Author

Hanck Chen

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Preprint Sep 2026

Rendering-in-the-Loop: An Execution-Driven Agent for Interactive Web Development

This work presents RILA, an execution-driven agent that puts browser rendering in the loop, iteratively editing generated code from runtime interaction feedback, and builds an execution-verified data synthesis pipeline that produces diverse, high-quality training data, offering gains complementary to inference-time opt...

Yi-Long Guo, Hanck Chen, Zi-Xiao Ye et al. · 0 citations

Jul 2026

Do Agent Benchmarks Measure Capability? Protocol Validity in the Age of Agentic AI

Agent benchmarks increasingly evaluate repository editing, web research, terminal use, and long-horizon interaction. Their scores support capability claims only when the evaluation protocol keeps the intended capability necessary for success. Recent reward-hacking benchmarks and system reports show that agents can inst...

Jia-Qi Shao, Hanck Chen, Wei Zhang et al. · arXiv.org · 4 citations