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Исследования2026年10月6日

The Cost of a Hop: Benchmarking NLIP and A2A

Autonomous agents built on Large Language Models (LLMs) need standardized protocols to interoperate across systems. Several now exist (A2A, MCP, ACP, ANP, NLIP), but the Natural Language Interaction Protocol (NLIP) has not appeared in any controlled performance study, and no…

Ranjan Sinha, Anindita Das, Ashika Anand Babu, Hari Palleti·arXiv — cs.AI
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Key Takeaways
  • 01.Autonomous agents built on Large Language Models (LLMs) need standardized protocols to interoperate across systems
  • 02.Several now exist (A2A, MCP, ACP, ANP, NLIP), but the Natural Language Interaction Protocol (NLIP) has not appeared in any controlled performance study, and no…

This material is provided as an extended analytical summary.

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