I’m a software engineer based in Vancouver, BC, building production systems that blend backend development, automation, and AI-powered workflows. I’m currently working on an application engineering role where I develop FastAPI services and LLM pipelines that process high volumes of incoming messages, validate outputs with engineer review loops, and keep integrations reliable at scale. Previously, I interned at Revyl AI where I focused on automated testing, CI/CD, and real-time analytics to reduce latency and catch regressions early. I also build and ship full-stack web applications in contract work, and I’m developing a real-time smart chess platform with low-latency multiplayer, Redis-backed game state, and a Stockfish analysis service—always aiming for fast performance, robust reliability, and clean system design.…I’m a software engineer based in Vancouver, BC, building production systems that blend backend development, automation, and AI-powered workflows. I’m currently working on an application engineering role where I develop FastAPI services and LLM pipelines that process high volumes of incoming messages, validate outputs with engineer review loops, and keep integrations reliable at scale. Previously, I interned at Revyl AI where I focused on automated testing, CI/CD, and real-time analytics to reduce latency and catch regressions early. I also build and ship full-stack web applications in contract work, and I’m developing a real-time smart chess platform with low-latency multiplayer, Redis-backed game state, and a Stockfish analysis service—always aiming for fast performance, robust reliability, and clean system design.WWWW…