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A claim document may contain a policy number, loss date, estimated amount, and a description spread across paragraphs and form fields. Extracting those values is useful but we also need to know where they came from and whether they are suitable for d...

When building a Property & Casualty Insurance Lakehouse, one of the first things to understand is:A Claim is not just a Claim Amount.Consider a simple auto claim.At different points in the lifecycle, the same claim might have:Indemnity Reserve = $15,...

I recently explored the Lakehouse Industry Data Models repository published under Databricks Industry Solutions on GitHub.The scale of the repository is impressive:• 40 industries• 80 models across ECM and MVM variants• More than 23,000 tables and da...

AI is becoming part of almost every data engineering workflow.We are asking AI to generate SQL, PySpark pipelines, data-quality rules, unit tests, technical specifications and even complete project structures. The results can be impressive, but there...

I have been exploring the architecture behind Agent Bricks Knowledge Assistant, particularly the relationship between Instructed Retriever and the newer Instructed-Retriever-1 model.One practical question helped me understand the difference:“The prod...