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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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Asif Mohammed Samir

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Book Open access Jul 2026

Towards AI-Powered Localization of Software Bugs: From Semantic Understanding to Agentic Cognition

The studies suggest that bug localization can be improved significantly by leveraging program semantics to bridge gaps between bug report and source code, and capturing Intelligent Relevance Feedback through contextual reasoning, and replicating developers' cognitive debugging practices.

Asif Mohammed Samir · 0 citations

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