Yes - I have extensive experience integrating AI into regular applications, not just building standalone AI tools. In my recent roles, I’ve embedded LLMs, RAG pipelines, and agentic workflows directly into existing web and backend systems to enhance search, automation, analytics, and user experience. This includes integrating AI features through APIs, orchestrating multi-step workflows, connecting models to business data, and deploying end-to-end features that feel seamless to the end user. In other words, I’m comfortable both building AI systems from scratch and embedding AI capabilities into traditional applications to make them smarter, faster, and more automated.