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StepPRM-RTL is a novel framework combining stepwise trajectory modeling, process-reward modeling (PRM), and retrieval-augmented fine-tuning (RAFT) to improve LLM-based RTL code generation for Verilog and VHDL, outperforming prior methods by over 10% in functional correctness metrics.