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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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H. F. Guarilha

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Open access Jul 2026

Beyond Correctness: A Competency-Driven Framework for Designing Autograder Test Suites

A framework for designing autograder test suites where a single programming problem is deconstructed into multiple competencies is introduced, supporting the instructor in designing a test suite aligned with the learning objectives related to the predefined competencies.

H. F. Guarilha, N. Arruda, Carla Delgado et al. · 0 citations

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