Author

Fang-Zhou Liu

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Preprint Aug 2026

SynAct: A Reasoning-Acting Large Language Model Agent for Adaptive Synthesis Optimization

SynAct is presented, an adaptive closed-loop LLM reasoning--acting agent that iteratively diagnoses live synthesis reports and reasons over the current circuit state, retrieved tool knowledge, and historical optimization experience to issue targeted commands to improve timing.

Fang-Zhou Liu, Peiyi Han, Jia-Wei Liu et al. · 0 citations