AI Adoption Challenges in Industrial Sectors - Many companies, especially in energy, manufacturing, defense, and public infrastructure, lack the necessary data for effective AI implementation [3] - Companies are experiencing frustration with AI's ROI, as the promised returns are often not practical in industrial settings [5] - The impact of AI, as seen in everyday applications like ChatGPT, is not yet realized in industrial sectors [6] Gecko Robotics' Solution and Value Proposition - Gecko Robotics focuses on providing data solutions to improve efficiency, safety, and job quality in industrial sectors [3] - Gecko's robots collect data on infrastructure integrity, enabling predictive maintenance and operational efficiencies [4][8] - By providing data, Gecko aims to help clients improve heat rates, reduce shutdowns, and eliminate outages [7] - Gecko offers a 10x increase in data sets by deploying robots and sensors, leveraging existing client data [8] The Importance of Data in AI - Winning the data race is crucial for winning the AI race, as data fuels algorithms [10] - The physical world lacks readily available data, hindering the application of AI [11] - Decoding the physical world is essential to realize the potential of AI in previously overlooked sectors [11][12] Market Dynamics and Future Implications - Companies that pragmatically adopt AI will likely outperform those that don't, potentially leading to shifts in industry leadership [13] - There's a need for investment in data collection to unlock economic efficiencies through AI [9]

[Music] I'm Ryan. I'm a founding engineer at Bespoke Labs. And today I'm going to talk to you about Open Thoughts, which is our project to create the best open-source reasoning data sets.And I'll be switching tack a little bit from our earlier discussions on reasoning and RL and focus on the reasoning part and you'll see why. So just so we're on the same page, we've talked a lot about reasoning, but what's actually going on here. So I like this graph from JSON which shows this incredible performance that's ...