http://www.heyuan110.com/tags/lobster/Recent content in Lobster on Bruce on AI EngineeringHugoenThu, 02 Apr 2026 14:00:00 +0800http://www.heyuan110.com/posts/ai/2026-04-02-openclaw-multi-agent-setup-guide/Thu, 02 Apr 2026 14:00:00 +0800http://www.heyuan110.com/posts/ai/2026-04-02-openclaw-multi-agent-setup-guide/<p><img src="http://www.heyuan110.com/posts/ai/2026-04-02-openclaw-multi-agent-setup-guide/cover.webp" alt="OpenClaw multi-agent setup guide covering binding routing, Lobster pipelines, and collaboration patterns" loading="lazy" decoding="async" fetchpriority="low" width="1200" height="630" /> </p> <p>The biggest threat to your OpenClaw multi-agent system is not misconfiguration. It is <strong>letting LLMs handle orchestration</strong>.</p> <p>The typical setup looks elegant on paper: a Supervisor agent receives all messages, uses <code>sessions_send</code> to delegate to specialist agents, collects results, and delivers a unified response. In practice, every routing decision is a full API call, every specialist reply-back is another, and a simple &ldquo;write me a blog post&rdquo; might trigger 6-8 API requests. Worse, without anti-recursion rules, agents can enter circular delegation loops. <a href="https://cogentinfo.com/resources/when-ai-agents-collide-multi-agent-orchestration-failure-playbook-for-2026">Cogent&rsquo;s failure playbook</a> documents teams that <strong>burned thousands of dollars in minutes</strong> from exactly this pattern.</p>