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LlamaIndex Property Graph Construction

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Linked challenge: Build an Insurance Fraud Detection Knowledge Graph Agent with LlamaIndex

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Linked challenge
Build an Insurance Fraud Detection Knowledge Graph Agent with LlamaIndex

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Write a Python script using LlamaIndex `PropertyGraphIndex` to ingest claims unstructured data. Define custom extractors for Claimant, Workshop, and Medical Provider entities.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Hold the task contract and output shape stable so generated implementations remain comparable.

Tune next

Update libraries, interfaces, and environment assumptions to match the stack you actually run.

Verify after

Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.