Engineering Notes
Thoughts and Ideas on AI by Muthukrishnan
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Tag: Multi-Agent
18
Feb 2026
Role Specialization and Crew Based Multi Agent Architectures
How assigning specialized roles to AI agents and orchestrating them as a crew produces better outcomes than monolithic single-agent systems
01
Jan 2026
Building a Multi-Agent Swarm with OpenAI Swarm Framework
Learn the basics of OpenAI's experimental Swarm framework for lightweight multi-agent orchestration with handoffs and routines.
28
Dec 2025
Building a Multi-Agent Travel Planner with Google ADK
Create a travel planning system with specialized agents for flights, hotels, and activities using Google's Agent Development Kit.
26
Dec 2025
Building a Multi-Agent Code Review System with AutoGen
Create a team of specialized AI agents that review code for security, style, and logic issues using Microsoft's AutoGen framework.
22
Dec 2025
CrewAI vs LangGraph Building the Same Multi-Agent System in Both
A side-by-side comparison of CrewAI and LangGraph by implementing the same research assistant workflow in both frameworks.
27
Nov 2025
Consensus Algorithms for Coordinating Agreement in Distributed Agent Systems
When multiple AI agents need to make a collective decision—whether it's agreeing on a shared belief, coordinating a dis...