ByteBrief
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Multi-agent AI systems waste tokens through repeated retrievals, duplicate prompts, and oversized context windows. At production scale, these inefficiencies tax latency, infrastructure, and cloud spend. Enterprise platforms coordinating thousands of requests face severe cost pressures, making token-efficient architecture essential for engineering teams deploying AI agents.
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