{
  "provider": "python",
  "domains": {
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      "keywords": [
        "pickle",
        "deserialization",
        "yaml.load",
        "eval",
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        "subprocess",
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        "SSRF",
        "path traversal",
        "secrets"
      ],
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    },
    "async-concurrency-reliability": {
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        "asyncio",
        "await",
        "coroutine",
        "event loop",
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        "run_in_executor",
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        "times out",
        "TaskGroup",
        "backpressure"
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      "agent": "python-async-concurrency-reliability-agent"
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        "lockfile",
        "hashes",
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        "index-url",
        "dependency confusion",
        "build-system",
        "unpinned"
      ],
      "agent": "python-packaging-supply-chain-agent"
    },
    "numerical-scientific-correctness": {
      "keywords": [
        "float",
        "Decimal",
        "currency",
        "money",
        "rounding",
        "dtype",
        "tz-naive",
        "timezone",
        "pandas",
        "numpy",
        "reproducib",
        "seed"
      ],
      "agent": "python-numerical-scientific-correctness-agent"
    },
    "language-contracts-typing": {
      "keywords": [
        "type hint",
        "annotation",
        "mypy",
        "Pyright",
        "Any",
        "Protocol",
        "generic",
        "TypedDict",
        "dataclass",
        "overload",
        "variance"
      ],
      "agent": "python-language-contracts-typing-agent"
    },
    "web-service-production-readiness": {
      "keywords": [
        "FastAPI",
        "Django",
        "Flask",
        "Starlette",
        "ASGI",
        "WSGI",
        "endpoint",
        "middleware",
        "graceful shutdown",
        "health check"
      ],
      "agent": "python-web-service-production-readiness-agent"
    },
    "data-access-transaction": {
      "keywords": [
        "SQLAlchemy",
        "ORM",
        "session",
        "transaction",
        "commit",
        "rollback",
        "N+1",
        "lazy loading",
        "connection pool",
        "migration",
        "Alembic"
      ],
      "agent": "python-data-access-transaction-agent"
    },
    "distributed-task-reliability": {
      "keywords": [
        "Celery",
        "RQ",
        "Dramatiq",
        "task queue",
        "idempotency",
        "acks_late",
        "retry",
        "dead-letter",
        "poison message",
        "duplicate execution"
      ],
      "agent": "python-distributed-task-reliability-agent"
    },
    "testing-quality-engineering": {
      "keywords": [
        "pytest",
        "fixture",
        "parametrize",
        "mock",
        "monkeypatch",
        "coverage",
        "flaky",
        "hypothesis",
        "assertion"
      ],
      "agent": "python-testing-quality-engineering-agent"
    },
    "estate-modernization": {
      "keywords": [
        "Python 2",
        "EOL",
        "end-of-life",
        "unsupported",
        "upgrade",
        "deprecation",
        "legacy",
        "interpreter version"
      ],
      "agent": "python-estate-modernization-governor-agent"
    },
    "performance-memory": {
      "keywords": [
        "profiling",
        "cProfile",
        "tracemalloc",
        "memory leak",
        "garbage collection",
        "benchmark",
        "algorithmic complexity",
        "startup cost"
      ],
      "agent": "python-performance-memory-agent"
    },
    "free-threading-parallelism": {
      "keywords": [
        "free-threading",
        "free-threaded",
        "GIL",
        "no-GIL",
        "PEP 703",
        "python3.13t",
        "Py_mod_gil",
        "thread safety"
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      "agent": "python-free-threading-parallelism-agent"
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    "native-extension-interop": {
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        "C API",
        "stable ABI",
        "Py_LIMITED_API",
        "reference count",
        "Py_INCREF",
        "buffer protocol",
        "Cython",
        "PyO3"
      ],
      "agent": "python-native-extension-interop-agent"
    },
    "container-serverless-runtime": {
      "keywords": [
        "Docker",
        "PID 1",
        "SIGTERM",
        "gunicorn",
        "uvicorn",
        "graceful shutdown",
        "cold start",
        "entrypoint"
      ],
      "agent": "python-container-serverless-runtime-agent"
    },
    "data-pipeline-reliability": {
      "keywords": [
        "Airflow",
        "Dagster",
        "Prefect",
        "PySpark",
        "DAG",
        "backfill",
        "catchup",
        "partition",
        "schema evolution",
        "checkpoint"
      ],
      "agent": "python-data-pipeline-reliability-agent"
    },
    "ml-ai-production": {
      "keywords": [
        "training-serving skew",
        "feature leakage",
        "model artifact",
        "reproducibility",
        "drift",
        "joblib",
        "inference"
      ],
      "agent": "python-ml-ai-production-agent"
    },
    "observability-sre": {
      "keywords": [
        "structured logs",
        "metric label",
        "tracing",
        "OpenTelemetry",
        "span",
        "cardinality",
        "PII in logs",
        "SLO"
      ],
      "agent": "python-observability-sre-agent"
    },
    "developer-tooling-build": {
      "keywords": [
        "ruff",
        "mypy",
        "Pyright",
        "pre-commit",
        "tox",
        "nox",
        "build backend",
        "CI gate",
        "monorepo"
      ],
      "agent": "python-developer-tooling-build-agent"
    },
    "business-critical-automation-governance": {
      "keywords": [
        "unowned script",
        "shadow automation",
        "notebook in production",
        "scheduled job",
        "segregation of duties",
        "reconciliation",
        "key-person",
        "financial exposure"
      ],
      "agent": "python-business-critical-automation-governance-agent"
    }
  },
  "live_guards": [],
  "gate_mode": "live-guard-gate",
  "live_guard_intent": "(deploy|rollout|roll out|release|publish|promote)\\b.*\\b(prod|production|pypi|registry|live)|migrate\\b.*\\b(database|schema|prod|production)|\\bpip install\\b|rotate\\b.*\\b(secret|key|credential|token)|drop\\s+(table|database)|force[- ]push|apply\\b.*\\b(change-set|changeset|prod|production)",
  "parallel_threshold": 0.8
}