Skywork is a family of open-source large language models ranging from base to specialized variants including chat, math, and multimodal versions. The models were pre-trained on 3.2TB of high-quality multilingual data (primarily Chinese and English) and code. The project releases not only the model weights but also the training data, evaluation data, and evaluation methods for reproducibility. Quantized versions are provided to enable deployment on consumer-grade GPUs.