6 papers
Mining Agent Skills from Production Traces
Yue Ran Kang, Colton Mikolajczyk, Chhaya Methani +4
Agent skills that record procedural instructions are increasingly mined from execution traces rather than curated by hand. Skill-mining pipelines often use known task outcomes or f…
Is Bash All You Need? An Empirical Study of Tool Interfaces for Enterprise Digital Worker Agents
Hazel Mak, Susheel Suresh, Sahil Bhatnagar +3
In this study, we examine whether a general shell can outperform specialized tools on enterprise tasks. Shell-based agents have shown strong results in coding, but enterprise work…
Grounding Agent Memory: Environment-Probing Curation for Enterprise Agents
Susheel Suresh, Hazel Mak, Sahil Bhatnagar +2
Persistent memory is entering production-oriented agent platforms to help long-horizon agents accumulate experience across sessions. Yet a post-task curator agent restricted to com…
AgenticRAG: Agentic Retrieval for Enterprise Knowledge Bases
Susheel Suresh, Hazel Mak, Shangpo Chou +2
We present AgenticRAG, a practical agentic harness for retrieval and analysis over enterprise knowledge bases. Standard RAG pipelines place significant burden of grounding on the s…
Abstract Operations Research Modeling Using Natural Language Inputs
Junxuan Li, Ryan Wickman, Sahil Bhatnagar +2
Operations research (OR) uses mathematical models to enhance decision-making, but developing these models requires expert knowledge and can be time-consuming. Automated mathematica…
CASPR: Customer Activity Sequence-based Prediction and Representation
Pin-Jung Chen, Sahil Bhatnagar, Sagar Goyal +2
Tasks critical to enterprise profitability, such as customer churn prediction, fraudulent account detection or customer lifetime value estimation, are often tackled by models train…