
AI Agent Orchestration: Designing Multi-Step Workflows with Tools, Memory, and Handoffs
A practical guide to building reliable multi-step AI agent systems, covering single vs.
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A practical guide to building reliable multi-step AI agent systems, covering single vs.
Add web search to a CrewAI agent with crewai-agentsearch: free search with no API key, a researcher + writer crew, Extract, Render and spend caps.

A case study of verified AI failures, their documented cost, and the rules in force as of 11 October...
You can feel the limit before you name it. The crew runs clean in your terminal, then a teammate asks...

LangGraph is the default Python framework for agentic AI in 2026, with Microsoft Agent Framework for Azure shops and CrewAI for fast prototypes.

We compared five agentic AI frameworks on control, licence and production use. LangGraph wins overall; here is who should pick each one instead.
LangGraph, CrewAI, and AutoGen dominate multi-agent orchestration in 2026. A comparison of architectures, strengths, and limitations – with decision guidance for development teams.
Every team building an AI agent this year hits the same fork in the road, usually about two weeks in....

On crewai 1.15.18 I gave a CrewAI orchestrator one tool, crm_query, and allow_delegation=True. I gave...
How to add trust verification to CrewAI agents
The problem A B2B prospecting workflow usually looks the same regardless of industry: you...

27 runs of the same digest agent across three frameworks, with every LLM call recorded. LangGraph's explicit loop cut output variance by 77% - at 2.5x the tokens.