Hi everyone 👋 I am an **AI and full-stack engineer** working on LLM systems, AI agents, automation, and multimodal AI (text, voice, and vision). Most of my work focuses on building AI systems that run in real production environments, not just demos. I usually connect LLMs with APIs, databases, tools, and business logic so they can operate reliably inside real workflows. **AI / ML Systems** • LLM orchestration pipelines • tool use (ReAct-style) and reasoning loops • safety guardrails and grounded generation • evaluation and reliability pipelines • multi-agent workflows and memory systems • RAG systems (vector databases, hybrid search, custom retrievers) • document intelligence (PDF extraction, OCR, structured data pipelines) • multimodal AI (text, voice, vision, audio pipelines) **Full-Stack & Infrastructure** • React / Next.js frontends • FastAPI / NestJS backend systems • secure APIs and RBAC design • automation pipelines (n8n, Zapier, Make, webhooks) • API integrations and workflow orchestration • cloud deployment and scalable backend systems • monitoring, observability, and production reliability Recently I have also been exploring AI systems in the music industry, including music understanding, audio analysis, recommendation systems, and AI-assisted production workflows. I have worked on systems in areas like healthcare AI, document intelligence, and automation platforms. Always happy to connect with other builders, discuss architectures, or share experiments. Let’s build useful things together 🤝