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TechFirst with John KoetsierAuthor: John Koetsier
Tech that is changing the world. Innovators who are shaping the future. Deep discussions with diverse leaders from Silicon Valley giants and scrappy global startups. Plus some short monologues based on my Forbes columns. Language: en Contact email: Get it Feed URL: Get it iTunes ID: Get it |
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AI-native manufacturing
Monday, 20 April, 2026
AI is everywhere ... except the factory. What does AI-native manufacturing look like? Is it possible? Can AI agents help manufacturers produce more product at better quality?And, maybe also enable onshoring or re-shoring?In this episode, host John Koetsier sits down with Apprentice CEO and founder Angelo Stracquatanio to explore what AI-native manufacturing really means, and why traditional AI models fall short in production environments.Instead of chatbots, this new approach uses event-driven AI agents that respond to real-time manufacturing signals: alarms, equipment data, quality issues, and more. The result? Faster troubleshooting, reduced costs, and entirely new levels of automation.Angelo breaks down how their system combines:* Specialized AI models trained on real manufacturing data* Role-specific agents (for operators, quality teams, engineers, and leadership)* Workflow automation that goes far beyond simple promptsThey also dive into:* Why general-purpose AI struggles in manufacturing* How to eliminate hallucinations with guardrails and workflows* Real-world ROI: faster investigations, lower cost of goods, improved throughput* The future of adaptive factories and personalized production* Why humans remain critical, even in highly automated environmentsIf you’re in manufacturing, operations, or industrial innovation, this is a deep look at how AI is actually being deployed ...and where it’s headed next.This month's TechFirst sponsor is also Apprentice. Check out their AI-native solutions for manufacturing at Apprentice.io.👤 GuestAngelo StracquatanioCo-founder & CEO, Apprentice⏱️ Chapters00:00 AI-native manufacturing explained01:00 Why manufacturing needs specialized AI02:00 Building Apprentice 4.104:00 AI for every role in a factory05:00 Why sub-agents beat one general agent06:00 Troubleshooting and quality investigations07:00 Compressing triage time with AI08:00 Does your factory need more data?09:00 Digital maturity in manufacturing10:00 A practical path to AI adoption11:00 Preventing AI hallucinations12:00 Trust and consistency in production13:00 Constraining AI with workflows15:00 The human-in-the-loop model16:00 Guardrails and source traceability17:00 AI supports, not replaces, humans19:00 How autonomous can factories get?20:00 The adaptive plant future21:00 AI as a new automation layer22:00 Adapting to new products and variants23:00 Why flexibility is the future24:00 Manufacturing for personalization25:00 Personalized medicine use case27:00 Customer results and benefits28:00 AI across MES, ERP, QMS, and IoT29:00 ROI from quality and troubleshooting30:00 Alarm triage at scale31:00 Manufacturing and geopolitics32:00 Onshoring with AI33:00 Throughput, labor, and margins34:00 Let humans do the highest-value work35:00 Reducing COGS with AI36:00 Closing thoughts
