Multi-Agent Articles
Browse 267 articles about Multi-Agent.
Four Types of AI Agents Explained: Coding Harnesses, Dark Factories, Auto Research, and Orchestration
Not all AI agents are the same. Learn the four distinct agent types used in production, when to use each, and why mixing them up leads to failure.
Single-User vs Multi-User AI Agents: Why Architecture Changes Everything at Scale
Building an AI agent for yourself is fundamentally different from deploying one for thousands of users. Here's what breaks and how to architect for scale.
What Is a Dark Factory AI Agent? How to Build Fully Autonomous Software Pipelines
Dark factory agents run spec-to-software with minimal human involvement. Learn how they work, when to use them, and how they differ from coding harnesses.
What Is the Auto Research Loop? How AI Models Now Train Themselves
From MiniMax M2.7 to OpenAI Codex, AI models are now helping build the next version of themselves. Here's how the auto research loop works and why it matters.
What Is the Agentic OS Architecture? How to Stack Context, Memory, Collaboration, and Self-Learning
The agentic OS combines four patterns: fresh context, shared brand memory, skill collaboration, and self-learning. Here's how to build it.
Claude Code Computer Use vs OpenClaw: Which Agent Control System Is Better?
Compare Claude Code Computer Use and OpenClaw for desktop automation, security, and ease of setup to find the right agent control system.
Claude Code Skill Collaboration: How to Chain Skills Into End-to-End Workflows
Learn how to build Claude Code skills that hand off work to each other automatically, eliminating you as the bottleneck in multi-step workflows.
How to Evaluate Any New AI Agent Product Using Three Key Axes
Use the where-it-runs, who-orchestrates, and interface-contract framework to quickly evaluate any new AI agent product and decide if it fits your needs.
What Is the OpenClaw Ecosystem? How to Choose Between Sovereignty, Delegation, and Distribution
OpenClaw, Perplexity Computer, Manis, and Claude Dispatch each make different bets. Here's the framework for choosing the right agent platform.
What Is the Relentless Simplification Trend in AI? Why Every Tool Is Becoming a Conversational Agent
AI agents are compressing the interface layer across every vertical. Learn what this means for builders and which products will survive the shift.
What Is Anthropic Claude Code Agent Teams? How Parallel Agents Coordinate in Real Time
Claude Code Agent Teams let multiple AI agents work in parallel and communicate with each other. Learn how they work and when to use them.
What Is Claude Code Computer Use? How to Control Your Desktop with AI
Claude Code's new Computer Use feature lets AI control your mouse, keyboard, and apps. Learn how it works and when to use it.
What Is Manis My Computer? Meta's Desktop AI Agent Explained
Manis My Computer brings the web-based Manis agent to your desktop, letting it execute terminal commands and control local apps. Here's what it does.
How to Optimize AI Agent Token Costs with Multi-Model Routing
Using the right model for each task—frontier for planning, smaller for sub-agents—can cut your AI token costs dramatically. Here's a practical routing strategy.
How to Build a Claude Code Skill That Chains Into a Full Business Workflow
Learn how to chain Claude Code skills so they hand off work to each other automatically—no manual copy-pasting, no context pollution, no bottlenecks.
What Is the MCP Server Trap? Why Wrapping an API Is Not Enough for Agent-Readable Data
Shipping an MCP server doesn't make your company agent-readable. Here's why clean data architecture matters more than the interface layer on top of it.
OpenClaw Best Practices: 14 Tips for Power Users After 200+ Hours
After 200+ hours with OpenClaw, here are 14 proven best practices—Telegram threads, model routing, sub-agents, crons, security, and more.
How to Use Cron Jobs in OpenClaw to Automate Nightly Tasks Without Hitting Rate Limits
Scheduling OpenClaw crons overnight preserves your rolling quota window for daytime use. Here's how to set up nightly automation with smart scheduling.
How to Use Telegram Threads with OpenClaw for Better Agent Memory
Using separate Telegram threads per topic is the single biggest unlock for OpenClaw memory. Here's how to set it up and why it works so well.
What Is the Agentic Shopping Era? How AI Agents Are Replacing the Browser for Commerce
AI agents are replacing search and browsing for product discovery. Here's what agentic shopping means for businesses, retailers, and anyone building on AI.