5 papers
BONSAI: Evolvability-Guided Tree Search over Skills
Yash Priya Shastri, Anand Eswaran, Adnan Qidwai +2
A skill is a naturallanguage document that steers a frozen agent whose weights cannot be updated so any capability the agent lacks must be supplied in prose Optimising a skill is t…
CAMI: Cost-Aware Agent-Guided Multi-Indexing for Semantic Retrieval
Adnan Qidwai, Anand Eswaran, Sonam Mishra +2
RAG ingestion pipelines frequently augment search corpus index with semantic enrichment indices (e.g., synthetic queries or summaries generated from corpus chunks) that are subsequ…
FAME: QoS-aware Async Service Orchestration for Agentic Workflows
Varad Kulkarni, Haseeb Abdullah Kollorath, Vaibhav Jha +5
Agentic workflows built on Large Language Models (LLMs) increasingly rely on external tools, with Model Context Protocol (MCP) services emerging as a common interface for tool disc…
AgentX: Towards Orchestrating Robust Agentic Workflow Patterns with FaaS-hosted MCP Services
Shiva Sai Krishna Anand Tokal, Vaibhav Jha, Anand Eswaran +2
Generative Artificial Intelligence (GenAI) has rapidly transformed various fields including code generation, text summarization, image generation and so on. Agentic AI is a recent…
LLM-Aided Customizable Profiling of Code Data Based On Programming Language Concepts
Pankaj Thorat, Adnan Qidwai, Adrija Dhar +4
Data profiling is critical in machine learning for generating descriptive statistics, supporting both deeper understanding and downstream tasks like data valuation and curation. Th…