Preprint · 2026

How Consistent Are LLM Agents? Measuring Behavioral Reproducibility in Multi-Step Tool-Calling Pipelines

Abel Yagubyan

VenuearXiv
URLhttps://arxiv.org/abs/2605.28840
TopicsReplicHAI / Agent & LLM run-to-run variability
Tagsreplichai
archiveIDarXiv:2605.28840
citationKeyyagubyan2026consistent
libraryCatalogbackground/bib/bib-q1q2.bib

BibTeX

@misc{yagubyan2026consistent,
	title = {How {Consistent} {Are} {LLM} {Agents}? {Measuring} {Behavioral} {Reproducibility} in {Multi}-{Step} {Tool}-{Calling} {Pipelines}},
	url = {https://arxiv.org/abs/2605.28840},
	publisher = {arXiv},
	author = {Yagubyan, Abel},
	year = {2026},
	keywords = {replichai},
}