I've delivered production AI systems for Commonwealth Bank of Australia, including a multi-agent extraction pipeline that converts bankers' free-text notes into structured, validated CRM records. I designed five parallel LLM agents with fan-out/fan-in orchestration, reducing latency from roughly 15 seconds to 3 seconds.
I also architected deterministic-first routing that handles more than 80% of requests with zero LLM cost and under 100ms latency, while building quality gates, resilience, and observability for regulated banking workflows.
At LGSoft India, I shipped a RAG-based support chatbot for more than 100 appliance models and built version-aware ingestion for 500+ manuals. I led AI R&D across generative image enhancement, universal segmentation, synthetic data generation, and mentorship for junior engineers.
My earlier work includes real-time sports analytics at Stancebeam, surveillance AI and IEEE-published thermal-image denoising research at DRDO, and building a local-services platform as a co-founder. I work across LLM systems, computer vision, cloud platforms, and edge deployment from AWS Bedrock to Jetson and TensorRT.
