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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Mabel Kwok

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Open access Aug 2026

Tool-Augmented Language Agents with Iterative Self-Critique for Complex Task Planning

The research details a comprehensive methodological framework, formalizing the probabilistic decision-making and critique generation processes and indicates that integrating reflective cognition paradigms with modular toolsets is essential for deploying autonomous language agents in high-stakes, real-world applications.

Mabel Kwok · 0 citations

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