Hi, I'm Pawan

With over 6+ years of professional experience, including more than 4 years specializing in NLP, LLMs, and Generative AI, I focus on building scalable and ethical AI systems ranging from RAG-powered chatbots to multi-modal agents, using tools like LangChain, Hugging Face, Vertex AI, SageMaker, crewAI and Terraform. My work bridges applied machine learning, infrastructure design, and business-aligned AI delivery.

I’ve led AI initiatives from architecture to production, enabling distributed deployments for 250+ users, reducing operational overhead by up to 40%, and increasing user engagement by 25%. From writing robust ML pipelines and implementing CI/CD workflows to setting up monitoring for continuous training, I take ownership of solutions end-to-end.

My technical focus includes building multi-agent orchestration systems, implementing guardrails for responsible AI use, and generating synthetic data to enhance quality and reduce annotation costs. I’ve also worked on advanced RAG architectures with hybrid retrievers and built evaluation frameworks to measure hallucination rates and factual consistency.

Outside of project delivery, I regularly contribute to the ML community on GitHub and Medium, and I mentor through workshops and peer sessions. I believe in creating practical, high-impact AI solutions while helping others grow along the way.