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Endigest AI Core Summary
Virtue Foundation partners with Databricks to build a production-grade data platform connecting medical volunteers to healthcare facilities across 72 low and low-middle income countries.
•The Foundational Data Refresh pipeline processes 25+ million web pages using OpenAI's GPT models to extract structured healthcare facility data
•Databricks and Apache Spark orchestrate parallel processing across thousands of executors for high-throughput LLM inference
•Splink probabilistic record linkage framework performs entity resolution to deduplicate facilities with name variations and inconsistent addresses
•Photon vectorized query engine reduced worst-case partition execution time from 30 minutes to 2 minutes (15x improvement)
•VF Agent prototype uses LangGraph architecture with Vector Search and Genie for natural language queries against healthcare data
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