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Adaptation of Agentic AI

An episode of the Build Wiz AI Show podcast, hosted by Build Wiz AI, titled "Adaptation of Agentic AI" was published on December 26, 2025 and runs 15 minutes.

December 26, 2025 ·15m · Build Wiz AI Show

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This episode explores a unified framework for adapting agentic AI systems, detailing how foundation models are specialized to plan, reason, and master external tools for complex tasks. We analyze the four adaptation paradigms—A1, A2, T1, and T2—revealing how modular tool optimization can be up to 70 times more data-efficient than traditional monolithic agent retraining. Discover the shift toward symbiotic ecosystems, where stable reasoning cores work in harmony with agile, evolving tools to drive breakthroughs in software development and scientific research.Source: https://www.arxiv.org/pdf/2512.16301

This episode explores a unified framework for adapting agentic AI systems, detailing how foundation models are specialized to plan, reason, and master external tools for complex tasks. We analyze the four adaptation paradigms—A1, A2, T1, and T2—revealing how modular tool optimization can be up to 70 times more data-efficient than traditional monolithic agent retraining. Discover the shift toward symbiotic ecosystems, where stable reasoning cores work in harmony with agile, evolving tools to drive breakthroughs in software development and scientific research.


Source: https://www.arxiv.org/pdf/2512.16301

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