$100 AI Startup Race rewards handoffs

The interesting lesson is that autonomy without escalation policy is just expensive stubbornness.

• –Human assistance is emerging as a scarce tool the best agents budget deliberately, not a failure mode to avoid.
• –Payment keys, database credentials, domains, and deployment wiring are exactly where real-world agents hit boundaries that cannot be solved by more code.
• –This favors orchestration designs that teach agents when to stop, summarize the blocker, price the ask, and request intervention.
• –The experiment is small and anecdotal, but it maps cleanly to production agent ops: escalation behavior may matter as much as model leaderboard rank.