👋 Hi, I’m Muhammad Ayan (@AyanTouqeer)

🤖 Machine Learning Engineer | Agentic AI & LLM Ops Specialist Founder & Technical Lead @ infinityARC Studios

I am a 3rd Year Computer Science student architecting autonomous systems that bridge the gap between complex data and human-centric solutions. My focus is on Agentic Workflows, LLM Infrastructure, and scalable cloud deployments.

🚀 Hackathons & Competitive Engineering Gen-AI APAC Hackathon: Lead for Team infinityARC—engineered end-to-end agentic solutions focused on enterprise-level data orchestration and tool-use. Google Cloud Gen AI Exchange: Developed a specialized RAG-based system for the "Generative AI for Youth Mental Wellness" track, optimizing for low-latency emotional support. Gen AI Exchange Hackathon: Built and launched Tastemate.AI, integrating personalized mentorship logic with real-time data streams.

🛠️ Technical Deep Dive Agentic Infrastructure (MCP): Specialized in containerizing and deploying Model Context Protocol (MCP) servers via Docker on Google Cloud Run, enabling LLMs to interact with secure local and remote environments. Production RAG Pipelines: Architected TheMindMatch, utilizing Snowflake Cortex for high-performance inference and Streamlit for the orchestration of retrieval-augmented generation. Digital Literacy & Advocacy: Integrating Generative AI into Climate Advocacy frameworks and digital literacy initiatives to make technical information accessible to non-technical communities.

💻 Core Tech Stack Primary Language: Python (Advanced AI/ML, AsyncIO, Backend), SQL. AI & Cloud: Google Cloud Platform (Gen AI Academy), Snowflake Cortex, Streamlit, LangChain, CrewAI. Infrastructure: Docker, Google Cloud Run, MCP, Vector Databases, Git/GitHub. Methodology: Vibe Coding—leveraging AI-augmented development to rapidly iterate from prototype to production-ready agentic tools.

🏆 Engineering Leadership Founder @ infinityARC Studios: Directing a technical team in the development of AI prototypes, specialized MCP servers, and digital storytelling platforms like infiniteWhileLoop. Technical Mentor: Advocating for the responsible use of Generative AI in student communities, focusing on the transition from "Prompting" to "Agentic Engineering."

📫 Systems Check Email: ayan.ak862@gmail.com LinkedIn: m-ayan-touqeer GitHub: AyanTouqeer

⚡ Engineering Fact I approach Python optimization like bodybuilding: it’s about stripping away the bloat, focusing on the core logic, and ensuring the final architecture is as lean and performant as possible.