Authors

Shaohan Huang

Publications 2

Preprint Open access

Agensh: Scaling Organizational Intelligence to 1,024 Agents

Zhihao Zhan, Ting Song, Li Dong et al. · 2026

A multi-agent system can reduce latency on complex tasks by executing work concurrently. Several pioneering harness frameworks support multi-agent systems. However, the scalability of current multi-agent harnesses is often constrained by a central orchestrator's capacity to allocate tasks and coordinate workers. To add …

Preprint Open access

Learning to Coach for Experiential Learning

Guanheng Chen, Tianzhu Ye, Li Dong et al. · 2026

Language models can learn from experience, but raw solution trajectories are often too long and noisy to provide effective guidance. In this work, we propose Learning to Coach (L2C), a framework that trains a dedicated LLM-as-a-Coach to extract actionable experiential knowledge from an actor model's previous trajectory …

Co-authors