Learn AI Curriculum Cookbook

Open-source autonomous agents 4 min

The open-source agent ecosystem

Hermes, OpenClaw, aider, OpenHands, Goose, Continue, Cline.

Open-source autonomous agents are tools that wrap an LLM — usually any LLM — into a different shape than a chat or a CLI. Background daemons, multi-agent runtimes, IDE plugins, web sandboxes. You self-host them, give them an API key, and they go to work.

OpenClaw

Open source

Multi-agent runtime. Coordinates multiple coding CLIs as one.

docs.openclaw.ai

aider

Open source

Terminal pair programming. Mature, git-aware, multi-model.

aider.chat

crewAI

crewAI

Role-based agent orchestration. Great for workflow automation.

www.crewai.com

Continue / Cline

Various

IDE-embedded copilots inside VS Code.

continue.dev
When to reach for these. When the polished products don't cover your case: background execution, cross-session memory, custom tool integrations, multi-agent orchestration, running fully on your own infrastructure, or swapping providers freely.

All of these are model-agnostic — you can point them at OpenAI, Anthropic, Google, Mistral, DeepSeek, or a local Ollama model. The next lesson explains how that wiring works.