{"type":"rich","version":"1.0","provider_name":"Transistor","provider_url":"https://transistor.fm","author_name":"Chuck Yates Got A Job","title":"From Frac Engineer to Building the Data Infrastructure AI Actually Needs","html":"<iframe width=\"100%\" height=\"180\" frameborder=\"no\" scrolling=\"no\" seamless src=\"https://share.transistor.fm/e/aece2587\"></iframe>","width":"100%","height":180,"duration":2649,"description":"This episode is packed with big-picture energy talk and some seriously nerdy (but fun) data breakdowns. John Kalfayan from collide. and Chuck start with what’s really happening in oil and gas today before shifting into the challenges of putting AI to work in the field. From there, things get deep: contract dedications, what RAG actually means, how data chunking works, and the never-ending battle with duplicate info. We also weigh the costs of storage, querying, and running models, plus the tradeoffs between RAG and foundational models. If you’ve ever wondered about vector databases, data strategy, or just why we have a rant about sand, it’s all here. By the end, we hit on the human side too: education, privacy, and making sure the right people can access the right data.\nClick here to watch a video of this episode.\n\n00:00 - Intro\n01:51 - Oil and Gas Industry Insights\n06:34 - AI Deployment Challenges\n09:12 - Contract Dedications Explained\n10:32 - Understanding RAG\n12:52 - What is RAG in Data Management\n13:43 - Data Chunking Techniques\n17:17 - Cost Considerations in Data\n18:03 - RAG vs Foundational Models\n19:21 - Vectorized Databases Overview\n23:47 - Managing Duplicate Data\n26:28 - Data Strategy Considerations\n28:24 - Sand Rant\n31:32 - Identifying Gaps in Data\n33:10 - The Cost of Storage\n33:56 - Effective Data Querying\n35:50 - AI Education and Awareness\n37:53 - Privacy Concerns with Language Models\n40:54 - Data Access and Availability\nhttps://twitter.com/collide_io\nhttps://www.tiktok.com/@collide.io\nhttps://www.facebook.com/collide.io\nhttps://www.instagram.com/collide.io\nhttps://www.youtube.com/@collide_io\nhttps://bsky.app/profile/digitalwildcatters.bsky.social\nhttps://www.linkedin.com/company/collide-digital-wildcatters","thumbnail_url":"https://img.transistorcdn.com/c5WQufo5wbt5DUoayihGmjPfi-6mpIXlFv-B8NwxUXk/rs:fill:0:0:1/w:400/h:400/q:60/mb:500000/aHR0cHM6Ly9pbWct/dXBsb2FkLXByb2R1/Y3Rpb24udHJhbnNp/c3Rvci5mbS81ODIw/NmQyYjMwOTI3MTcw/NjU3ZTI2NDViYTlk/M2NkNi5qcGc.webp","thumbnail_width":300,"thumbnail_height":300}