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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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Shinhyung Yang

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Book Open access Oct 2026

Toward Trace-Guided Automated Program Repair

The concept of an APR approach that is guided by tracing data and which is therefore capable of fixing bugs in huge codebases is described and a proof of concept is shown that in the bug dataset defects4j, location information achieves an absolute increase of up to 22.4 % in fixed bugs with Gemma-4-31B compared to a ba...

D. Reichelt, Shinhyung Yang, Wilhelm Hasselbring · 0 citations

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