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Jian Wang

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#machine learning Preprint Oct 2026

LoongSage: A Production-Grade, High-Efficiency Agentic RL Framework for Frontier LLMs with Validated Recipes

Reinforcement learning (RL) has emerged as a critical phase in the post-training pipeline of large language models (LLMs). As the frontier of LLM capabilities shifts from static reasoning to agentic tasks--characterized by external tool invocation, multi-turn interactions, and long-horizon decision-making--existing mai...

LoongSage Team Bowei Song, Cai-Wei Zhao, Chu-Wen Liu et al. · 0 citations
Book Open access Oct 2026

SAGE: Source-Aligned Governance for Human–Agent Requirements Clarification in Multi-agent Software Engineering

Multi-agent large language model workflows are increasingly used in software engineering, yet requirements clarification under human–agent collaboration remains weakly governed. Much of the rework reflects requirement-chain desynchronization: negotiated intent, workflow contracts, and signed deliverables evolve on sepa...

Ting-Ting Feng, Mei-Fang Xue, Jian Wang et al. · 0 citations

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