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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

Author

Roy Ka-Wei Lee

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Review Jul 2026

Project Kaleidoscope: Contextual, Human-Aligned Evaluation for Real-World AI Applications

Kaleidoscope is an integrated workflow for contextual functional evaluation that links persona-based test generation, contextualized rubrics, and human review for reliability-gated automated scoring, and is a practical, inspectable, iterative workflow for product teams.

Leanne Tan, R. Jaggi, Shaun Khoo et al. · 0 citations

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