The benefits of TexeraAgent are shown, including how an analyst easily understands the agent’s behaviors through an intuitive dataflow-based interface, how the analyst efficiently inspects the agent’s past actions to provide feedback, and how the agent can finish a task with high accuracy and low cost.
DataClawEval is introduced, the first comprehensive benchmark designed specifically to evaluate the end-to-end task completion capabilities of autonomous agents in real-world data engineering scenarios, and it comprises 100 rigorous, end-to-end tasks spanning five execution engines.
This work presents DeepEye, a workflow-centric agentic data system that turns user intents into transparent and steerable analytical workflows and develops DataMagic as the system’s Video Generator, a declarative multi-agent method that improves data-video quality.
In today's fast-paced environment, the ability to swiftly access, understand, and act on data is no longer optional; it is essential. Yet most organizations remain data-rich but insight-poor, constrained by the complexity of querying, interpreting, and explaining enterprise-scale information. We present Polaris, a supe...
K. VaruniH., Soham Sarkar, J. Kumar et al.· 0 citations
Comparisons against stronger model and coding-agent competitors further indicate that both domain-specific agent runtime structure and foundation-model strength matter for autonomous data analysis.
This work uses ASAREE to evaluate key design choices in a mutli-agent machine learning pipeline and highlights ASAREE as a robust framework for evaluating agentic system performance and resource efficiency.
Jay Moran, P. Freda, Attri Ghosh et al.· bioRxiv· 0 citations
An industry experience report conducted on Red Hat OpenShift to explore how LLMs can be operationalized in real-world Kubernetes-based environments and integrates predictive machine learning models with LLM agents through tool-augmented reasoning, highlighting novel methods to automate IT tasks, enhance observability,...
Arthur Vitui, T. Chen· SIGSOFT FSE Companion· 0 citations
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