Ayesha Y.

AI Systems Engineer | LLM Applications, Agents & Automation

I design and build production-grade AI systems including LLM applications, AI agents, automation platforms, and AI-powered SaaS products. I'm a Top Rated Plus AI & Automation Engineer (Top 3% on Upwork) working with founders, startups, and teams that need someone who can architect and deploy AI systems end-to-end from idea to production. My focus is building real AI products that run reliably in production, not experimental prototypes or isolated prompt demos. AI Systems I Build • LLM-powered applications and AI copilots • Retrieval-Augmented Generation (RAG) platforms • AI agents and multi-agent workflows • AI chatbots and conversational interfaces • AI-powered SaaS MVPs • AI automation systems and internal tools These systems integrate AI with real data, APIs, and business workflows so they create measurable operational value. AI Frameworks & Tools I work with modern AI frameworks and agent architectures including: • LangChain & LangGraph • CrewAI and AutoGen multi-agent systems • Claude (Claude Code) and OpenAI models • RAG pipelines and vector databases • Python (FastAPI / backend APIs) • AI automation using n8n, Make, and Zapier I specialize in agent-based architectures where multiple AI agents collaborate to complete complex tasks. Engineering & Deployment AI systems only matter if they run reliably. I build systems that are production-ready, including: • scalable backend services • API-first architectures • cloud deployment and monitoring • automation and orchestration layers The goal is always stable systems that can scale as the product grows. Automation & Integrations I also build AI-driven automation systems using tools like n8n, Make, and Zapier, often combined with custom Python services to create maintainable automation pipelines. Background Before focusing on modern AI systems, I worked in machine learning and data science, including at the Munich Center for Machine Learning, building predictive and decision-support systems. If you're building an AI product, LLM application, automation platform, or AI-powered SaaS system, I can help design and deploy the architecture so it works reliably in production. Thank you for your time!