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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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Svitlana Volkova

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#small language model Book Open access Oct 2026

How Personality Parameterization Shapes Performed Traits in Language Models

It is found that equivalent targets do not yield equivalent personality scores, with the largest deviations at lower intended trait levels, which shows that personality parameterization can have serious downstream effects.

Hsien-Te Kao, Svitlana Volkova · 0 citations

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