Pavan M.

I’m an AI and backend-focused engineer building production-grade systems that combine complex logic, data modeling, and real-world usability. I have worked on high-complexity systems involving financial simulations, AI agents, and full-stack products. My work focuses on problems that go beyond standard application systems that require probabilistic modeling, optimization, and real-time interaction. Recent Work: Worked on a large-scale fintech system combining Monte Carlo simulation engines, portfolio modeling, and an AI financial advisor. Led development of financial projection engines using Monte Carlo simulations (10,000+ iterations per asset) Built portfolio-level simulations using correlation matrices and multivariate modeling Designed and developed APIs for financial planning, optimization, and recalculation pipelines Contributed to a tool-calling LLM-based financial advisor agent Led a complete frontend rebuild, delivering a full-scale application with authentication, routing, state management, error handling, and complex data-driven interfaces. Recent Personal Project: DAPC —Daily Astronomy Picture Companion Built an AI-powered Telegram bot delivering daily astronomy content with real-time conversational capabilities. Developed a context-aware LLM system for generating explanations and answering follow-up queries Implemented streaming responses for a live, interactive chat experience within Telegram Built backend systems for scheduling, API integrations, and data handling Designed and shipped the product end-to-end, including a companion web interface. What I can help you with: AI-powered applications (LLM agents, chat systems, automation workflows). Backend-heavy systems (simulation engines, data-driven logic, APIs). Python-based system design and architecture. Real-time systems (streaming, event-driven architectures). Building scalable SaaS products from idea to production. Development Approach: My core strength lies in backend systems, AI integration, and system design (Python-first). For frontend development, I use modern AI-assisted workflows to rapidly build and iterate UI layers. This allows me to: Deliver complete end-to-end products without slowing down on UI work. Focus deeply on core logic, performance, and architecture. Maintain speed while still shipping clean, usable interfaces. I focus on building systems that are: Reliable and scalable Clearly structured and maintainable Designed with real-world usage in mind If your project involves AI, complex backend logic, or real-time behavior, I can help you design and build it properly.