This is a real commercialization story, not a science project. Ambarella already ships meaningful
edge AI silicon, has a reusable software layer, and is expanding into host-attached acceleration, automotive content and
semi-custom work. The upside is constrained by long qualification cycles and distributor concentration, so I do not underwrite a full platform-style
rerating. I do underwrite enough production conversion for a solid 2x to 5x class outcome over five years.