[Cofounder], [CPTO], and [CEO], I built a client engagement system in one day that addresses Stitch Fix's client retention risk from your annual report. 5 Minute Client Engagement System Demo Video Key points: - Identifies at-risk clients using engagement scoring - Generates personalized re-engagement emails automatically (AI) - Uses event-driven architecture for scalability on AWS I'd love the opportunity to work at Stitch Fix. If you think I could offer material impact on problems you care about, I would appreciate being forwarded to the right people to make it happen. - Liam Full Demo Website Source Code

Hey [Cofounder], [CPTO], and [CEO], In the meantime, I've been doing one of these projects every day to put together a portfolio of 10 from-scratch projects in 10 days. If you're interested in working together, let me know. If not, I'd appreciate some feedback on why it's not a fit. Thanks. - Liam