A passionate AI Developer focusing on Multimodal AI, Agentic Workflows, and Computer Vision. I specialize in bridging the gap between mathematical foundations and high-performance engineering deployment.
- 🔬 Focus Areas: Large Language Models (LLM) / RAG / Multi-Instance Learning (MIL) / Transformer Architectures.
- [cite_start]💻 Tech Stack: Python, C++, PyTorch, SQL. [cite: 87, 88, 89]
- [cite_start]💡 Philosophy: Solving complex, long-tailed distribution and sparse feature problems with elegant mathematical abstractions and robust engineering. [cite: 99, 100]
- [cite_start]🔗 Agentic-Evaluation-System: 基于 RAG 与 Few-shot Prompting 的多模态大模型辅助决策与评分智能体，支持人机协同闭环 (Human-in-the-loop)。[cite: 73, 74, 82]
- [cite_start]🔗 WSI-MIL-Attention: 基于 ResNet-18 与 Attention-based Pooling 的大规模弱监督全切片图像病灶挖掘模型。[cite: 41, 43]
- [cite_start]🔗 UAV-Forest-Segmentation: 针对长尾分布与小目标稀疏特征的遥感语义分割，引入 Focal Loss + Dice Loss 与 Swin-Unet 架构。[cite: 51, 56, 58]
- [cite_start]Email: auguszp@163.com [cite: 4]