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arXiv8h ago
5.0

Act or Escalate? Evaluating Escalation Behavior in Automation with Language Models

Matthew DosSantos DiSorbo, Harang Ju

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Analysis

Viral velocity
low
Implementation gapYES
Novelty6/10
Categorypaper
Topics
agentsreasoning

Opportunity Brief

Build an escalation-aware agent framework that evaluates the cost of uncertainty and offloads decisions to humans when necessary. Essential for high-stakes agentic workflows.

Suggested repo: escalate-agent

"When should an agent ask for help? Let it decide."

Estimated effort: 50h