Professional service

Peer review, expert forums, and AI community participation.

Selected public service roles in AI, machine learning, enterprise technology, and governed autonomous systems.

Peer review

Reviewer, ICML 2026 Workshop on Agents in the Wild

Co-located with the Forty-Third International Conference on Machine Learning

Served as a reviewer for the ICML 2026 Workshop on Agents in the Wild: Safety, Security, and Beyond. Reviewed eight submissions related to autonomous agents, enterprise AI agents, multi-agent workflows, reasoning, monitorability, safety, and real-world deployment.

Expert forums

Senior Executive AI Think Tank

Member of an expert community for senior AI and technology leaders contributing perspectives on enterprise AI strategy, adoption, governance, and operational deployment.

Member profile Expert-panel article

Executive AI roundtables

Invited participant in executive roundtable discussions focused on AI leadership, enterprise AI adoption, governance, and practical deployment considerations.

Topics reviewed

Autonomous and agentic AI systems
Enterprise AI agents and multi-agent workflows
Agent safety, monitorability, and governance

Reasoning and workflow execution
Real-world deployment constraints
Human oversight and production reliability