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An entire open source LLM ecosystem has rapidly arisen in response, providing interesting alternative choices. These models tend to be smaller and more specialized, and often able to provide comparable performance for certain applications. For example, a recent study used only peer-reviewed climate research evaluated by experts (ClimateBERT). This was shown to provide significantly more accurate results than ChatGPT with climate-related queries.
Augmented: Planners in an Era of Generative AI
planning.org
And state DOTs, whose vast responsibilities range from rural roads to highway exchanges, often focus on fast vehicle movement through cities rather than safe, local access to schools, homes, and shops.
Vision Zero Cities: How to Fix Our Most Dangerous Roads
Sindhu Bharadwaj and Matthew Roe
What’s the timeline they are comfortable working with to solve the problem? A month? A perf cycle? Many years?
Know How Your Org Works
copyconstruct.medium.com
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