The perfect agent system
Summary
The author recounts building a multi-agent system called Alfred with specialist agents and tools like OpenClaw and H-agent, but after repeated failures, advises starting simple with a single agent to avoid complexity and token waste.
Similar Articles
Stop Building Multi-Agent Systems
An opinion piece arguing that adding more agents to a system is often a misguided fix for reliability issues, and that a single well-designed agent with better context, tools, guardrails, and evaluation is usually superior.
I solved the 3 biggest pain points I kept hitting with multi-agent setups
Agentlas introduces a hierarchical multi-agent architecture to eliminate infinite loops, offers guided agent creation through interviews, and includes a security scanner for reviewing agents before installation.
AI agents still suck, so I built my own
The author built a custom AI agent application wrapping Claude Code and upcoming Codex support, focusing on composable workflows and seeking community feedback.
A developer shares insights on how to maximize AI agent capabilities, arguing that simpler setups and understanding core principles are more effective than complex harnesses and libraries.
A developer shares insights on how to maximize AI agent capabilities, arguing that simpler setups and understanding core principles are more effective than complex harnesses and libraries.
This article systematically reviews AI Agent architecture and engineering practices, covering control flow, context engineering, tool design, memory, multi-agent organization, evaluation, tracing, and security. It is based on the OpenClaw implementation and emphasizes the critical role of Harness (testing and validation infrastructure) for system stability.
This article systematically reviews AI Agent architecture and engineering practices, covering control flow, context engineering, tool design, memory, multi-agent organization, evaluation, tracing, and security. It is based on the OpenClaw implementation and emphasizes the critical role of Harness (testing and validation infrastructure) for system stability.