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Jackson Beem, Amine Barrak, Emna Ksontini

Large language models are increasingly embedded across the DevOps pipeline, from planning and code generation to testing and deployment, yet multi-agent LLM pipelines remain opaque: errors propagate s...

Automated Software Engineering 2026-04-21 rs-9350097
Multi-agent LLM pipelines Role specialization Accountability Traceability Code generation Execution-based verification Pipeline design
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