As 2025 draws to a close, one of the most consequential, but least publicly discussed, shifts in federal environmental governance has been the quiet expansion of artificial intelligence (AI) behind the scenes across multiple federal agencies. AI tools are not new in federal science programs, but 2025 marked a turning point: agencies began integrating machine-learning models into routine workflows in exposure modeling, surveillance, enforcement targeting, and environmental monitoring. The White House’s January 23, 2025, Executive
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