Author

Rangeet Pan

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Preprint Aug 2026

Towards Risk-free AI Agent Deployment

It is argued that risk-free deployment must be grounded in the agent's trajectory: the recorded sequence of reasoning steps, tool invocations, and environmental observations, and the absence of adequacy metrics.

Yintong Huo, Rangeet Pan, Abhik Roychoudhury · 0 citations

Preprint Aug 2026

Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications

This paper constructs a large-scale dataset of agent applications, tools, and tests, and manually label 2,572 test methods from 240 modules, and derives a taxonomy of 23 testing patterns across test fixtures, data, objectives, and assertions, and characterize tests by level.

Rangeet Pan, Tyler Stennett, Divya Sankar et al. · 1 citation