I build and ship GenAI features end to end. My work focuses on reliable LLM applications: retrieval augmented generation, tool use, evaluation, and clean product UX. What I do • GenAI engineering: RAG, structured outputs, tool calling, guardrails, evaluation sets, latency and cost optimisation • Full stack delivery: Next.js, React, TypeScript, Node.js, PostgreSQL, Supabase, Vercel, CI and CD • Data and workflows: Python, SQL, instrumentation, analytics, automation for repeatable operations • AI Frameworks: LangChain, OpenAI API, Ollama and HuggingFace Recent work includes multilingual product workflows and content pipelines, LLM powered features with evaluation harnesses, and production style prototypes deployed with authentication and database backed user state. Open to GenAI Engineer, AI Engineer, AI Product Engineer, and Full Stack roles in Edinburgh, Glasgow, or remote UK.…I build and ship GenAI features end to end. My work focuses on reliable LLM applications: retrieval augmented generation, tool use, evaluation, and clean product UX. What I do • GenAI engineering: RAG, structured outputs, tool calling, guardrails, evaluation sets, latency and cost optimisation • Full stack delivery: Next.js, React, TypeScript, Node.js, PostgreSQL, Supabase, Vercel, CI and CD • Data and workflows: Python, SQL, instrumentation, analytics, automation for repeatable operations • AI Frameworks: LangChain, OpenAI API, Ollama and HuggingFace Recent work includes multilingual product workflows and content pipelines, LLM powered features with evaluation harnesses, and production style prototypes deployed with authentication and database backed user state. Open to GenAI Engineer, AI Engineer, AI Product Engineer, and Full Stack roles in Edinburgh, Glasgow, or remote UK.WWWW…