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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

Martin Eberlein

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Book Open access Aug 2026

Does Great Power Come with Great Explainability? Comparing Explanation Strategies for Automated Program Diagnosis

Debugging is an important activity in software development, yet providing actionable and comprehensible explanations for program failures remains challenging. Automated tools such as ALHAZEN and AVICENNA address this by using distinct strategies: ALHAZEN employs binary decision trees to show failure-inducing conditions...

C. Lazik, Martin Eberlein, Aaron Ziglowski et al. · 0 citations
Book Open access Aug 2026

Does Great Power Come with Great Explainability? Comparing Explanation Strategies for Automated Program Diagnosis

AlHAZEN and AVICENNA show that effective debugging tools have tradeoffs between accuracy and interpretability to support developers’ decision-making in increasingly complex software environments.

C. Lazik, Martin Eberlein, Aaron Ziglowski et al. · 0 citations

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