Kavita Jadhav

Beyond Binary Verdicts: Aleatoric Uncertainty Quantification in Agentic CI/CD Quality Pipelines

2026 · Zenodo (CERN European Organization for Nuclear Research)

Continuous integration pipelines that rely on LLM-based quality agents produce binary pass/fail verdicts that discard the probabilistic uncertainty inherent in model inference. This paper extends the K11tech Agentic AI QA System with six uncertainty-aware features …