Author

Meng Li

3 papers indexed here

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Open access Sep 2026

EnvPilot: Systematic Design and Evaluation of an Experience-Augmented Agent for Software Environment Setup

Environment Setup is a critical yet complex task in software engineering that relies heavily on expert knowledge. Existing automated environment setup methods lack the ability to accumulate experience from past execution trajectories and to evolve over time. As a result, their performance is limited because they often...

Han-Wu Chen, Han-Yu Lin, Zhan-Jiang Yang et al. · ACM Transactions on Software... · 0 citations

Review 2026

Are Production Cloud Skills Adequately Tested? Measuring and Governing Skill Test Coverage in Practice

This paper develops a measurement pipeline that recovers operational obligations, organizes their workflow context, maps testcases using both user prompts and initial resource states, and produces an auditable coverage report, which measures how completely a Skill’s test suite covers its operational test obligations.

Haotian Si, Junyi Chen, Shu-Yang Yu et al. · arXiv.org · 0 citations

Preprint Aug 2026

Self-Improving Large Language Models via Progressive Experience Evolution

SPEE is a unified post-training framework that sequentially performs explicit experience evolution followed by implicit policy optimization, and demonstrates that SPEE consistently outperforms both test-time and training-time self-evolution baselines across three model scales.

Shijie Ren, Xiting Wang, Meng Li et al. · 2 citations