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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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Ayse Tosun

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#software testing Book Open access Oct 2026

Automated Annotation of Test Types using LLMs: A Multi-LLM Workflow for Machine Learning Test-Related Commits

This analysis focused on their classification performance, stability, agreement with experts, top-2 candidate recovery, and multi-LLM voting workflows (S1-S4) along with a corresponding analysis on Keras.

Asli Sari, Ayse Tosun, G. Alptekin · 0 citations

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