Elena focuses on what happens when an "AI agent" actually has to run unattended for ninety days against production systems — the parts everyone glosses over in the demo. She has authored Autovela's runbook for agent failure modes.

Her keynote argues that the next year of AI tooling will be won and lost on observability, not model quality.