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cs.SE2026
Grounding AI Agents in Contracts: An Empirical Evaluation of Spec-Driven Test Generation
Michele Tufano, James McClure, José Cambronero +7
LLM-based agents are increasingly used for coding tasks, where they have outperformed many classical approaches and scaled to repository-level tasks, such as test generation. Howev…
cs.SE2026
Dynamic Cogeneration of Bug Reproduction Test in Agentic Program Repair
Runxiang Cheng, Michele Tufano, José Cambronero +5
Bug Reproduction Tests (BRTs) have been used in many Automated Program Repair (APR) systems, primarily for validating fixes and aiding fix generation. In practice, when developers…