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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

Marzieh Ahmadzadeh

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Review Open access Aug 2026

Student Perceptions Of AI-Assisted Grading And Feedback In Education

Students’ perceptions of Gradify are examined, indicating that students primarily used AI-generated feedback as an early-stage debugging aid to interpret failed test cases and refine implementations and AI-assisted grading was viewed as a supportive tool rather than a replacement for instructor judgment.

Awais Aziz, Marzieh Ahmadzadeh · 0 citations
Open access Aug 2026

Comparative Evaluation of Large Language Models in Computer Programming Education

A comparative analysis of six LLMs for generating formative feedback on introductory Java programs containing predefined defects under controlled conditions reveals substantial cross-model variation, particularly in multi-defect scenarios.

Melina Najimi, Saba Yazdani, Marzieh Ahmadzadeh · 0 citations

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