobody shows you what happens when it does something it shouldn't. Your agent approves a payment it…

pythonlangchainopensourcetutorial
Dev.to Apr 16, 2026, 21:21 UTC
EN

Building a Voice-Controlled AI Agent with Groq, LangGraph, and Streamlit

A detailed walkthrough of architecture, safety constraints, and lessons learned. Most assistants stop at answering in a chat box. I wanted something c…

opensourcewhisperagentslangchain
Dev.to Apr 14, 2026, 23:16 UTC
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# LangChain vs LangGraph: Which Agent Framework Actually # Delivers in Production?

Table of Contents What Each Framework Actually Is The Core Architectural Difference How LangChain Automates Real Workflows How LangGraph Automates Rea…

langchainlanggraphagentsai
Dev.to Apr 13, 2026, 17:15 UTC
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SubAgents: Langchain Agents as Tools with Langfuse using AWS Bedrock Nova 🤖

AI agents are powerful, but they become truly effective when they’re broken down into smaller, specialized parts . This post introduces the idea of su…

aiagentslangchainlangfuse
Dev.to Apr 13, 2026, 06:26 UTC
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Debugging LangChain Agents in Production: A Real-Time Monitoring Strategy That Actually Works

You know that feeling when your LangChain agent mysteriously stops responding to certain prompts, and you're left staring at logs wondering what went …

monitorlangchainagents
Dev.to Apr 11, 2026, 22:30 UTC

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