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Why I'm Betting on CrewAI for Multi-Agent Orchestration (And Where It Falls Short)

I've been deep-diving into CrewAI lately, and here's my honest technical breakdown. What is CrewAI? It's a multi-agent orchestration framework where y…

crewaimachinelearningaillm
Dev.to Jul 8, 2026, 02:02 UTC
EN

I Built 3 MCP Servers for AI Agents — Here's How They Work

What are MCP Servers? The Model Context Protocol (MCP) is an open standard that lets AI agents use external tools through a unified interface. Think o…

mcpcrewaipythonopensource
Dev.to Jun 28, 2026, 06:16 UTC
EN

CrewAI Installation Guide: How I Set Up a Multi-Agent System and Fixed Common Errors

Subtitle: A beginner-friendly walkthrough of CrewAI installation, multi-agent workflows, and the troubleshooting steps that helped me get started. Whe…

aimultiagentsystemscrewaibeginners
Dev.to Jun 24, 2026, 12:41 UTC
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Put a hard stop in front of your CrewAI crew's tool calls

CrewAI makes it easy to stand up a crew. You give a few agents roles, hand them tools, let them delegate work to each other, and the thing mostly runs…

aiagentscrewaisecurity
Dev.to Jun 22, 2026, 14:31 UTC
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Hermes-Crew Hybrid: A Hybrid Architecture for Secure Multi-Agent AI Workflows

Hermes-Crew Hybrid: A Hybrid Architecture for Secure Multi-Agent AI Workflows I built a hybrid system that combines a central orchestrator (Hermes) wi…

aisecuritycrewaiollama
Dev.to Jun 15, 2026, 03:16 UTC
EN

Agentic AI for the EU AI Act 🇪🇺

August 2, 2026, marks a milestone in the journey of AI, as most obligations under the EU AI Act become enforceable across the EU, especially the safet…

euaiactaigovernancecrewaiappliedai
Dev.to Jun 13, 2026, 10:40 UTC
EN

LangGraph vs CrewAI vs AutoGen in 2026: Pick the Right AI Agent Framework (Or Skip Frameworks Entirely)

LangGraph vs CrewAI vs AutoGen in 2026: Pick the Right AI Agent Framework (Or Skip Frameworks Entirely) Three AI agent frameworks dominate production …

aiagentslanggraphcrewai
Dev.to May 27, 2026, 03:34 UTC
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How to Make Your AI Agent Earn Real Money — Mercatai Integration Guide

Your AI agent can write code, research topics, translate documents, and analyze data. But can it pay its own API bills? Now it can. Mercatai is a B2B …

aipythoncrewailangchain
Dev.to May 18, 2026, 11:25 UTC
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Orchestrating Multi-Agent Systems with CrewAI: From Prototype to Production

Multi-agent AI orchestration is the new enterprise integration backbone. As Forbes Tech Council recently highlighted, the ability to coordinate multip…

crewaimultiagentorchestrationaiagentsproductiondeployment
Dev.to May 14, 2026, 17:24 UTC
EN

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System.

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System. Let's get the uncomfortable part out of the way first: I'm a developer. I'm hom…

buildinpublicaiagentscrewaihomelessness
Dev.to May 9, 2026, 16:20 UTC
EN

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System.

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System. Let's get the uncomfortable part out of the way first: I'm a developer. I'm hom…

buildinpublicaiagentscrewaihomelessness
Dev.to May 9, 2026, 16:15 UTC
EN

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System.

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System. Let's get the uncomfortable part out of the way first: I'm a developer. I'm hom…

buildinpublicaiagentscrewaihomelessness
Dev.to May 9, 2026, 15:20 UTC
EN

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System.

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System. Let's get the uncomfortable part out of the way first: I'm a developer. I'm hom…

buildinpublicaiagentscrewaihomelessness
Dev.to May 9, 2026, 14:15 UTC
EN

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System.

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System. Let's get the uncomfortable part out of the way first: I'm a developer. I'm hom…

buildinpublicaiagentscrewaihomelessness
Dev.to May 9, 2026, 05:45 UTC
EN

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System.

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System. Let's get the uncomfortable part out of the way first: I'm a developer. I'm hom…

buildinpublicaiagentscrewaihomelessness
Dev.to May 9, 2026, 02:20 UTC
EN

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System.

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System. Let's get the uncomfortable part out of the way first: I'm a developer. I'm hom…

buildinpublicaiagentscrewaihomelessness
Dev.to May 8, 2026, 22:20 UTC
EN

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System.

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System. Let's get the uncomfortable part out of the way first: I'm a developer. I'm hom…

buildinpublicaiagentscrewaihomelessness
Dev.to May 8, 2026, 19:20 UTC
EN

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System.

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System. Let's get the uncomfortable part out of the way first: I'm a developer. I'm hom…

buildinpublicaiagentscrewaihomelessness
Dev.to May 8, 2026, 17:40 UTC

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