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Building AI tools for federal land management data means the bar for trust is high, the people that will be using this chatbot need to know it will stay exactly within its intended scope, every time. By treating safety as an independent, structural layer rather than a matter of instructions and good faith, RedCastle Resources was able to deliver a conversational AI experience for the USFS that's both genuinely useful and built to hold up under real-world pressure.

At RedCastle Resources, our contributions to national mapping programs, developed in tandem with our partners in the USDA Forest Service, are at the forefront of augmenting landscape monitoring efforts and improving management outcomes across our public lands. As a Geospatial Data Scientist and Technical Team Lead who joined RedCastle in 2019, my work focuses on leveraging powerful, large-scale computational platforms to tackle complex environmental monitoring and land manage