{
  "generate.predict": {
    "traces": [],
    "train": [],
    "demos": [
      {
        "augmented": true,
        "structured_event": "{\"provider\": \"AWS\", \"action\": \"ACCESS\", \"entity_id\": \"user_alice\", \"target_id\": \"vm_021\", \"source_ip\": \"192.168.1.10\", \"region\": \"eu-west-1\", \"cloud_account\": \"acc_aws_123456\", \"status\": \"Success\", \"malicious\": 0, \"attack_phase\": \"benign\", \"edge_id\": \"user_alice__ACCESS__vm_021\", \"scenario_id\": \"scenario_00187\", \"t\": 18}",
        "reasoning": "User access to vm_021 is benign as user_alice is not malicious and the scenario is scenario_00187 which is not related to an attack.",
        "provider_log": "{\n  \"eventVersion\": \"1.08\",\n  \"eventTime\": \"2025-01-15T11:00:00Z\",\n  \"eventSource\": \"ec2.amazonaws.com\",\n  \"eventName\": \"DescribeInstances\",\n  \"awsRegion\": \"eu-west-1\",\n  \"sourceIPAddress\": \"192.168.1.10\",\n  \"userAgent\": \"aws-sdk-python/1.34.0\",\n  \"requestID\": \"E1C9C9C9C9C9C9C9C9C9C9C9\",\n  \"eventID\": \"e0e0e0e0e0e0e0e0e0e0\",\n  \"readOnly\": true,\n  \"eventType\": \"AwsApiCall\",\n  \"managementEvent\": false,\n  \"userIdentity\": {\n    \"type\": \"IAMUser\",\n    \"arn\": \"arn:aws:iam::123456000000:user/alice\",\n    \"accountId\": \"123456000000\",\n    \"userName\": \"alice\"\n  },\n  \"requestParameters\": {\n    \"resourceId\": \"021\",\n    \"region\": \"eu-west-1\"\n  },\n  \"responseElements\": {\n    \"requestId\": \"E1C9C9C9C9C9C9C9C9C9C9C9\",\n    \"httpStatusCode\": 200\n  },\n  \"resources\": [\n    {\n      \"ARN\": \"arn:aws:iam::123456000000:vm/021\",\n      \"accountId\": \"123456000000\",\n      \"type\": \"AWS::EC2::Instance\"\n    }\n  ],\n  \"errorCode\": null,\n  \"errorMessage\": null,\n  \"_pipeline_meta\": {\n    \"edge_id\": \"user_alice__ACCESS__vm_021\",\n    \"scenario_id\": \"scenario_00187\",\n    \"t\": 18,\n    \"malicious\": 0,\n    \"attack_phase\": \"benign\",\n    \"original_provider\": \"AWS\",\n    \"is_cross_cloud\": false\n  }\n}"
      },
      {
        "augmented": true,
        "structured_event": "{\"provider\": \"AWS\", \"action\": \"ACCESS\", \"entity_id\": \"user_bob\", \"target_id\": \"vm_012\", \"source_ip\": \"10.0.0.5\", \"region\": \"us-east-1\", \"cloud_account\": \"acc_aws_123456\", \"status\": \"Success\", \"malicious\": 0, \"attack_phase\": \"benign\", \"edge_id\": \"user_bob__ACCESS__vm_012\", \"scenario_id\": \"scenario_00467\", \"t\": 16}",
        "reasoning": "User bob is accessing vm_012 as part of a benign activity with scenario_id scenario_00467 at t=16. No malicious activity detected.",
        "provider_log": "{\n  \"eventVersion\": \"1.08\",\n  \"eventTime\": \"2025-01-15T10:40:00Z\",\n  \"eventSource\": \"ec2.amazonaws.com\",\n  \"eventName\": \"DescribeInstances\",\n  \"awsRegion\": \"us-east-1\",\n  \"sourceIPAddress\": \"10.0.0.5\",\n  \"userAgent\": \"aws-sdk-python/1.34.0\",\n  \"requestID\": \"E1C9C9C9C9C9C9C9C9C9C9C9\",\n  \"eventID\": \"e2e0e0e0e0e0e0e0e0e0e0\",\n  \"readOnly\": true,\n  \"eventType\": \"AwsApiCall\",\n  \"managementEvent\": false,\n  \"userIdentity\": {\n    \"type\": \"IAMUser\",\n    \"arn\": \"arn:aws:iam::123456000000:user/bob\",\n    \"accountId\": \"123456000000\",\n    \"userName\": \"bob\"\n  },\n  \"requestParameters\": {\n    \"resourceId\": \"012\",\n    \"region\": \"us-east-1\"\n  },\n  \"responseElements\": {\n    \"requestId\": \"E1C9C9C9C9C9C9C9C9C9C9C9\",\n    \"httpStatusCode\": 200\n  },\n  \"resources\": [\n    {\n      \"ARN\": \"arn:aws:iam::123456000000:vm/012\",\n      \"accountId\": \"123456000000\",\n      \"type\": \"AWS::EC2::Instance\"\n    }\n  ],\n  \"errorCode\": null,\n  \"errorMessage\": null,\n  \"_pipeline_meta\": {\n    \"edge_id\": \"user_bob__ACCESS__vm_012\",\n    \"scenario_id\": \"scenario_00467\",\n    \"t\": 16,\n    \"malicious\": 0,\n    \"attack_phase\": \"benign\"\n  }\n}"
      },
      {
        "augmented": true,
        "structured_event": "{\"provider\": \"AWS\", \"action\": \"ACCESS\", \"entity_id\": \"user_bob\", \"target_id\": \"vm_012\", \"source_ip\": \"10.0.0.5\", \"region\": \"us-east-1\", \"cloud_account\": \"acc_aws_123456\", \"status\": \"Success\", \"malicious\": 0, \"attack_phase\": \"benign\", \"edge_id\": \"user_bob__ACCESS__vm_012\", \"scenario_id\": \"scenario_00594\", \"t\": 2}",
        "reasoning": "User bob is accessing vm_012 as part of a legitimate activity.",
        "provider_log": "{\n  \"eventVersion\": \"1.08\",\n  \"eventTime\": \"2025-01-15T08:20:00Z\",\n  \"eventSource\": \"ec2.amazonaws.com\",\n  \"eventName\": \"DescribeInstances\",\n  \"awsRegion\": \"us-east-1\",\n  \"sourceIPAddress\": \"10.0.0.5\",\n  \"userAgent\": \"aws-sdk-python/1.34.0\",\n  \"requestID\": \"E1C9C9C9C9C9C9C9C9C9C9C9\",\n  \"eventID\": \"e0c0c0c0c0c0c0c0c0c0c0\",\n  \"readOnly\": true,\n  \"eventType\": \"AwsApiCall\",\n  \"managementEvent\": false,\n  \"userIdentity\": {\n    \"type\": \"IAMUser\",\n    \"arn\": \"arn:aws:iam::123456000000:user/bob\",\n    \"accountId\": \"123456000000\",\n    \"userName\": \"bob\"\n  },\n  \"requestParameters\": {\n    \"resourceId\": \"012\",\n    \"region\": \"us-east-1\"\n  },\n  \"responseElements\": {\n    \"requestId\": \"E1C9C9C9C9C9C9C9C9C9C9C\",\n    \"httpStatusCode\": 200\n  },\n  \"resources\": [\n    {\n      \"ARN\": \"arn:aws:iam::123456000000:vm/012\",\n      \"accountId\": \"123456000000\",\n      \"type\": \"AWS::EC2::Instance\"\n    }\n  ],\n  \"errorCode\": null,\n  \"errorMessage\": null,\n  \"_pipeline_meta\": {\n    \"edge_id\": \"user_bob__ACCESS__vm_012\",\n    \"scenario_id\": \"scenario_00594\",\n    \"t\": 2,\n    \"malicious\": 0,\n    \"attack_phase\": \"benign\",\n    \"original_provider\": \"AWS\",\n    \"original_action\": \"ACCESS\",\n    \"original_entity_id\": \"user_bob\",\n    \"original_target_id\": \"vm_012\",\n    \"is_cross_cloud\": false\n  }\n}"
      },
      {
        "augmented": true,
        "structured_event": "{\"provider\": \"AWS\", \"action\": \"ACCESS\", \"entity_id\": \"user_john\", \"target_id\": \"vm_021\", \"source_ip\": \"192.168.1.10\", \"region\": \"eu-west-1\", \"cloud_account\": \"acc_aws_123456\", \"status\": \"Success\", \"malicious\": 0, \"attack_phase\": \"benign\", \"edge_id\": \"user_john__ACCESS__vm_021\", \"scenario_id\": \"scenario_00135\", \"t\": 6}",
        "reasoning": "User john accessed vm_021 as part of a benign activity.",
        "provider_log": "{\n  \"eventVersion\": \"1.08\",\n  \"eventTime\": \"2025-01-15T09:00:00Z\",\n  \"eventSource\": \"ec2.amazonaws.com\",\n  \"eventName\": \"DescribeInstances\",\n  \"awsRegion\": \"eu-west-1\",\n  \"sourceIPAddress\": \"192.168.1.10\",\n  \"userAgent\": \"aws-sdk-python/1.34.0\",\n  \"requestID\": \"E1C9C9C9C9C9C9C9C9C9C9C9\",\n  \"eventID\": \"e0e0e0e0e0e0e0e0e0e0\",\n  \"readOnly\": true,\n  \"eventType\": \"AwsApiCall\",\n  \"managementEvent\": false,\n  \"userIdentity\": {\n    \"type\": \"IAMUser\",\n    \"arn\": \"arn:aws:iam::123456000000:user/john\",\n    \"accountId\": \"123456000000\",\n    \"userName\": \"john\"\n  },\n  \"requestParameters\": {\n    \"resourceId\": \"021\",\n    \"region\": \"eu-west-1\"\n  },\n  \"responseElements\": {\n    \"requestId\": \"E1C9C9C9C9C9C9C9C9C9C9C9\",\n    \"httpStatusCode\": 200\n  },\n  \"resources\": [\n    {\n      \"ARN\": \"arn:aws:iam::123456000000:vm/021\",\n      \"accountId\": \"123456000000\",\n      \"type\": \"AWS::EC2::Instance\"\n    }\n  ],\n  \"errorCode\": null,\n  \"errorMessage\": null,\n  \"_pipeline_meta\": {\n    \"edge_id\": \"user_john__ACCESS__vm_021\",\n    \"scenario_id\": \"scenario_00135\",\n    \"t\": 6,\n    \"malicious\": 0,\n    \"attack_phase\": \"benign\",\n    \"original_provider\": \"AWS\",\n    \"original_action\": \"ACCESS\",\n    \"original_entity_id\": \"user_john\",\n    \"original_target_id\": \"vm_021\",\n    \"is_cross_cloud\": false\n  }\n}"
      }
    ],
    "signature": {
      "instructions": "Convert a structured cloud security event into a provider-native JSON log.\nOutput ONLY valid JSON with a _pipeline_meta field.\nNo explanation. No markdown. No code fences.",
      "fields": [
        {
          "prefix": "Structured Event:",
          "description": "JSON dict: provider (AWS/Azure/GCP), action, entity_id, target_id, source_ip, region, cloud_account, status, malicious (0/1), attack_phase, edge_id, scenario_id, t"
        },
        {
          "prefix": "Reasoning: Let's think step by step in order to",
          "description": "${reasoning}"
        },
        {
          "prefix": "Provider Log:",
          "description": "Valid JSON log. AWS: CloudTrail with eventSource, eventName, awsRegion, userIdentity, sourceIPAddress, _pipeline_meta. Azure: Activity Log with time, operationName, correlationId, identity, _pipeline_meta. GCP: Cloud Logging with protoPayload, resource, severity, timestamp, _pipeline_meta. _pipeline_meta must contain edge_id, scenario_id, t, malicious, attack_phase."
        }
      ]
    },
    "lm": null
  },
  "metadata": {
    "dependency_versions": {
      "python": "3.12",
      "dspy": "3.1.3",
      "cloudpickle": "3.1"
    }
  }
}