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orchestration; planning and memory; multi-agent collaboration. Scientific Reasoning: Program/path-of-thought, tool-augmented and retrieval-augmented reasoning; uncertainty quantification and calibrated
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orchestration; planning and memory; multi-agent collaboration. Scientific Reasoning: Program/path-of-thought, tool-augmented and retrieval-augmented reasoning; uncertainty quantification and calibrated
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Enterprise, PostGIS, GeoPandas, or other geospatial analytics and visualization tools. Experience developing natural language interfaces, retrieval-augmented generation systems, or other AI-enabled
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using approaches such as data, model, pipeline, or fully sharded parallelism. Experience with agentic AI, large language models, retrieval-augmented generation, tool use, or AI-enabled scientific