EP 58: Jon Brewton from data²

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Energy Bytes

collide.

78 episodes

1 day ago

Welcome to Energy Bytes with John Kalfayan and Bobby Neelon. Your essential guide to the intersection of data and energy. This podcast dives deep into the world of energy, shedding light on how data, AI, and technology are revolutionizing this sector. Each episode equips listeners with insights into the most efficient tools and resources, paving the way for a data-driven future in energy. From technical nuances to broader industry trends, Energy Bytes offers an unparalleled perspective on the evolution of the energy industry. Join us as we decode the algorithms of energy, one byte at a time.

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EP 58: Jon Brewton from data²

Energy Bytes

1 hour 9 minutes

1 year ago

EP 58: Jon Brewton from data²

AI and energy might sound like an odd couple, but data² is making it a match made in industrial heaven. With their GraphRAG tech hitting 99% accuracy, they’re tackling billion-dollar challenges like well abandonment and lease block acquisition while rethinking how the energy sector uses AI. Led by John Brewton, who’s blended big-league experience from Chevron with cutting-edge tech smarts, the team’s unique mix of energy pros, tech experts, and even military minds is driving solutions that are agile, scalable, and downright impressive. This isn’t just about data—it’s about turning AI into a true industry game-changer.

Digital Wildcatters brings the energy community together through events, cutting-edge content, and powerful tools. Join our online community at collide.io. Engage with experts, level up your career, and ask Collide AI your toughest technical questions.”

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00:00 - Intro
03:36 - MIT Robot Learning Breakthrough
06:24 - DataSqured’s Secret Sauce
11:09 - Introduction to ContextSmith
14:15 - Jon’s Background and Founding of ContextSmith
21:59 - ExtraaD and Graph Usage
23:40 - Understanding Graph Databases
29:44 - Model Training Techniques
32:28 - Introduction to RAG
40:45 - Tech Community Challenges
42:49 - Transition from POC to Production
44:49 - AI Limitations: "I Don't Know"
46:05 - Canvass AI Functionality
54:35 - Data Integration into Models
56:13 - A2D and Data Hosting Environments
1:00:26 - Speed Round
1:04:08 - Vector Databases Insights
1:05:27 - Houston Restaurants Discussion

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