Soujanya Soni — accepted AI-conference papers

2026

Automated Creation and Enrichment Framework for Improved Invocation of Enterprise APIs as Tools

Prerna Agarwal, Himanshu Gupta, Soujanya Soni, Rohith D Vallam, Renuka Sindhgatta, Sameep Mehta

AAAI 2026technical

Recent advancements in Large Language Models (LLMs) has lead to the development of agents capable of complex reasoning and interaction with external tools. In enterprise contexts, the effective use of such tools that are often enabled by application programming interfaces (APIs) is hindered by poor

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2026

DFAgent: From Natural Language Data Interactions to Reusable Agent-Ready Tools

Neelamadhav Gantayat, Renuka Sindhgatta, Sambit Ghosh, Sameep Mehta, Soujanya Soni

AAAI 2026technical

We present DataFoundry Agent (DFAgent), a system that forges reusable, agent-ready tools from interactive data exploration, quality, and remediation tasks. Users engage with data through natural-language prompts for operations that include inspection, transformation, and visualization. These interac

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