@philipbonny·Bangalore, India·Joined September 2026
Engineering production-grade RAG, Agentic AI, and LLM systems -sharing my experience
About
Lead AI/ML Engineer with 7.5 years of experience designing and productionizing Agentic/Gen AI systems and
machine learning solutions from the ground up. GenAI system architect - capable of taking an AI requirement from
initial problem framing, architecture design, multi-agent orchestration, and model development, all the way to a
hardened, monitored production system. Skilled at architecting distributed, scalable AI systems that integrate
enterprise data with intelligent agent workflows, and at making the cost/latency/reliability tradeoffs needed to run
GenAI systems in production. Strong background in Responsible AI and AI governance, with experience designing
evaluation and monitoring modules for bias, variance, groundedness, toxicity, and model risk mitigation to ensure
ethical and compliant AI systems. Strong track record of owning the entire lifecycle — from initial design to
deployment and operational stability — while delivering measurable business impact.