Tootfinder

Unsloth now has a #Docker image! #ai
#Train #LLM locally with no setup: just run the image and go…

AutoAssert 1: A LoRA Fine-Tuned LLM Model for Efficient Automated Assertion Generation
Yi Zhong, Hongchao Liu, Di ZHao
https://arxiv.org/abs/2508.07371 https://

AutoAssert 1: A LoRA Fine-Tuned LLM Model for Efficient Automated Assertion Generation
As the complexity of software systems continues to increase, the demand for automated testing and maintenance tools is growing exponentially. To meet this urgent need, we propose a new assertion generation method based on Hardware Description Language (HDL). This method combines a lightweight, parameter-adjustable large language model (LLM) with the Unsloth platform to automatically generate test cases, thereby significantly reducing training costs without sacrificing accuracy or generalization…