Ran large transformation projects eg Spec, build and deploy global online reservation system at Hilton International - multi-language, local content and transliteration. Business advisor at Releaf Financial delivering Proof of Intent Trust Platform. Balancing value of LLMs and Agents with avoiding architectural flaws. Strong interest on deploying AI across insurance value chain.