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  # Demo Shiny App with Maplibre + open LLM interface
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  :hugs: Shiny App on Huggingface: <https://huggingface.co/spaces/boettiger-lab/biodiversity>
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  Work in progress. This is a proof-of-principle for an LLM-driven interface to dynamic mapping. Key technologies include duckdb, geoparquet, pmtiles, maplibre, open LLMs (via VLLM + LiteLLM). R interface through ellmer (LLMs), mapgl (maplibre), shiny, and duckdb.
 
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  # Demo Shiny App with Maplibre + open LLM interface
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+ :rocket: Accelerated App on <https://shiny.carlboettiger.info/>
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  :hugs: Shiny App on Huggingface: <https://huggingface.co/spaces/boettiger-lab/biodiversity>
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  Work in progress. This is a proof-of-principle for an LLM-driven interface to dynamic mapping. Key technologies include duckdb, geoparquet, pmtiles, maplibre, open LLMs (via VLLM + LiteLLM). R interface through ellmer (LLMs), mapgl (maplibre), shiny, and duckdb.