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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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Hanae Hanim

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#software testing Review Open access Sep 2026

Toward Agentic TestOps: A Systematic Literature Review and Autonomy Taxonomy for AI-Driven Testing in DevOps

A four-level autonomy taxonomy for AI-driven testing is introduced and the architectural, operational, and governance conditions required for future Agentic TestOps systems are outlined, understood as goal-driven and self-adaptive testing systems operating across delivery pipelines.

Hanae Hanim, C. Baidada, Mohamed Hanine et al. · 0 citations

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