Unverified50% confidenceConceptExact time
The new paradigm proposed by the study can be summarized as: humans design the constraint harness and the verifier, and the agent is responsible for building the model.
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10/14/2026
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UnverifiedThe research team designed a multi-agent framework integrating four capabilities: planning, tool invocation, observation, and verification.71% similarUnverifiedThe core contribution of the paper is the proposal of a complete framework for designing and evaluating autonomous systems.71% similarUnverifiedThe agent toolchain is shifting from simulating human operations toward a structured, verifiable execution layer, with permission control and effect verification being the key elements in making this type of technology production-ready.70% similarVerifiedThe essence of an agent is to equip a model with the capabilities of planning, tool calling, multi-step reasoning, and environment interaction.69% similarUnverified对于新手建议从逐步确认模式入手，建立对工具行为的直觉认知后再切换到更自主的模式69% similar
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