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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Fangwen Mu

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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. · 0 citations

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