Mathew Paruthickal

Mathew Paruthickal

Global Head, Data Architecture, Utilization, & AI Engineering Opella US (a Sanofi company)

Agenda Day 1

2:20 PM PANEL DISCUSSION: Discussing Companies' Real-World Approaches to Move from Single Agent to Autonomous Multi-Agent Systems – Obstacles, Opportunities and Successes

•    Determining organizational readiness: infrastructure, data, and orchestration capabilities required to support multi-agent systems at scale
•    Where today’s agentic tooling falls short and what must evolve for true autonomy
•    Governance, risk, and human-in-the-loop considerations for safe autonomous collaboration
•    Communication, coordination, and conflict resolution strategies among agents 
•    Key design trade-offs: centralized vs. decentralized control 
•    Practical lessons from real-world implementations
•    Tips for charting a roadmap from single agents to fully coordinated, enterprise-grade agent ecosystems