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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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Nhut Tien Nguyen

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Jul 2026

CoFiLoc: A Coarse-to-fine LLM-based framework for method-level bug localization

CoFiLoc first performs structured bug report denoising to extract high-value technical information, and then progressively narrows the candidate space by integrating lightweight dynamic execution evidence, stack-trace-guided structural signals, and dual semantic-lexical ranking, before applying LLM-based reasoning over a compact set of fault-relevant methods.

Nham Cao, Nhut Tien Nguyen, Thanh Nguyen · 0 citations

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