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Running AI agents at scale sounds powerful ā and it is. But without a deliberate cost strategy, orchestration frameworks like OpenClaw, Claude code, Harmes agent, and CrewAI can quietly drain your budget through thousands of invisible, redundant, or oversized API calls. This explainer breaks down the real economics behind multi-agent AI systems and gives you the practical playbook to keep them lean without sacrificing performance. Whether you're building a research pipeline, an autonomous coding assistant, or a customer-facing multi-agent product, this video gives you the mental models and techniques to ship something that scales ā financially and technically. --------------------------------------------------------- š¦ GetClaw ā One-click OpenClaw deployment on a dedicated cloud server. Pre-configured, always-on, and ready in under 30 seconds. ā [https://www.getclaw.com/en?ref=ahmadaman-ef5a94] (affiliate link ā supports the channel!) --- š Subscribe for more AI engineering content