GradientSuture is developing PatchOps AI, an autonomous software-repair system powered by open-source LLMs, hybrid RAG, LangGraph agents, tool calling, and execution-based verification. We aim to explore LoRA fine-tuning and optimize model inference on AMD GPUs, with a focus on reliable, measurable, enterprise-ready AI engineering.