paperJune 2026Unreviewed

Trust-Aware Multi-Agent Traceability: Confidence-Calibrated Knowledge Graphs for Consistent Software Artifact Management

Mohamed Essam, Kareem Wael, Azza Hassan, Ahmed Haitham, Mahmoud Soliman, Samer Saber, Ibrahim Habib

Abstract

Multi-agent AI systems are increasingly used to automate software engineering tasks including requirements analysis, architecture design, test generation, and traceability linking. When these agents operate as a sequential pipeline over shared software artifacts, errors and low-confidence decisions made by upstream agents propagate to downstream stages, producing orphaned requirements, contradictory links, and compliance gaps that pose significant risks in safety-critical domains. We propose a t

Cite

@misc{essam2026trustaware,
  title = {{Trust-Aware Multi-Agent Traceability: Confidence-Calibrated Knowledge Graphs for Consistent Software Artifact Management}},
  author = {Mohamed Essam and Kareem Wael and Azza Hassan and Ahmed Haitham and Mahmoud Soliman and Samer Saber and Ibrahim Habib},
  year = {2026},
  month = jun,
  eprint = {2606.17203},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2606.17203}
}