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Ryan Alimo's avatar

Hi Bill, this is an excellent breakdown of why we need a "layered defense" strategy rather than looking for a single silver bullet. Your point about Forest & fuel management is particularly critical, especially regarding how "asymmetric risk" and regulation hamper prescribed burns.

In that vein, I’d like to cite the work OpalAI is doing, which fits perfectly into this layer. They are developing FireGPT, a Vision Language Model (VLM) specifically designed to support controlled burn decision-making. By integrating NASA data to create quasi-real-time fuel maps, they are using "physics-informed AI" to reduce the very uncertainty and risk that often stalls these necessary fuel treatments.

Additionally, their FireVision platform focuses specifically on the Wildland-Urban Interface (WUI), providing the kind of granular data needed to effectively harden homes & communities and support the insurance reform you mentioned. It’s encouraging to see how these technologies can work in concert with the physical solutions like BurnBot and Pano AI that you highlighted. Great read!

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Michael Liquori's avatar

Great piece Bill. Thanks for your thoughts.

I might add a critical element required to scale. Modernizing the governance and management infrastructure around forestry and land-use. Your $2K/acre treatment costs needs to also factor the indirect costs of infrastructure (roads, biomass facilities, equipment, etc), governance (research, demonstration, monitoring, environmental management systems, etc), and management infrastructure (eg best practices, design, data/modeling resources, etc), and human capital (training, development, workforce stabilization, etc). These are essential to scale, and much of it in western US has been built around an obsolete context for management friction (e.g., environmental advocates v. forest industry).

I'm working on a series of pieces on that break this down. Happy to share a preview draft if you want to contribute.

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