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A reflexive thematic analysis of 107 papers, frameworks, and protocols from 2022 to 2025 identifies shared primitives and interaction patterns across the multi-agent AI ecosystem. The systematic literature review was conducted by author ryanyen22 using constant comparison methodology. The dataset page was last updated on May 27, 2026.
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