#16 - The AI Tool Turning Months of Work to Minutes

Most blue collar small businesses already sit on a gold mine of data from sensors, machines, and equipment, but barely use it. In this episode of Weeks Ahead AI, Brad, Terry, and Mitch bring back Josh Knutson, founder of Lium AI, to explain how AI can turn messy physical data into clear decisions for manufacturers, plants, and operators who live in the real world, not in spreadsheets.In This EpisodeHow a former therapist became a tech founder solving real world problemsWhat it means to “ask your instruments” and talk to plant data in plain EnglishReal use cases from astrophysics, oil and gas, satellites, and manufacturingHow AI can boost throughput, quality, and food safetyWhy compute and power matter, and how smaller models change the futurePractical steps for blue collar small businesses that want to start using AITimestamps00:00 Why Josh is back and why physical world AI matters 02:10 From therapist to tech founder and the creation of Lium 04:40 Raising capital and building an AI startup around huge datasets 06:30 “Ask your instruments” explained in simple terms 07:45 Astrophysics example where months of work drop to 75 seconds 11:55 Oil, gas, and geothermal insights hidden in existing data 13:40 Why traditional AI tools choke on satellite and sensor data 15:55 Real world routing and decision making using weather and soil data 18:15 Why small and midsize manufacturers need this tech too 18:40 Extrusion and pet food manufacturing as a clear example 20:15 Point at your data, ask a question, get a recommendation 21:55 The future of autonomous agents tuning equipment in real time 25:55 Compute, power limitations, and the push for smaller models 29:25 Data centers, generators, and geothermal possibilities 31:00 CNBC predictions and where to learn more about Lium AI