Author

Zhiwen Luo

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Book Open access Jul 2026

TwinMem-Agent: Episodic and Semantic Memory for Repository-Level Program Repair

This work presents TwinMem-Agent, which pairs a test-patch-validate loop with episodic memory (grounded demonstrations) and semantic memory (LLM-distilled notes) after each issue, and retrieves exemplars and guidelines at inference time, all without fine-tuning model weights.

Benzhao Wu, Zhiwen Luo, Fangwen Mu et al. · SIGSOFT FSE Companion · 0 citations

Book Open access Jul 2026

On the Road to Personalized Code Intelligence: Portraiting and Assisting Developers Based on Their In-IDE Behaviors

The rapid advancement of LLMs has opened new opportunities in automated software engineering, driving progress in code understanding, agent-based workflows, and productivity tools. However, existing code intelligence systems have largely sidelined the end-users they aim to serve—the developers themselves. Developers ex...

Yuhong Liu, Yu Su, Zhipeng Peng et al. · SIGSOFT FSE Companion · 1 citation