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• SMC mechanism speeds up tool-using LLM agents via speculative drafting: Researchers have introduced Speculative Macro Commit (SMC), a runtime mechanism designed to reduce wall-clock time for tool-using LLM agents. SMC uses a faster speculative drafter model to predict and execute future action chains on an isolated environment snapshot.

  Research • arXiv

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• Researchers propose decision framework for proactive AI service agents: A new survey paper defines proactive service agents that infer service opportunities from incomplete environmental and user signals rather than waiting for explicit instructions. The researchers formulate this problem as a partially observable sequential decision process constrained by authorization and risk.

  AI agents • arXiv

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