{
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  "_kind": "StackProfile",
  "_file": "domain/stack-profiles/deep-stacks-6.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Lab Information System (Python, FastAPI, PostgreSQL, Boto3, React, Docker)",
    "description": "A laboratory information management system (LIMS) that tracks samples,\nexperiments, instruments, and results through configurable laboratory\nworkflows. FastAPI serves the REST API with role-based access control,\naudit logging, and instrument integration endpoints. PostgreSQL stores\nsample chains of custody, test results with measurement uncertainty,\nand regulatory submission records. Boto3 manages raw data file storage\nfor chromatograms, spectra, and imaging data. React powers the lab\ntechnician interface with barcode scanning integration, sample tracking\ndashboards, and result approval workflows. Docker ensures consistent\ndeployment across multiple laboratory sites. The tradeoff is\nintegrating with diverse instrument vendor APIs and maintaining\nvalidation documentation for regulated environments.\n",
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      "language:python",
      "framework:fastapi",
      "tool:psql",
      "library:boto3",
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      "library:sqlalchemy"
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