From Academia to Industry: Scott Hanson on the Future of AI and Edge Computing

In this episode of "How Many CTOs Does It Take?" podcast, hosts Scott Porad and Brad Hefta-Gaub interview Scott Hanson, founder and CTO of Ambiq, a company focused on ultra-low-power chips for “intelligence everywhere,” with 300M+ units shipped into wearables and other devices. Hansen traces Ambiq’s origins with University of Michigan smart-dust research and his PhD work on subthreshold computing—running transistors at extremely low voltages for quadratic energy savings—then explains the challenges of making it manufacturable across temperature and process variation. He discusses university IP spinout mechanics, patent timing vs. publication, and his transition from founder CEO to CTO under a professional CEO. The conversation covers Ambiq’s Apollo SoCs and the newer Apollo “Atomic” NPU direction enabling much larger edge AI models, new memory innovations, and future camera and conversational-interface use cases, plus hardware development realities like long feedback loops, simulation/FPGA prototyping, and high mask/tooling costs. 00:00 Cold Open 00:19 Meet Ambiq And The Guest 02:25 Smart Dust Origins At Michigan 03:21 Subthreshold Computing Explained 04:53 From Lab Demo To Manufacturable 06:05 Bio Inspired Power Ideas 08:25 Choosing EE And Finding The Path 10:42 Deciding To Commercialize 13:30 University Spinout And IP Deals 16:35 Papers Versus Patents Strategy 19:06 Founder CEO To CTO Transition 22:30 CTO CEO Partnership 23:49 Ego Shift Support 24:42 Apollo Atomic Overview 27:25 Edge AI Use Cases 29:49 On Device Translation 32:43 Memory Bandwidth Bottlenecks 37:21 Hardware Leadership Tech Debt 40:15 Testing With FPGAs 42:54 Cost Of Chip Tooling 44:33 Wrap Up and Credits Resources: How Many CTOs Pod: https://howmanyctospod.com Scott Porad:   /     Brad Hefta-Gaub:   /     Scott Hanson:   /     #TechPodcast #EngineeringPodcast #DevTalks #PodcastForDevs #HowManyCTOs #Podcast #CTOs #CTOPodcast #ChiefTechnologyOfficer #Technology #Engineering #SoftwareDevelopment #SoftwareEngineering #TechLeadership #EngineeringLeadership #EngineeringCulture #TechDebates #AI #AIAssistedCoding #AIAssistedProgramming #AIProgramming #AICoding #TechInnovation #EnergyEfficient #SiliconChips #SmartWearables #CEOtoCTO #Ambiq #LowPower #EdgeComputing #ElectronicsEngineering #SmartDevices #EdgeAI #SubthresholdComputing #HardwareInnovation #NeuralProcessing #WearTech