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Swarms Blog

Engineering notes, product updates, and guides for building multi-agent systems with Swarms.

11 articles

Product

Inside the Swarms Cloud Workflow Builder: Visual Multi-Agent Graphs

A detailed look at how the Swarms Cloud Workflow Builder turns agents into a visual, connectable graph, how the underlying graph workflow execution model works, and how to build a production multi-agent pipeline with it.

Guides

What Is a Multi-Agent System?

A clear, no-fluff explanation of what a multi-agent system actually is, why single LLM calls hit a ceiling, and the handful of ways multiple AI agents coordinate to get real work done.

Guides

Single Agent vs. Multi-Agent: When One Agent Isn't Enough

A practical decision framework for choosing between a single well-tooled agent and a multi-agent architecture, with concrete signals, a worked example, and a checklist.

Engineering

Manager-Worker Agent Architectures: A Practical Introduction

How director agents plan, delegate, and aggregate work across specialist worker agents, and when the extra layer of hierarchy is actually worth it.

Product

Compare Agents Side by Side on Swarms Cloud

Swarms Cloud's new Compare tool lets teams run the same task through two to six agent configurations at once, then see real cost, token usage, and output differences side by side before committing to production.

Guides

Agentic AI Explained: How Autonomous Agents Actually Decide What to Do

A precise, mechanics-first explanation of agentic AI: the perceive-reason-act loop, how agents call tools mid-task, how memory shapes decisions, and why reasoning strategy is a configurable knob rather than a fixed property of the model.

Engineering

Sequential, Concurrent, and Graph Workflows: The Three Shapes of Agent Orchestration

Every multi-agent pipeline reduces to one of three topologies: a line, a fan-out, or a DAG. A framework-agnostic look at sequential, concurrent, and graph orchestration, with real code for each.

All-New Swarms Cloud Updates
Product

All-New Swarms Cloud Updates

Swarms Cloud adds a token usage dashboard, model pages spanning 1,500+ models, subscription management, and a wave of platform improvements for teams building production multi-agent systems.

Engineering

Swarms v2.0: The First Multi-Agent Framework in Rust

Introducing the revolutionary Rust-based multi-agent framework that delivers unprecedented performance and memory safety for enterprise AI deployments.