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cs.SE2026
Agentic Interpretation: Harness-Governed Evidence Construction for Software Agents
Yifeng He, Yanjun Wang, Siwei Cui +2
Software agents answer behavioral questions about code, such as whether a patch passes tests or which lines caused a failure. These tasks require repository-wide evidence, yet most…
cs.SE2025
SpecAgent: A Speculative Retrieval and Forecasting Agent for Code Completion
George Ma, Anurag Koul, Qi Chen +6
Large Language Models (LLMs) excel at code-related tasks but often struggle in realistic software repositories, where project-specific APIs and cross-file dependencies are crucial.…