I’m an AI developer with a decade of experience designing and deploying ML systems, with a strong focus on model quality, evaluation, and production reliability. I’m comfortable from first principles—statistics, optimization, and deep learning internals—through to practical systems: feature stores, vector search, retrieval + ranking, distributed training, and low-latency inference. In recent years I’ve specialized in LLM-powered products: RAG pipelines, prompt and tool orchestration, agentic workflows, fine-tuning (SFT/LoRA), and rigorous eval harnesses to prevent regressions. My goal is simple: models that behave predictably, improve over time, and deliver measurable business value. If you need good & talent developer, plz let me know

I'm an AI developer with a decade of experience designing and deploying ML systems, with a strong focus on model quality, evaluation, and production reliability. I'm comfortable from first principles—statistics, optimization, and deep learning internals—through to practical systems: feature stores, vector search, retrieval + ranking, distributed training, and low-latency inference. In recent years I've specialized in LLM-powered products: RAG pipelines, prompt and tool orchestration, agentic workflows, fine-tuning (SFT/LoRA), and rigorous eval harnesses to prevent regressions. My goal is simple: models that behave predictably, improve over time, and deliver measurable business value. If you need good & talent developer, plz let me know