n4nAI

Topic

AutoGen Multi-Agent Conversations & Group Chat

14 posts on autogen multi-agent conversations & group chat — part of framework tutorials on the n4n AI blog.

Framework tutorialsGuide

Speaker selection strategies in AutoGen GroupChat

Master AutoGen GroupChat speaker selection with practical strategies — built-in methods, custom functions, LLM-based routing, and hybrid approaches for production multi-agent systems.

6 min read
Framework tutorialsHow-to

Setting termination conditions in AutoGen group chats

Learn to configure termination conditions in AutoGen group chats with max rounds, custom functions, and message-based triggers — complete with runnable code and verification steps.

5 min read
Framework tutorialsComparison

Sequential chat vs group chat in AutoGen

Compare AutoGen sequential chat vs group chat patterns with code examples, a decision matrix, and clear guidance on when to use each multi-agent architecture.

6 min read
Framework tutorialsGuide

Nested conversations in AutoGen: a practical guide

Learn to build nested conversations in AutoGen with working code patterns, context isolation strategies, and pitfalls to avoid when orchestrating multi-agent workflows.

5 min read
Framework tutorialsTutorial

Multi-agent debate pattern with AutoGen and n4n.ai

Build a multi-agent debate system with AutoGen using n4n.ai as the inference gateway, with runnable code and checkpoint outputs.

3 min read
Framework tutorialsDefinition

AutoGen GroupChatManager configuration explained

Understand AutoGen GroupChatManager configuration — speaker selection, termination conditions, and message routing for multi-agent workflows.

4 min read
Framework tutorialsHow-to

Human-in-the-loop conversations with AutoGen

A practical guide to implementing human-in-the-loop conversations with AutoGen, covering user proxy agents, approval workflows, and state persistence for production multi-agent systems.

5 min read
Framework tutorialsHow-to

Mix GPT-4o and Claude 3.5 Sonnet per agent via n4n.ai

Learn to autogen mix gpt-4o claude 3.5 sonnet agents n4n.ai: configure per-agent models in AutoGen via a single OpenAI-compatible gateway endpoint.

3 min read
Framework tutorialsGuide

Cost optimization: cheap models per agent with n4n.ai

Practical guide to autogen cost optimization cheap models n4n.ai: assign per-agent model tiers, configure gateway, measure token usage in multi-agent flows

4 min read
Framework tutorialsHow-to

Code generation and execution agents in AutoGen

Step-by-step guide to building autogen code generation execution agents with AutoGen: configure LLM, run local code executor, verify output, and scale to group chat.

3 min read
Framework tutorialsTutorial

Building a customer support agent team with AutoGen

Hands-on tutorial for building an autogen customer support agent team with AutoGen group chat, including runnable Python code, config, and output examples.

2 min read
Framework tutorialsTutorial

Build a planner, coder, and critic team with AutoGen

Build an autogen planner coder critic agent team with AutoGen group chat: hands-on tutorial splitting design, coding, and review into specialized agents.

3 min read
Framework tutorialsTutorial

AutoGen GroupChat tutorial: orchestrating multiple agents

Hands-on autogen groupchat tutorial multiple agents: build a multi-agent coding and review pipeline with GroupChat, speaker control, and safe code exec.

3 min read
Framework tutorialsHow-to

Adding a RAG agent to an AutoGen group chat

Practical walkthrough for engineers adding a RAG agent to an AutoGen group chat: wire retrievers, configure agents, run end-to-end, and verify.

3 min read