Spent 7 years at Spotify helping them win the streaming wars against Apple and YouTube, where I led the creation of our company-wide Knowledge Graph and transformed Search with LLMs while our systems scaled to billions of lookups per second. I'm a repeat founder who's been coding for 20 years (and still love it), and I've got a knack for attracting extraordinary talent and building teams that deliver.