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.

Click here to watch a video of this episode.

Join the conversation shaping the future of energy.
Collide is the community where oil & gas professionals connect, share insights, and solve real-world problems together. No noise. No fluff. Just the discussions that move our industry forward.
Apply today at collide.io

https://twitter.com/collide_io

https://www.tiktok.com/@collide.io

https://www.facebook.com/collide.io

https://www.instagram.com/collide.io

https://www.youtube.com/@collide_io

https://bsky.app/profile/digitalwildcatters.bsky.social

https://www.linkedin.com/company/collide-digital-wildcatters

AI isn’t just a buzzword here, it’s reshaping how oil and gas gets work done. Collin McLelland breaks down what he’s building at collide, from tackling the nightmare of legacy systems to creating smarter, vertical AI tools that actually fit the industry. He and Chuck swap stories on why community and knowledge sharing matter as much as tech itself, how AI speeds up decisions and cleans up workflows, and what the future of jobs in energy might look like when machines and people work side by side. It’s equal parts practical advice, behind-the-scenes insight, and a good dose of Chuck’s trademark humor.

Click here to watch a video of this episode.

Join the conversation shaping the future of energy.
Collide is the community where oil & gas professionals connect, share insights, and solve real-world problems together. No noise. No fluff. Just the discussions that move our industry forward.
Apply today at collide.io

https://twitter.com/collide_io

https://www.tiktok.com/@collide.io

https://www.facebook.com/collide.io

https://www.instagram.com/collide.io

https://www.youtube.com/@collide_io

https://bsky.app/profile/digitalwildcatters.bsky.social

https://www.linkedin.com/company/collide-digital-wildcatters

Cemvita is taking microbes and turning them into an entirely new playbook for energy and manufacturing. Chuck sat down with CEO Moji Karimi and BioWell’s Paul Palmer to talk about how biology, AI, and genomics are teaming up to replace petrochemicals with bio-based alternatives. We’re talking everything from sustainable aviation fuel to biofertilizers to underground biorefineries that sound like science fiction but are already in motion. Along the way, they unpack how biomanufacturing could clean up supply chains, cut waste, and unlock new energy sources, all while building a circular bioeconomy that makes sustainability actually scalable. If you’ve ever wondered what the future looks like when bugs beat barrels, this one’s for you.

Click here to watch a video of this episode.

Join the conversation shaping the future of energy.
Collide is the community where oil & gas professionals connect, share insights, and solve real-world problems together. No noise. No fluff. Just the discussions that move our industry forward.
Apply today at collide.io

https://twitter.com/collide_io

https://www.tiktok.com/@collide.io

https://www.facebook.com/collide.io

https://www.instagram.com/collide.io

https://www.youtube.com/@collide_io

https://bsky.app/profile/digitalwildcatters.bsky.social

https://www.linkedin.com/company/collide-digital-wildcatters