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Kushal Mukherjee

4 accepted papers

2026

ToolSmith: A Multi-Agent Framework for Enterprise Tool Creation

AAAI 2026technical

Although LLMs can generate tools for generic domains and tasks, they struggle with enterprise-related domains that involve proprietary APIs and data schemas. We present ToolSmith, a framework for autonomously generating and validating agent-compatible tools. Given an API specification and a Tool Spe

Cited by 0SourcePDFScholar
2024

Building Conversational Artifacts to Enable Digital Assistant for APIs and RPAs

AAAI 2024technical

In the realm of business automation, digital assistants/chatbots are emerging as the primary method for making automation software accessible to users in various business sectors. Access to automation primarily occurs through APIs and RPAs. To effectively convert APIs and RPAs into chatbots on a lar…

2024

Multi-Stage Prompting for Next Best Agent Recommendations in Adaptive Workflows

AAAI 2024technical

Traditional business processes such as loan processing, order processing, or procurement have a series of steps that are pre-defined at design and executed by enterprise systems. Recent advancements in new-age businesses, however, focus on having adaptive and ad-hoc processes by stitching together a…

2023

Towards Hybrid Automation by Bootstrapping Conversational Interfaces for IT Operation Tasks

AAAI 2023technical

Process automation has evolved from end-to-end automation of repetitive process branches to hybrid automation where bots perform some activities and humans serve other activities. In the context of knowledge-intensive processes such as IT operations, implementing hybrid automation is a natural choic…