ChipMATE-P-4B

• Website: https://chipmate.picasso-lab.com
• GitHub: https://github.com/zhongkaiyu/ChipMATE

This is the Python reference-model generation agent of ChipMATE, released as the final checkpoint after the multi-agent reinforcement-learning stage described in our paper.

ChipMATE is a self-trained multi-agent framework for RTL generation that pairs a Verilog agent with a Python reference-model agent. The two agents cross-verify each other's outputs to produce high-quality RTL code without relying on any golden testbench -- matching the way correctness is established in real industrial chip-design flows.

Model details

• Track: Python reference-model generation
• Backbone: Qwen3.5-4B
• Training stage: Stage 2 (multi-agent RL) -- final checkpoint
• Companion agent: core12345/ChipMATE-V-4B

The ChipMATE model series

	Verilog agent	Python ref-model agent
4B	core12345/ChipMATE-V-4B	core12345/ChipMATE-P-4B
9B	core12345/ChipMATE-V-9B	core12345/ChipMATE-P-9B