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  "_file": "domain/stack-profiles/deep-stacks-4.yaml",
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  "attributes": {
    "displayName": "Insurance Claims Processing Stack (Python, FastAPI, PostgreSQL, Kafka, OCR/ML)",
    "description": "An end-to-end claims processing pipeline for insurance carriers combining\nFastAPI as the orchestration API, PostgreSQL for policy and claims data,\nand Kafka for event-driven intake of new claims from agents and policyholders.\nOpenCV and scikit-learn power OCR extraction and fraud-scoring models that\nclassify claim documents, estimate damage, and flag anomalies. Celery handles\nlong-running ML inference jobs asynchronously. Targeted at mid-to-large\ninsurers replacing manual adjudication workflows. The primary tradeoff is\nregulatory complexity — claim state machines must satisfy jurisdiction-specific\nrules, and model decisions require explainability for audit compliance.\n",
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