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Author

Peng-Jie Gu

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#artificial intelligence Preprint Oct 2026

From Memory to Guide: Spatio-Temporal Composer for Procedural Coding Memory

Memory-augmented agents typically integrate procedural knowledge by injecting retrieved skills directly into text prompts. This approach dangerously equates readable text with reliable execution. To bridge this gap, we introduce From Memory to Guide, a novel paradigm that transitions procedural memory from passive text...

Tan Zhi-Xuan, Peng-Jie Gu, Zhao-Song Li et al. · 0 citations
#artificial intelligence Preprint Sep 2026

EngramBench: A Capability-Grounded Benchmark for Skill-Evolution Harnesses

While large language models have achieved remarkable success in isolated code generation, authentic software engineering requires sustained reasoning, complex state management, and continuous cross-domain abstraction. However, current evaluations of skill evolution in autonomous agents suffer from a critical identifiab...

Tan Zhi-Xuan, Peng-Jie Gu, Zhao-Song Li et al. · 0 citations

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