{
  "version": 1,
  "id": "1cb5ccb026e24b0cb2ae468af176b0d4",
  "verifiers": {
    "version": "0.3.1"
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  "task": {
    "type": "MartechBenchV1Task",
    "data": {
      "idx": 839,
      "name": "event_transform_hospital_tycoon_prestige_bridge",
      "prompt": "The July Hospital Tycoon prestige test has stalled. AppLovin traffic is arriving in the mobile feed, but the recovery experiment has no useful conversions and the prestige-start follow-up is not reaching the right players. Please restore the canonical mobile attribution event that Mina’s brief calls for, then make the paid prestige flow route newly attributed players through the two approved treatments. Organic installs should stay outside the programme, and Operations still depends on the ward-rush reporting route. Mina’s brief is in the Growth Drive, and Devika’s mobile incident note is on Confluence.\n\nBook Hospital Tycoon's Head of Product and direct reports into their earliest 30-minute prestige-event experiment review on 29 July 2026 during 09:00–17:00 America/New_York.\n",
      "system_prompt": "You are a marketing automation agent. Execute the requested task using the available tools. Do not ask clarifying questions; use the information provided and make reasonable assumptions when needed.\n\nCurrent workspace time: 2026-07-22T12:00:00Z\nWorkspace timezone: UTC",
      "network_allow": [
        "*"
      ],
      "network_block": [],
      "artifacts": [],
      "timeout": {},
      "resources": {},
      "task_id": "event_transform_hospital_tycoon_prestige_bridge",
      "task_revision": "1.0.2",
      "task_digest": "sha256:c32618892ca2f1e9cb03fc1a739651dacf992811c97f82235ab7e09e53dafa65",
      "environment_release": "1.1.1",
      "environment_digest": "sha256:e03b286f9c9d3cf209efbb66b505975cee1fbf4b7c00500cec3362d426005837",
      "task_surface_digest": "sha256:c61f245ed387f1f3412f7a23446631eadabc28598f6e76db3e9706ffdb70b674",
      "instruction_digest": "sha256:5e6e787fd00746f5d499ad2e5201876378738f9f0a9fa61c23841c7b06f1609f",
      "grader_digest": "sha256:f8d0b17930eafcf31d7053ee0c5d505737993bcc5650da2fbb048c04afbc590f",
      "fixture_digest": "sha256:cabc293706fad294ecc0f4e8499ada6bb06b140c77666308b05ba34ecedd136c",
      "public_evidence_digest": "sha256:2cd7da5113333623506ca0c542c0c4e1d11bed0a20f3dd9f742d1e02c077285a"
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    "key": "27d7a2b33842f3338fa305090ba2494ee96dbac54f9ad840265b735d8273d0b3",
    "hash": "27d7a2b33842f3338fa305090ba2494ee96dbac54f9ad840265b735d8273d0b3"
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  "agent": {
    "config": {
      "harness": {
        "id": "null",
        "env": {},
        "forward_env": [],
        "tool_timeout": 600.0,
        "skills": []
      },
      "runtime": {
        "type": "subprocess"
      },
      "model": "openai/gpt-5.6-luna",
      "sampling": {
        "reasoning_effort": "high",
        "service_tier": "flex"
      },
      "max_turns": 40,
      "timeout": {
        "rollout": 36000.0
      },
      "retries": {
        "max_retries": 0,
        "include": [],
        "exclude": []
      }
    },
    "name": "agent",
    "trainable": true
  },
  "tools": [
    {
      "name": "cdp_query_logs",
      "description": "Search platform logs across data intake, customer activity, identity changes, transformations, and journey activity. Results are returned as a compact Markdown table ordered by log time.",
      "parameters": {
        "type": "object",
        "properties": {
          "filters": {
            "type": "object",
            "description": "Optional filters. Omit filters to return recent log rows.",
            "properties": {
              "text": {
                "type": "string",
                "description": "Text to find in matching log rows."
              },
              "source": {
                "type": "string",
                "enum": [
                  "data",
                  "identity",
                  "transformation",
                  "activation"
                ]
              },
              "kind": {
                "type": "string",
                "description": "Log row type, such as event, customer_update, jsonata_rule, activation_triggered, activation_step_entered, activation_step_exited, or activation_action."
              },
              "status": {
                "type": "string",
                "description": "Status value to match."
              },
              "submissionId": {
                "type": "string",
                "description": "Exact ingestion submission receipt ID returned by track_customer_data."
              },
              "eventType": {
                "type": "string"
              },
              "canonicalCustomerId": {
                "type": "string"
              },
              "activationId": {
                "type": "string"
              },
              "activationVersionId": {
                "type": "string"
              },
              "activationInstanceId": {
                "type": "string"
              },
              "fromTime": {
                "type": "string"
              },
              "toTime": {
                "type": "string"
              },
              "identifiers": {
                "type": "object",
                "description": "Optional exact identifier match.",
                "properties": {
                  "name": {
                    "type": "string"
                  },
                  "value": {
                    "type": "string"
                  }
                },
                "required": [
                  "name",
                  "value"
                ],
                "additionalProperties": false
              }
            },
            "additionalProperties": false
          },
          "order": {
            "type": "string",
            "enum": [
              "ASCENDING",
              "DESCENDING"
            ],
            "description": "Sort by log time. Defaults to DESCENDING when omitted."
          },
          "limit": {
            "type": "integer",
            "minimum": 1,
            "maximum": 500,
            "description": "Maximum rows to return. Defaults to 25."
          }
        },
        "additionalProperties": false
      }
    },
    {
      "name": "fetch_ab_experiments",
      "description": "Fetch experiment configurations, versions, variants, and lifecycle state. Results include stable experiment IDs and keys.",
      "parameters": {
        "type": "object",
        "properties": {
          "experimentId": {
            "type": "string"
          },
          "key": {
            "type": "string"
          },
          "includeArchived": {
            "type": "boolean"
          },
          "includeAllVersions": {
            "type": "boolean"
          },
          "versionStatus": {
            "type": "string",
            "enum": [
              "draft",
              "active",
              "terminated"
            ],
            "description": "Current experiment-version status."
          },
          "author": {
            "type": "string",
            "description": "Experiment author to match."
          },
          "secondaryMetricId": {
            "type": "string",
            "description": "Secondary metric linked to the experiment."
          },
          "hasDraft": {
            "type": "boolean",
            "description": "Whether the experiment has a draft version."
          },
          "experimentType": {
            "type": "string",
            "enum": [
              "bayesian",
              "frequentist",
              "contextual_bandit"
            ],
            "description": "Experiment decision mode."
          },
          "state": {
            "type": "string",
            "enum": [
              "not_started",
              "running",
              "ended",
              "archived"
            ],
            "description": "Derived experiment lifecycle state."
          },
          "primaryMetricId": {
            "type": "string",
            "description": "Primary metric linked to the experiment."
          }
        },
        "additionalProperties": false
      }
    },
    {
      "name": "fetch_activations",
      "description": "Fetch activation configurations, versions, lifecycle state, and runtime configuration. Results include stable activation IDs and keys.",
      "parameters": {
        "type": "object",
        "properties": {
          "activationId": {
            "type": "string"
          },
          "key": {
            "type": "string"
          },
          "activationVersionId": {
            "type": "string"
          },
          "includeArchived": {
            "type": "boolean"
          },
          "includeAllVersions": {
            "type": "boolean"
          },
          "includeFrozenSnapshots": {
            "type": "boolean"
          },
          "versionStatus": {
            "type": "string",
            "enum": [
              "draft",
              "active",
              "disconnected"
            ],
            "description": "Current activation-version status."
          },
          "containsStepType": {
            "type": "string",
            "description": "Action type present in the current activation version."
          },
          "archived": {
            "type": "boolean",
            "description": "Archived state to match."
          }
        },
        "additionalProperties": false
      }
    },
    {
      "name": "fetch_api_connections",
      "description": "Fetch API connections. Omit filters to list active connections; set includeArchived to include archived connections. Bearer token values are never returned; bearerTokenSecretName names the referenced secret when one exists. Broad reads return compact summaries; provide an exact apiConnectionId or key to retrieve the complete configuration.",
      "parameters": {
        "type": "object",
        "properties": {
          "apiConnectionId": {
            "type": "string"
          },
          "key": {
            "type": "string"
          },
          "includeArchived": {
            "type": "boolean"
          },
          "method": {
            "type": "string",
            "enum": [
              "GET",
              "POST",
              "PUT",
              "PATCH",
              "DELETE"
            ],
            "description": "HTTP request method."
          },
          "bodyMode": {
            "type": "string",
            "enum": [
              "static_json",
              "jsonata"
            ],
            "description": "Connection request body mode."
          },
          "archived": {
            "type": "boolean",
            "description": "Archived state to match."
          }
        },
        "additionalProperties": false
      }
    },
    {
      "name": "fetch_appsflyer_app",
      "description": "Fetch the complete AppsFlyer registration for one app.",
      "parameters": {
        "type": "object",
        "properties": {
          "appsFlyerAppId": {
            "type": "string",
            "minLength": 1
          }
        },
        "required": [
          "appsFlyerAppId"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "fetch_cdp_integrations",
      "description": "Browse installed CDP integrations or fetch one exact installation with safe provider settings. Blank optional string selectors are treated as omitted.",
      "parameters": {
        "type": "object",
        "properties": {
          "integrationId": {
            "type": "string"
          },
          "catalogSlug": {
            "type": "string"
          },
          "direction": {
            "type": "string",
            "enum": [
              "source",
              "activation"
            ]
          },
          "includeUninstalled": {
            "type": "boolean"
          },
          "continuationToken": {
            "type": [
              "string",
              "null"
            ],
            "minLength": 1,
            "description": "Continuation token from a previous result page."
          },
          "pageSize": {
            "type": "integer",
            "minimum": 1,
            "maximum": 100,
            "description": "Maximum number of integrations returned in this response."
          }
        },
        "additionalProperties": false
      }
    },
    {
      "name": "fetch_document",
      "description": "Fetch one complete platform-doc or company-knowledge article by its stable documentId.",
      "parameters": {
        "type": "object",
        "properties": {
          "documentId": {
            "type": "string",
            "minLength": 1,
            "description": "Exact stable document ID."
          }
        },
        "required": [
          "documentId"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "fetch_push_api_config",
      "description": "Fetch one Push API configuration with its selections, test result, usage, and masked authorization.",
      "parameters": {
        "type": "object",
        "properties": {
          "pushEndpointId": {
            "type": "string",
            "minLength": 1
          }
        },
        "required": [
          "pushEndpointId"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "fetch_schema",
      "description": "Fetch the current CDP runtime schema as Markdown.",
      "parameters": {
        "type": "object",
        "properties": {
          "type": {
            "type": "string",
            "enum": [
              "event",
              "customer",
              "identifier",
              "customer_aggregate"
            ],
            "description": "Schema section to fetch."
          },
          "types": {
            "type": "array",
            "items": {
              "type": "string",
              "enum": [
                "event",
                "customer",
                "identifier",
                "customer_aggregate"
              ]
            },
            "minItems": 1,
            "uniqueItems": true,
            "description": "Schema sections to fetch in one invocation, returned in the requested order."
          },
          "aggregateType": {
            "type": "string",
            "enum": [
              "count",
              "min",
              "max",
              "avg",
              "sum",
              "median",
              "mostRecent"
            ],
            "description": "Calculated-property aggregation type to match."
          },
          "eventType": {
            "type": "string",
            "description": "Source event type used by calculated customer properties."
          },
          "status": {
            "type": "string",
            "enum": [
              "active",
              "deleted"
            ],
            "description": "Calculated-property lifecycle state."
          }
        },
        "oneOf": [
          {
            "required": [
              "type"
            ]
          },
          {
            "required": [
              "types"
            ]
          }
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "fetch_webhook",
      "description": "Fetch one CDP webhook.",
      "parameters": {
        "type": "object",
        "properties": {
          "webhookId": {
            "type": "string",
            "minLength": 1
          }
        },
        "required": [
          "webhookId"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "fetch_workplace_employee",
      "description": "Fetch one employee's exact directory and org-chart details by stable employee ID.",
      "parameters": {
        "type": "object",
        "properties": {
          "employeeId": {
            "type": "string",
            "minLength": 1
          }
        },
        "required": [
          "employeeId"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "fetch_workplace_product",
      "description": "Fetch one product's exact owning team, product-specific Head of Product, and lifecycle-marketing owner by stable product ID.",
      "parameters": {
        "type": "object",
        "properties": {
          "productId": {
            "type": "string",
            "minLength": 1
          }
        },
        "required": [
          "productId"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "fetch_workplace_team",
      "description": "Fetch one formal team's manager, current members, and primary collaboration destinations by stable team ID.",
      "parameters": {
        "type": "object",
        "properties": {
          "teamId": {
            "type": "string",
            "minLength": 1
          }
        },
        "required": [
          "teamId"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "list_all_webhooks",
      "description": "List CDP webhooks.",
      "parameters": {
        "type": "object",
        "properties": {
          "status": {
            "type": "string"
          },
          "includeArchived": {
            "type": "boolean"
          },
          "continuationToken": {
            "type": [
              "string",
              "null"
            ],
            "minLength": 1,
            "description": "Continuation token from a previous result page."
          },
          "pageSize": {
            "type": "integer",
            "minimum": 1,
            "maximum": 100,
            "description": "Maximum number of webhooks returned in this response."
          }
        },
        "additionalProperties": false
      }
    },
    {
      "name": "list_event_transformations",
      "description": "List active JSONata event transformations, optionally filtered by source event type.",
      "parameters": {
        "type": "object",
        "properties": {
          "eventType": {
            "type": "string",
            "description": "Optional source event type to inspect."
          },
          "continuationToken": {
            "type": [
              "string",
              "null"
            ],
            "minLength": 1,
            "description": "Continuation token from a previous result page."
          },
          "pageSize": {
            "type": "integer",
            "minimum": 1,
            "maximum": 100,
            "description": "Maximum number of transformations returned in this response."
          },
          "expressionName": {
            "type": "string",
            "minLength": 1,
            "description": "Expression name to match."
          },
          "hasDeduplicationKey": {
            "type": "boolean",
            "description": "Whether a deduplication key expression is configured."
          }
        },
        "additionalProperties": false
      }
    },
    {
      "name": "list_push_api_configs",
      "description": "List compact AppsFlyer Push API configurations by app or lifecycle state. Use fetch_push_api_config with an exact configuration ID for complete settings.",
      "parameters": {
        "type": "object",
        "properties": {
          "appsFlyerAppId": {
            "type": "string"
          },
          "status": {
            "type": "string"
          },
          "includeArchived": {
            "type": "boolean"
          },
          "cursor": {
            "type": [
              "string",
              "null"
            ],
            "minLength": 1,
            "description": "Continuation cursor returned by a previous response."
          },
          "limit": {
            "type": "integer",
            "minimum": 1,
            "maximum": 100,
            "description": "Maximum number of pushEndpoints returned in this response."
          }
        },
        "additionalProperties": false
      }
    },
    {
      "name": "list_workplace_direct_reports",
      "description": "List the active employees who report directly to one canonical manager employee ID.",
      "parameters": {
        "type": "object",
        "properties": {
          "managerEmployeeId": {
            "type": "string",
            "minLength": 1
          },
          "department": {
            "type": "string",
            "description": "Direct-report department to match."
          },
          "employmentStatus": {
            "type": "string",
            "enum": [
              "active",
              "inactive"
            ],
            "description": "Direct-report employment status."
          },
          "titleContains": {
            "type": "string",
            "description": "Text contained in the direct-report title."
          }
        },
        "required": [
          "managerEmployeeId"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "manage_ab_experiment",
      "description": "Create, update, terminate, or archive experiment configuration.",
      "parameters": {
        "type": "object",
        "properties": {
          "action": {
            "type": "string",
            "enum": [
              "create",
              "update",
              "terminate",
              "archive"
            ]
          },
          "experimentId": {
            "type": "string"
          },
          "key": {
            "type": "string"
          },
          "name": {
            "type": "string"
          },
          "hypothesis": {
            "type": "string"
          },
          "description": {
            "type": "string"
          },
          "experimentType": {
            "type": "string",
            "enum": [
              "bayesian",
              "frequentist",
              "contextual_bandit"
            ]
          },
          "assignmentIdentifierPath": {
            "type": "string"
          },
          "randomisationSeed": {
            "type": "string"
          },
          "primaryMetricId": {
            "type": "string"
          },
          "secondaryMetricIds": {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          "author": {
            "type": "string"
          },
          "initialVersion": {
            "type": "object"
          }
        },
        "required": [
          "action"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "manage_ab_experiment_version",
      "description": "Create, update, activate, or terminate experiment versions.",
      "parameters": {
        "type": "object",
        "properties": {
          "action": {
            "type": "string",
            "enum": [
              "create",
              "update",
              "activate",
              "terminate"
            ]
          },
          "experimentId": {
            "type": "string"
          },
          "key": {
            "type": "string"
          },
          "versionId": {
            "type": "string"
          },
          "versionNumber": {
            "type": "integer"
          },
          "eligibilityConditionId": {
            "type": "string"
          },
          "contextualBanditContextPaths": {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          "variants": {
            "type": "array",
            "items": {
              "type": "object"
            }
          },
          "createdBy": {
            "type": "string"
          }
        },
        "required": [
          "action"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "manage_ab_metric",
      "description": "Create, update, or archive reusable experiment conversion metrics. Metrics define binary or continuous conversion facts from one CDP event type plus an optional event filter.",
      "parameters": {
        "type": "object",
        "properties": {
          "action": {
            "type": "string",
            "enum": [
              "create",
              "update",
              "archive"
            ]
          },
          "metricId": {
            "type": "string"
          },
          "key": {
            "type": "string"
          },
          "name": {
            "type": "string"
          },
          "description": {
            "type": "string"
          },
          "conversionType": {
            "type": "string",
            "enum": [
              "binary",
              "continuous"
            ]
          },
          "eventType": {
            "type": "string"
          },
          "eventFilter": {
            "type": "string",
            "description": "Optional event-scoped filter evaluated within eventType."
          },
          "valuePath": {
            "type": "string"
          },
          "preferredDirection": {
            "type": "string",
            "enum": [
              "increase",
              "decrease"
            ]
          },
          "createdBy": {
            "type": "string"
          }
        },
        "required": [
          "action"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "manage_activation",
      "description": "Create, update, or archive activation parents.",
      "parameters": {
        "type": "object",
        "properties": {
          "action": {
            "type": "string",
            "enum": [
              "create",
              "update",
              "archive"
            ]
          },
          "activationId": {
            "type": "string"
          },
          "key": {
            "type": "string"
          },
          "name": {
            "type": "string"
          },
          "description": {
            "type": "string"
          },
          "trigger": {
            "type": "object"
          },
          "restartMode": {
            "type": "string",
            "enum": [
              "restart",
              "ignore",
              "parallel"
            ]
          },
          "createdBy": {
            "type": "string"
          }
        },
        "required": [
          "action"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "manage_activation_version",
      "description": "Create, update, activate, disconnect, or terminate activation versions.",
      "parameters": {
        "type": "object",
        "properties": {
          "action": {
            "type": "string",
            "enum": [
              "create",
              "update",
              "activate",
              "disconnect",
              "terminate"
            ]
          },
          "activationId": {
            "type": "string"
          },
          "activationVersionId": {
            "type": "string"
          },
          "copyFromVersionId": {
            "type": "string"
          },
          "trigger": {
            "type": "object"
          },
          "restartMode": {
            "type": "string",
            "enum": [
              "restart",
              "ignore",
              "parallel"
            ]
          },
          "steps": {
            "type": "array",
            "items": {
              "type": "object"
            }
          },
          "createdBy": {
            "type": "string"
          }
        },
        "required": [
          "action"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "manage_api_connection",
      "description": "Create, update, or archive API connections.",
      "parameters": {
        "type": "object",
        "properties": {
          "action": {
            "type": "string",
            "enum": [
              "create",
              "update",
              "archive"
            ]
          },
          "apiConnectionId": {
            "type": "string"
          },
          "key": {
            "type": "string"
          },
          "name": {
            "type": "string"
          },
          "endpoint": {
            "type": "string"
          },
          "bearerToken": {
            "type": "string"
          },
          "bearerTokenSecretName": {
            "type": "string",
            "description": "Name of an app settings secret to use as the bearer token."
          },
          "bodyMode": {
            "type": "string",
            "enum": [
              "static_json",
              "jsonata"
            ]
          },
          "body": {
            "type": "string"
          },
          "createdBy": {
            "type": "string"
          }
        },
        "required": [
          "action"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "manage_appsflyer_push_endpoint",
      "description": "Create, update, test, activate, pause, or archive an AppsFlyer Push API endpoint. Tests omit the configured authorization token; production includes it.",
      "parameters": {
        "type": "object",
        "properties": {
          "action": {
            "type": "string",
            "enum": [
              "create",
              "update",
              "test",
              "activate",
              "pause",
              "archive"
            ]
          },
          "pushEndpointId": {
            "type": "string"
          },
          "appsFlyerAppId": {
            "type": "string"
          },
          "name": {
            "type": "string"
          },
          "method": {
            "type": "string",
            "enum": [
              "GET",
              "POST"
            ]
          },
          "endpointUrl": {
            "type": "string"
          },
          "authorizationToken": {
            "type": "string"
          },
          "outputFields": {
            "type": "array",
            "items": {
              "type": "string"
            },
            "uniqueItems": true
          },
          "messageSelections": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "messageType": {
                  "type": "string",
                  "enum": [
                    "install",
                    "re_engagement",
                    "re_attribution",
                    "install_in_app_event",
                    "re_engagement_in_app_event",
                    "re_attribution_in_app_event"
                  ]
                },
                "scopes": {
                  "type": "array",
                  "items": {
                    "type": "string",
                    "enum": [
                      "organic",
                      "non_organic"
                    ]
                  },
                  "minItems": 1,
                  "uniqueItems": true
                },
                "events": {
                  "type": "array",
                  "items": {
                    "type": "string"
                  },
                  "uniqueItems": true
                }
              },
              "required": [
                "messageType",
                "scopes"
              ],
              "additionalProperties": false
            },
            "minItems": 1
          }
        },
        "required": [
          "action"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "manage_event_transformation",
      "description": "Create, update, or delete an active JSONata event transformation.",
      "parameters": {
        "type": "object",
        "properties": {
          "action": {
            "type": "string",
            "enum": [
              "create",
              "update",
              "delete"
            ]
          },
          "eventType": {
            "type": "string",
            "description": "Registered active ordinary source event type."
          },
          "expressions": {
            "type": "array",
            "minItems": 1,
            "maxItems": 10,
            "items": {
              "type": "object",
              "properties": {
                "name": {
                  "type": "string"
                },
                "syntax": {
                  "type": "string",
                  "description": "JSONata expression returning one complete event object or null."
                },
                "description": {
                  "type": "string"
                }
              },
              "required": [
                "name",
                "syntax"
              ],
              "additionalProperties": false
            }
          },
          "deduplicationKeyExpression": {
            "type": "string",
            "minLength": 1,
            "pattern": "\\S",
            "description": "Optional nonblank JSONata expression over the source event. Omit this field to configure no deduplication expression. Repeated non-empty scalar keys are suppressed locally after the first accepted output."
          }
        },
        "required": [
          "action",
          "eventType"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "preview_event_transformation",
      "description": "Evaluate proposed JSONata event transformation expressions against one example event without persistence. Returns raw outputs and non-persisted CDP validation results.",
      "parameters": {
        "type": "object",
        "properties": {
          "eventType": {
            "type": "string",
            "description": "Registered active ordinary source event type."
          },
          "expressions": {
            "type": "array",
            "minItems": 1,
            "maxItems": 10,
            "items": {
              "type": "object",
              "properties": {
                "name": {
                  "type": "string"
                },
                "syntax": {
                  "type": "string"
                },
                "description": {
                  "type": "string"
                }
              },
              "required": [
                "name",
                "syntax"
              ],
              "additionalProperties": false
            }
          },
          "event": {
            "type": "object",
            "description": "Example source event object."
          },
          "limit": {
            "type": "integer",
            "minimum": 1,
            "maximum": 10
          }
        },
        "required": [
          "eventType",
          "expressions",
          "event"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "read_cdp_journey_experimentation_settings",
      "description": "Read settings owned by the CDP, Journeys, and Experimentation product suite. Provider products such as AppLovin, AppsFlyer, and SendGrid expose their settings through their own tools. Secret values are never returned; only secret metadata is shown.",
      "parameters": {
        "type": "object",
        "properties": {},
        "additionalProperties": false
      }
    },
    {
      "name": "search_company_knowledge",
      "description": "Search company knowledge across internal Confluence documents, Drive docs, Slack history, internal policies, and support procedures for operating rules, launch context, process constraints, and delivery guidance. Returns compact matching snippets with a stable documentId, matching queries, limit, and minScore metadata. Use fetch_document with documentId to read the complete article.",
      "parameters": {
        "type": "object",
        "properties": {
          "queries": {
            "type": "array",
            "items": {
              "type": "string"
            },
            "minItems": 1,
            "description": "Company knowledge search queries to run in one invocation."
          },
          "limit": {
            "type": "integer",
            "minimum": 1,
            "maximum": 5,
            "description": "Number of company knowledge results to return for each query. Defaults to 1."
          },
          "titleContains": {
            "type": "string",
            "description": "Text contained in the knowledge-page title."
          },
          "pathPrefix": {
            "type": "string",
            "description": "Knowledge path prefix to match."
          }
        },
        "required": [
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        ],
        "additionalProperties": false
      }
    },
    {
      "name": "search_confluence_pages",
      "description": "Search Confluence pages by text, optionally by a space id.",
      "parameters": {
        "type": "object",
        "properties": {
          "query": {
            "type": "string",
            "minLength": 1
          },
          "teamId": {
            "type": "string",
            "minLength": 1
          },
          "limit": {
            "type": "integer",
            "minimum": 1,
            "maximum": 100
          },
          "status": {
            "type": "string",
            "enum": [
              "current",
              "archived"
            ],
            "description": "Confluence page lifecycle status."
          },
          "spaceId": {
            "type": "string",
            "description": "Confluence space containing the page."
          }
        },
        "required": [
          "query"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "search_platform_docs",
      "description": "Search this Martech platform product documentation for one or more queries.",
      "parameters": {
        "type": "object",
        "properties": {
          "product": {
            "type": "string",
            "enum": [
              "applovin",
              "appsflyer",
              "cdp",
              "dns",
              "google_ads",
              "sendgrid",
              "workplace"
            ],
            "description": "Product help center to search."
          },
          "queries": {
            "type": "array",
            "items": {
              "type": "string"
            },
            "minItems": 1,
            "description": "Search queries to run in one invocation."
          },
          "limit": {
            "type": "integer",
            "minimum": 1,
            "maximum": 5,
            "description": "Number of documents to return for each query. Defaults to 1."
          },
          "dateFilter": {
            "type": "string",
            "pattern": "^-[1-9][0-9]*[dwmy]$",
            "description": "Creation-date lookback using -Nd, -Nw, -Nm, or -Ny."
          },
          "lastModifiedFilter": {
            "type": "string",
            "pattern": "^-[1-9][0-9]*[dwmy]$",
            "description": "Last-modified lookback using -Nd, -Nw, -Nm, or -Ny."
          }
        },
        "required": [
          "product",
          "queries"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "search_workplace_products",
      "description": "Search company products and product lines.",
      "parameters": {
        "type": "object",
        "properties": {
          "query": {
            "type": "string",
            "minLength": 1
          },
          "limit": {
            "type": "integer",
            "minimum": 1,
            "maximum": 100
          },
          "productLine": {
            "type": "string",
            "description": "Product line to match."
          },
          "lifecycleStatus": {
            "type": "string",
            "enum": [
              "active",
              "inactive"
            ],
            "description": "Product lifecycle status."
          },
          "owningTeamId": {
            "type": "string",
            "description": "Team responsible for the product."
          }
        },
        "required": [
          "query"
        ],
        "additionalProperties": false
      }
    },
    {
      "name": "search_workplace_teams",
      "description": "Search formal company teams by name or department.",
      "parameters": {
        "type": "object",
        "properties": {
          "query": {
            "type": "string",
            "minLength": 1
          },
          "limit": {
            "type": "integer",
            "minimum": 1,
            "maximum": 100
          },
          "department": {
            "type": "string",
            "description": "Team department to match."
          },
          "teamStatus": {
            "type": "string",
            "enum": [
              "active",
              "archived"
            ],
            "description": "Directory team status."
          },
          "managerEmployeeId": {
            "type": "string",
            "description": "Employee who manages the team."
          }
        },
        "required": [
          "query"
        ],
        "additionalProperties": false
      }
    }
  ],
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    {
      "message": {
        "role": "system",
        "content": "You are a marketing automation agent. Execute the requested task using the available tools. Do not ask clarifying questions; use the information provided and make reasonable assumptions when needed.\n\nCurrent workspace time: 2026-07-22T12:00:00Z\nWorkspace timezone: UTC"
      },
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    },
    {
      "parent": 0,
      "message": {
        "role": "user",
        "content": "The July Hospital Tycoon prestige test has stalled. AppLovin traffic is arriving in the mobile feed, but the recovery experiment has no useful conversions and the prestige-start follow-up is not reaching the right players. Please restore the canonical mobile attribution event that Mina’s brief calls for, then make the paid prestige flow route newly attributed players through the two approved treatments. Organic installs should stay outside the programme, and Operations still depends on the ward-rush reporting route. Mina’s brief is in the Growth Drive, and Devika’s mobile incident note is on Confluence.\n\nBook Hospital Tycoon's Head of Product and direct reports into their earliest 30-minute prestige-event experiment review on 29 July 2026 during 09:00–17:00 America/New_York.\n"
      },
      "sampled": false,
      "timestamp": 1788405007.2194471,
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            "name": "search_confluence_pages",
            "arguments": "{\"query\":\"Devika mobile incident Hospital Tycoon prestige attribution\",\"teamId\":\"Growth\",\"limit\":20,\"status\":\"current\",\"spaceId\":\"Growth\"}"
          },
          {
            "id": "call_298Ob3LMZI8VhajTZvti53Eg",
            "type": "function",
            "name": "search_workplace_products",
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          }
        ],
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          }
        ]
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        "content": "{\"limit\":5,\"message\":\"No company knowledge documents or messages are available.\",\"minScore\":0.75,\"results\":[]}",
        "name": "search_company_knowledge"
      },
      "sampled": false,
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    },
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        "tool_call_id": "call_SGr4qxTu5qTA65aPlrRskeSw",
        "content": "{\"pages\":[]}",
        "name": "search_confluence_pages"
      },
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    },
    {
      "parent": 4,
      "message": {
        "role": "tool",
        "tool_call_id": "call_298Ob3LMZI8VhajTZvti53Eg",
        "content": "{\"products\":[{\"name\":\"Hospital Tycoon\",\"owningTeamId\":\"team_000005\",\"productId\":\"prd_000005\",\"productLine\":\"Simulation Games\",\"status\":\"active\"}]}",
        "name": "search_workplace_products"
      },
      "sampled": false,
      "timestamp": 1788405024.252564,
      "token_ids": [],
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      "logprobs": []
    },
    {
      "parent": 5,
      "message": {
        "role": "assistant",
        "tool_calls": [
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            "id": "call_h6dx91AgsIsCDujUpX74to3y",
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            "id": "call_rdnnkuUaoLf1rpDO2D7JjaPv",
            "type": "function",
            "name": "list_event_transformations",
            "arguments": "{\"eventType\":\"mobile:attribution\",\"continuationToken\":null,\"pageSize\":100,\"expressionName\":\"x\",\"hasDeduplicationKey\":false}"
          },
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            "id": "call_1ElKjhAA3oXmRRQ3nmTu2gCO",
            "type": "function",
            "name": "list_workplace_direct_reports",
            "arguments": "{\"managerEmployeeId\":\"emp_000089\",\"department\":\"\",\"employmentStatus\":\"active\",\"titleContains\":\"\"}"
          }
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            "summary": "**Exploring app connections**\n\nI need to use a known app ID to search for mobile apps. I'm thinking of fetching the schema event and listing transformations, then getting activations and experiments. I'll also consider searching for activation emails, but skip that if it's not relevant. I might want to list push endpoints broadly, possibly looking into AppsFlyer apps too. Finally, I’ll think about API connections and checking the direct reports for the manager with emp_000089.",
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        "tool_call_id": "call_MYRQwvMXay88skyxwLtBUqUk",
        "content": "\"## Event schema\\n\\n### `activation:stepEntered`\\n\\nDescription: Reserved activation journey step entry fact. Reserved event type.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `activation:stepEntered`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| `activationId` | string | Yes | Stable activation parent ID. | - | - |\\n| `activationKey` | string | Yes | User-authored activation key. | - | - |\\n| `activationVersionId` | string | Yes | Activation version pinned to the instance. | - | - |\\n| `activationInstanceId` | string | Yes | Runtime instance ID. | - | - |\\n| `stepExecutionId` | string | Yes | Step execution row ID. | - | - |\\n| `stepId` | string | Yes | Step ID inside the activation graph. | - | - |\\n| `stepType` | string | Yes | Activation step type. | - | - |\\n| `entryType` | string | Yes | scheduled or triggered. | - | - |\\n\\n### `activation:stepExited`\\n\\nDescription: Reserved activation journey step exit and transition fact. Reserved event type.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `activation:stepExited`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| `activationId` | string | Yes | Stable activation parent ID. | - | - |\\n| `activationKey` | string | Yes | User-authored activation key. | - | - |\\n| `activationVersionId` | string | Yes | Activation version pinned to the instance. | - | - |\\n| `activationInstanceId` | string | Yes | Runtime instance ID. | - | - |\\n| `stepExecutionId` | string | Yes | Step execution row ID. | - | - |\\n| `stepId` | string | Yes | Step ID inside the activation graph. | - | - |\\n| `stepType` | string | Yes | Activation step type. | - | - |\\n| `entryType` | string | Yes | scheduled or triggered. | - | - |\\n| `outcome` | string | Yes | Product outcome selected by the step. | - | - |\\n| `transitionToStepId` | string | Yes | Target step ID selected by the outcome. | - | - |\\n| `transitionToStepType` | string | Yes | Target step type selected by the outcome. | - | - |\\n\\n### `ad:impression`\\n\\nDescription: Normalized ad-impression event used by the acquisition reporting dashboard.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `ad:impression`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| `placement` | string | No | Ad placement reported by the acquisition feed. | - | - |\\n\\n### `app:uninstalled`\\n\\nDescription: Mobile uninstall event from the AppsFlyer lifecycle feed.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `app:uninstalled`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| `reason` | string | No | Lifecycle reason supplied by the mobile feed. | - | - |\\n\\n### `browsing:pageview`\\n\\nDescription: Captures a customer viewing a resource.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `browsing:pageview`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| `resource` | string | Yes | URL or resource viewed, e.g. /pricing. | - | - |\\n\\n### `commerce:order`\\n\\nDescription: Captures a completed order.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `commerce:order`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| `amount` | number | Yes | Total order amount. | - | - |\\n| `currency` | string | No | Currency code, preferably ISO 4217, e.g. USD. | - | - |\\n| `orderId` | string | No | Order identifier. | - | - |\\n| `skus` | array<string> | No | List of SKUs included in the order. | - | - |\\n| `tax` | number | No | Optional amount of tax included in the total amount. When present, amount is interpreted as gross. | - | - |\\n| `taxCurrency` | string | No | Currency code for tax amount. | - | - |\\n\\n### `commerce:order-refunded`\\n\\nDescription: Captures a refund on an order.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `commerce:order-refunded`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| `amount` | number | Yes | Amount refunded to the customer. | - | - |\\n| `orderId` | string | No | Order identifier. | - | - |\\n\\n### `experiment:assigned`\\n\\nDescription: Reserved experiment assignment and exposure fact. Reserved event type.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `experiment:assigned`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| `experimentId` | string | Yes | Experiment ID. | - | - |\\n| `versionId` | string | Yes | Experiment version ID. | - | - |\\n| `variantId` | string | Yes | Assigned variant ID. | - | - |\\n| `assignmentIdentifierPath` | string | Yes | Experiment assignment identifier path. | - | - |\\n| `assignmentIdentifierValue` | json scalar | Yes | Resolved assignment identifier value. | - | - |\\n| `contextValuesJson` | object | No | Contextual bandit context values when applicable. | - | - |\\n\\n### `experiment:converted`\\n\\nDescription: Reserved system-derived experiment conversion fact. Reserved event type.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `experiment:converted`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| `experimentId` | string | Yes | Experiment ID. | - | - |\\n| `versionId` | string | Yes | Attributed version ID. | - | - |\\n| `variantId` | string | Yes | Attributed variant ID. | - | - |\\n| `metricId` | string | Yes | Metric ID. | - | - |\\n| `conversionType` | string | Yes | binary or continuous. | - | - |\\n| `sourceEventId` | string | Yes | Source event that matched the metric. | - | - |\\n| `assignmentEventId` | string | Yes | Exposure event used for attribution. | - | - |\\n| `attributedValue` | number | No | Continuous source-event contribution. | - | - |\\n| `countedAt` | datetime | Yes | When the conversion was derived. | - | - |\\n| `attributionReason` | string | Yes | Reason attribution selected the assignment. | - | - |\\n\\n### `mobile:attribution`\\n\\nDescription: Canonical Hospital Tycoon mobile attribution occurrence.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `mobile:attribution`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| `campaignId` | string | Yes | Attributed AppLovin campaign. | - | - |\\n| `conversionType` | string | Yes | AppsFlyer conversion class. | - | - |\\n\\n### `prestige:started`\\n\\nDescription: Hospital Tycoon prestige recovery conversion event.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `prestige:started`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| `treatment` | string | No | Prestige treatment completed. | - | - |\\n\\n### `purchase:completed`\\n\\nDescription: Hospital Tycoon purchase completion used by the monetisation dashboard.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `purchase:completed`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| `amount` | number | No | Purchase amount in the app currency. | - | - |\\n\\n### `raw:ad-impression`\\n\\nDescription: Legacy ad-impression envelope retained for acquisition reporting.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `raw:ad-impression`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| - | - | - | - | - | - |\\n\\n### `raw:mobile-push`\\n\\nDescription: Generic raw mobile Push envelope from AppsFlyer.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `raw:mobile-push`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| `body` | object | Yes | Uninterpreted AppsFlyer body. | - | - |\\n| `\\u251c\\u2500 appsflyer_id` | string | Yes | - | - | - |\\n| `\\u251c\\u2500 campaign` | string | Yes | - | - | - |\\n| `\\u251c\\u2500 campaign_id` | string | Yes | - | - | - |\\n| `\\u251c\\u2500 event_time` | datetime | Yes | - | - | - |\\n| `\\u251c\\u2500 event_type` | string | Yes | - | - | - |\\n| `\\u2514\\u2500 organic_status` | string | Yes | - | - | - |\\n| `headers` | object | Yes | Inbound request headers. | - | - |\\n| `method` | string | Yes | Inbound HTTP method. | - | - |\\n| `query` | object | Yes | Inbound query parameters. | - | - |\\n| `webhookId` | string | Yes | Inbound webhook identity. | - | - |\\n\\n### `sendgrid.event`\\n\\nDescription: Raw events received from a SendGrid Event Webhook source integration.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `sendgrid.event`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| - | - | - | - | - | - |\\n\\n### `tutorial:completed`\\n\\nDescription: Hospital Tycoon tutorial completion used by the onboarding dashboard.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `tutorial:completed`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| `lessonId` | string | No | Completed tutorial lesson. | - | - |\\n\\n### `ward.rush.started`\\n\\nDescription: Hospital Tycoon ward-rush operations event.\\n\\n| Property | Type | Required | Description | Schema | Common values |\\n|---|---|---:|---|---|---|\\n| `eventType` | string | Yes | Must be `ward.rush.started`. | - | - |\\n| `identifiers` | object | Yes | Object mapping registered identifier names to string values. Must include at least one identifier. | - | - |\\n| `timestamp` | datetime | Yes | Strict ISO 8601 UTC string ending in `Z`; Unix timestamps are rejected. | - | - |\\n| `properties` | object | No | Event-specific properties for this event type. | - | - |\\n| - | - | - | - | - | - |\"",
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        "role": "tool",
        "tool_call_id": "call_pcqQBRjS7wQ1us9tWC5lWMak",
        "content": "{\"activations\":[]}",
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        "content": "{\"document\":{\"content\":\"# Push API endpoints\\n\\nEach AppsFlyer app can have at most six non-archived Push endpoints. An endpoint has a GET or POST URL, optional authorization token, output fields, message selections, and `draft`, `active`, `paused`, or `archived` lifecycle. Archiving frees a slot and preserves historical deliveries.\\n\\nThe six selectable message classes are install, re-engagement, re-attribution, install in-app events, re-engagement in-app events, and re-attribution in-app events. Choose organic and/or non-organic scope for each applicable row. For in-app rows, select `all` or at most 52 named events. AppsFlyer always includes `appsflyer_id`, `event_name`, `event_time`, `event_type`, `media_source`, and `campaign`; selected fields are added.\\n\\nTesting and production are distinct. A test sends a diagnostic payload through the receiver's diagnostic path with a shorter timeout and omits the configured authorization token. A future production occurrence sends the configured token and is subject to normal receiver authentication. Test records never count as production delivery, and neither tests nor activation backfill earlier occurrences.\\n\\nPush delivery reports provide bounded CSV exports of test and production attempts. Authorization values are masked. Structured request bodies and responses appear as JSON strings inside escaped CSV cells. Overlapping valid message selections can produce multiple deliveries; AppsFlyer does not ask the receiving system to deduplicate them.\\n\\n## Related pages\\n\\n- [AppsFlyer apps and credentials](apps-and-credentials.md)\\n- [Raw-data report exports](raw-data-reports.md)\\n- [Mobile S2S events](mobile-s2s.md)\\n\",\"createdAt\":\"2024-11-22\",\"documentId\":\"platform:appsflyer/push-api.md\",\"lastModifiedAt\":\"2025-11-03\",\"path\":\"appsflyer/push-api.md\",\"product\":\"appsflyer\",\"source\":\"platform_docs\",\"title\":\"Push API endpoints\"}}",
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        "content": "{\"document\":{\"content\":\"# Activation Triggers And Time\\n\\nScheduled activations evaluate a saved `standard` segment at deterministic schedule occurrences. A scheduled trigger requires a segment ID and `startAt`; it may also include `cron` and `endAt`. The start time must be a UTC timestamp ending in `Z`. A scheduled version can be drafted with a past start time, but activation fails if `startAt` is before the current account time.\\n\\nCron schedules use UTC and deterministic cron syntax. If `startAt` itself matches the cron expression, it is the first eligible occurrence; later occurrences follow the same cron normally. The platform accepts ranges, lists, steps, month and weekday names, macros such as `@weekly`, `W`, `L`, `#`, optional seconds, optional year, and deterministic hashed `H` values tied to the activation. Random `R` expressions and `@reboot` are not supported. Timezone-local cron is not supported.\\n\\nScheduled trigger cron creates recurring entry opportunities between `startAt` and optional `endAt`. For day-of-month step schedules such as `0 9 */10 * *` or `0 9 */14 * *`, the step is anchored from `startAt`, so it can represent every 10 days or every 2 weeks from the schedule start instead of resetting at each calendar month.\\n\\n`WAIT_UNTIL` cron is different from scheduled trigger cron. It computes one UTC deadline for the current activation instance, strictly after the time the customer entered that wait step. For example, `0 9 * * MON` waits until the next Monday 09:00 UTC once and then exits through the `OK` transition.\\n\\nTriggered activations evaluate an inline trigger expression after a newly accepted visible behavioral event is materialized. The expression can use `event.*` fields from the event that caused evaluation and `customer.*` fields from the current materialized customer profile. Triggered activations do not reference saved segments.\\n\\nTriggered evaluation happens after identity resolution, event transformation outputs, and calculated customer properties are refreshed. Historical records reconciled by event stream reprocessing do not trigger activations again. Reserved internal events such as experiment assignment and conversion records are not activation triggers.\\n\\nIf a triggered expression matches an event that has not resolved to a canonical customer, no journey instance starts. The skipped evaluation is still visible in activation run queries so teams can distinguish anonymous activity from a trigger that did not match.\\n\\nThe account clock drives scheduled occurrences and wait completions. When account time advances, the platform processes work due at or before the new time. Waits and action logs use the time at which the work became due, not wall-clock time.\\n\\nCondition steps reached after a wait evaluate against the customer profile and visible accepted event history at the wait completion time. `customer.events` direct list checks can see qualifying events submitted during the wait, but events timestamped after the condition time are not included.\\n\\nRestart mode controls re-entry when the same customer qualifies while they already have a running or waiting instance for the activation. `restart` cancels existing active instances and starts a new one. `ignore` records an ignored entry attempt when an active instance already exists. `parallel` always starts a new instance.\\n\\n## Related pages\\n\\n- \\\"Activations Overview\\\"\\n- \\\"Activation Graph Steps\\\"\\n- \\\"Evaluate Segments\\\"\\n\",\"createdAt\":\"2025-06-15\",\"documentId\":\"platform:activations/triggers-and-time.md\",\"lastModifiedAt\":\"2025-09-22\",\"path\":\"activations/triggers-and-time.md\",\"product\":\"cdp\",\"source\":\"platform_docs\",\"title\":\"Activation Triggers And Time\"}}",
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        "content": "{\"document\":{\"content\":\"# Experimentation Overview\\n\\nExperimentation manages A/B test configuration and lifecycle. It does not decide\\nwinners, calculate lift, or store assignment and conversion rows outside the\\nCDP event stream.\\n\\nThe main objects are:\\n\\n- `ab_metric`: reusable conversion definitions.\\n- `ab_experiment`: stable experiment intent, metrics, assignment identifier,\\n  and run timestamps.\\n- `ab_experiment_version`: draft, active, or terminated configuration revisions.\\n- `ab_variant`: version-scoped variants with percentage allocation.\\n\\nAssignment facts are accepted as reserved `experiment:assigned` CDP events.\\nDerived conversion facts are accepted as reserved `experiment:converted` CDP\\nevents. Reporting denominators come from assignment events; conversion facts are\\ncounts or source-event contributions.\\n\\nExperimentation management supports metric setup, experiment setup, version lifecycle changes, and review of experiment records.\\n\\nDefault experiment fetches exclude archived experiments and return the active\\nversion first when one exists. Use expanded version history only when reviewing\\ndrafts or prior versions. Archived experiments remain audit records, cannot be\\nactivated again, and do not reserve their experiment key for future creates.\\nBefore reusing a key, the previous experiment must be archived.\\n\\nFetch filters are optional. A blank metric or experiment ID/key filter is\\ntreated as omitted rather than as an invalid locator.\\n\\n## Related pages\\n\\n- \\\"Creating Experiments\\\"\\n- \\\"Experiment Lifecycle\\\"\\n- \\\"Success Metrics and Conversions\\\"\\n- \\\"Assignment and Eligibility\\\"\\n- \\\"Reserved Experiment Events\\\"\\n\",\"createdAt\":\"2024-10-12\",\"documentId\":\"platform:experimentation/overview.md\",\"lastModifiedAt\":\"2025-06-10\",\"path\":\"experimentation/overview.md\",\"product\":\"cdp\",\"source\":\"platform_docs\",\"title\":\"Experimentation Overview\"}}",
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        "content": "{\"document\":{\"content\":\"# Reserved Experiment Events\\n\\nExperiment assignment and conversion facts are CDP events with platform-defined\\nbehavior.\\n\\n`experiment:assigned` is the exposure fact emitted by product instrumentation or\\nan upstream assignment system when a customer qualifies for an active experiment\\nversion and receives a variant. The platform treats accepted assignment facts as\\nauthoritative. Assignment events can use any registered CDP identifier,\\nincluding low-confidence identifiers such as `cookieId`.\\n\\nRequired assignment properties:\\n\\n- `experimentId`\\n- `versionId`\\n- `variantId`\\n- `assignmentIdentifierPath`\\n- `assignmentIdentifierValue`\\n\\nContextual bandit assignments also include `contextValuesJson`, mapping the\\nconfigured context paths to the values used at assignment time.\\n\\nAssignment events do not include version number, deterministic bucket, or\\nrandomisation seed. Their timestamp must be within the experiment run window.\\nThe platform validates references and structure, but it does not re-run\\nallocation or eligibility checks during ingestion.\\n\\n`experiment:converted` is system-derived audit data. It cannot be submitted\\ndirectly through customer-data ingestion. The platform emits it synchronously\\nwhen an accepted ordinary behavioral event matches an exposed experiment's\\nmetric definition.\\n\\nRequired conversion properties:\\n\\n- `experimentId`\\n- `versionId`\\n- `variantId`\\n- `metricId`\\n- `conversionType`\\n- `sourceEventId`\\n- `assignmentEventId`\\n- `countedAt`\\n- `attributionReason`\\n\\nContinuous conversions also include `attributedValue`.\\n\\nAnonymous assignment can be accepted before a canonical customer exists. Raw\\nidentifier matching and later identity stitching can connect the assignment to\\nsource events; conversion recomputation deduplicates by source event,\\nexperiment, and metric. Use `experiment:assigned` for assignment audit and\\ninspect `experiment:converted` for attribution audit events.\\n\\n## Related pages\\n\\n- \\\"Event Transformations\\\"\\n- \\\"Success Metrics and Conversions\\\"\\n- \\\"Experiment Lifecycle\\\"\\n- \\\"Reserved Platform Events\\\"\\n\",\"createdAt\":\"2025-05-11\",\"documentId\":\"platform:experimentation/reserved-events.md\",\"lastModifiedAt\":\"2025-07-04\",\"path\":\"experimentation/reserved-events.md\",\"product\":\"cdp\",\"source\":\"platform_docs\",\"title\":\"Reserved Experiment Events\"}}",
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        "content": "{\"document\":{\"content\":\"# Schema Registry\\n\\nThe schema registry defines the event types, event properties, customer attributes, calculated customer properties, and identifiers accepted by the CDP.\\n\\nEvent types describe categories of behavioural activity. Event properties define the fields allowed for each event type, including type, requiredness, array item type, object schema, and description. New event properties and nested object fields are required by default unless marked optional.\\n\\nCustomer attributes define which profile fields can be updated through customer updates. Attributes have a value type, a description, and a merge strategy. Supported merge strategies are `keep_newest` and `keep_oldest`.\\n\\nCalculated customer properties are read-only customer fields derived from accepted event history. They are configured as customer aggregates, but they appear in the active customer schema as `customer.*` fields for segmentation and inspection. The customer aggregate schema view shows their aggregate configuration.\\n\\n`customer.tags` is a reserved read-only customer field managed by activation tag steps. It is an array of tag objects with `name`, `ttlDays`, `addedAt`, and `expiresAt`. It appears in customer schema and profile inspection, but users cannot register it as a customer attribute, calculated property, or identifier.\\n\\nStructured object and array fields use the CDP schema shape, not generic JSON Schema. An object schema is written as `{\\\"properties\\\": {\\\"fieldName\\\": {\\\"type\\\": \\\"string\\\"}}}`. An array declares `arrayItemType`; arrays of objects also provide the item object schema, for example `{\\\"type\\\": \\\"array\\\", \\\"arrayItemType\\\": \\\"object\\\", \\\"objectSchema\\\": {\\\"properties\\\": {\\\"slotId\\\": {\\\"type\\\": \\\"string\\\"}}}}`. Nested fields are required unless their field spec sets `required` to `false`.\\n\\nIdentifier definitions control which identifier names can be submitted and whether each identifier is high or low confidence. Identifier values are strings in the current version.\\n\\nThe active customer namespace is shared by customer attributes, calculated customer properties, identifiers, and reserved fields such as `customer.canonicalCustomerId`, `customer.events`, and `customer.tags`. New schema entries that collide with active customer paths are rejected.\\n\\nNew submissions are validated against the latest schema. Existing accepted records remain available after a schema change and retain the fields that were accepted with them.\\n\\nSchema changes use separate input shapes for each `action` and `entity`; include\\nonly fields that belong to that operation. For example, event type registration\\nuses `eventType`, while calculated customer property registration uses\\n`entity: customer_aggregate` with `name`, `aggregateType`, and its source\\n`eventType`.\\n\\nSchema views can include common values for simple accepted fields. Those examples are based on accepted data only, so rejected submissions do not contribute to common values.\\n\\nCustomer attributes, event properties, event types, and calculated customer properties cannot be deleted or type-changed while saved segments, calculated customer properties, experiment metrics, or experiment configuration depend on them. Dependency errors list the blocking segments, aggregate definitions, metrics, or experiments so those references can be removed first.\\n\\n## Related pages\\n\\n- \\\"Base Schema\\\"\\n- \\\"Calculated Customer Properties\\\"\\n- \\\"Event Transformations\\\"\\n- \\\"Event Properties\\\"\\n- \\\"Identifiers\\\"\\n\",\"createdAt\":\"2025-05-08\",\"documentId\":\"platform:cdp/schema/schema-registry.md\",\"lastModifiedAt\":\"2025-09-26\",\"path\":\"cdp/schema/schema-registry.md\",\"product\":\"cdp\",\"source\":\"platform_docs\",\"title\":\"Schema Registry\"}}",
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        "content": "\"## Identifier schema\\n\\n| Identifier | Type | Confidence | Description |\\n|---|---|---|---|\\n| `appsFlyerId` | string | high | AppsFlyer device identity for Hospital Tycoon attribution. |\\n| `cookieId` | string | low | Anonymous browser/device identifier. |\\n| `userId` | string | high | Universal user identifier. |\"",
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        "content": "{\"document\":{\"content\":\"# Event Properties\\n\\nEvent properties are fields that belong to one event type. A property has a name, value type, required flag, optional description, and extra type information for arrays or objects. New fields are required by default; set `required` to `false` only when a field may be omitted.\\n\\nThe base `browsing:pageview` event includes the required `resource` property as a string. A pageview with no `resource` value is not accepted. Optional properties may be omitted, but if they are present they must match the declared type.\\n\\nArrays require an `arrayItemType`. For example, `commerce:order.skus` is an optional `array<string>`. When tracking visible content sections on pageviews, `viewed` is commonly defined as an optional `array<string>` so integrations can send values such as `pricing_v2_june` and `contact_us_v3`.\\n\\nObjects require an object schema. Nested object fields are validated recursively. Nested fields are required unless their schema sets `required` to `false`, and unknown nested fields are rejected.\\n\\nUnknown event properties are rejected when they are not part of the current event definition. This often appears when a payload is sent before the schema has been extended, or when an integration uses a nearby but different field name.\\n\\nUpdating an existing property affects future validation. Existing accepted events keep the properties that were accepted when they were submitted.\\n\\nDeleting an event property removes it from the active event schema and future ingestion validation. Existing accepted event payloads remain available in event history.\\n\\nEvent property deletion and type changes are blocked while a saved segment, an\\nactive calculated customer property, or an experiment metric depends on that\\nevent path. Event type deletion is also blocked while calculated customer\\nproperties or experiment metrics use it as their source. Dependency details\\nidentify the saved configuration that must be changed or removed first.\\n\\nIf an event property is deleted and later registered again with the same name on the same active event type, compatible values in historical accepted events for that event type can contribute to calculated customer property backfills and recomputes.\\n\\n## Related pages\\n\\n- \\\"Base Schema\\\"\\n- \\\"Calculated Customer Properties\\\"\\n- \\\"Event Transformations\\\"\\n- \\\"Identifiers\\\"\\n- \\\"Schema Registry\\\"\\n\",\"createdAt\":\"2025-01-13\",\"documentId\":\"platform:cdp/schema/event-properties.md\",\"lastModifiedAt\":\"2025-09-08\",\"path\":\"cdp/schema/event-properties.md\",\"product\":\"cdp\",\"source\":\"platform_docs\",\"title\":\"Event Properties\"}}",
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        "content": "{\"document\":{\"content\":\"# CDP Suite Settings\\n\\nThese settings belong to the CDP, Journeys, and Experimentation product suite. They contain suite-level defaults and shared secrets used by Journeys and integrations. They do not include provider-account settings from products such as AppLovin, AppsFlyer, or SendGrid; those products manage their own configuration independently.\\n\\nSettings are grouped by suite capability. CDP settings live under `cdp`; segmentation settings live under `segmentation` when supported.\\n\\nThe current settings shape is:\\n\\n```json\\n{\\n  \\\"cdp\\\": {\\n    \\\"merge_strategy\\\": \\\"keep_newest\\\"\\n  },\\n  \\\"segmentation\\\": {},\\n  \\\"secrets\\\": {}\\n}\\n```\\n\\n## CDP settings\\n\\n`merge_strategy` is the default merge strategy for customer attributes that do not specify their own `mergeStrategy`. Supported values are `keep_newest` and `keep_oldest`.\\n\\n`keep_newest` keeps the value from the newest customer update timestamp. If timestamps tie, the later accepted update wins, then the deterministic update record ID breaks any remaining tie.\\n\\n`keep_oldest` keeps the value from the oldest customer update timestamp. If timestamps tie, the earlier accepted update wins, then the deterministic update record ID breaks any remaining tie.\\n\\nChanging `cdp.merge_strategy` also updates all currently defined customer attributes to the new strategy. This means an application-level settings change may override custom merge strategies that were previously set on individual attributes.\\n\\nWarning: Updating this setting rebuilds customer state for all existing customer records. This platform-level merge strategy setting is the only way to retroactively fix customer state that resulted from merge strategies. Property-level merge strategy changes do not trigger a customer state rebuild for the entire customer base.\\n\\n## Suite secrets\\n\\n`secrets` is an optional map of write-only suite secrets for bearer tokens and API request bodies. A stored secret can hold a copied provider credential for a Journey or integration, but it does not read or change the provider product's account settings. Secret names must be JSONata-friendly identifiers such as `BRAZE_API_KEY`, `RESEND_TOKEN`, or `_INTERNAL_WEBHOOK_TOKEN`.\\n\\nCreate or overwrite a secret by setting the secret name to a string value:\\n\\n```json\\n{\\n  \\\"secrets\\\": {\\n    \\\"BRAZE_API_KEY\\\": \\\"rest-api-token\\\"\\n  }\\n}\\n```\\n\\nUse an object when you want to store a non-secret description:\\n\\n```json\\n{\\n  \\\"secrets\\\": {\\n    \\\"BRAZE_API_KEY\\\": {\\n      \\\"value\\\": \\\"rest-api-token\\\",\\n      \\\"description\\\": \\\"Braze REST API key\\\"\\n    }\\n  }\\n}\\n```\\n\\nSettings reads never return secret values. They return each secret name with its optional `description` and `updatedAt` timestamp.\\n\\nTo delete a secret, set the secret entry to `null`, or set the object's `value` to `null`:\\n\\n```json\\n{\\n  \\\"secrets\\\": {\\n    \\\"BRAZE_API_KEY\\\": null\\n  }\\n}\\n```\\n\\n## Related pages\\n\\n- \\\"Schema Registry\\\"\\n- \\\"Event-stream destinations and mappings\\\"\\n- \\\"Activation Email, API, And Experiment Actions\\\"\\n\",\"createdAt\":\"2025-07-05\",\"documentId\":\"platform:cdp/settings/platform-settings.md\",\"lastModifiedAt\":\"2025-10-14\",\"path\":\"cdp/settings/platform-settings.md\",\"product\":\"cdp\",\"source\":\"platform_docs\",\"title\":\"CDP Suite Settings\"}}",
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        "tool_call_id": "call_dQBgD1tQCvMfW2Pet8n53Yst",
        "content": "{\"limit\":4,\"minScore\":0.75,\"results\":[{\"contentAvailable\":true,\"documentId\":\"company:doc_6q4k8p\",\"path\":\"Confluence/Growth Platform/2026-07-20 Hospital Tycoon prestige treatment API handoff.md\",\"queries\":[\"Hospital Tycoon recovery experiment key metric treatment router\",\"prestige experiment activation key\"],\"score\":1.6,\"snippets\":[],\"source\":\"company_knowledge\",\"title\":\"Hospital Tycoon prestige treatment API handoff\"},{\"contentAvailable\":true,\"documentId\":\"company:doc_4m8q2n\",\"path\":\"Drive/Growth/UA/2026-07-20 Hospital Tycoon prestige recovery brief.md\",\"queries\":[\"Hospital Tycoon recovery experiment key metric treatment router\",\"Mina prestige-start follow-up\"],\"score\":1.29,\"snippets\":[],\"source\":\"company_knowledge\",\"title\":\"Hospital Tycoon prestige recovery brief\"}]}",
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        "reasoning_content": "**Evaluating metrics and activation**\n\nI'm looking into the manage_ab_metric schema, which requires fields like metricId and key for the create action. I need to figure out if we can use client-generated IDs for metricId. The tool indicates that a stable ID or key is necessary. It seems I should supply canonical IDs like `metric_hospital_prestige_started`, though there might be some flexibility with the IDs. I’ll need more information on expected step types and fields related to activation versions and the steps object arrays. Time to check the platform documentation for specifics!",
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        "content": "{\"document\":{\"content\":\"# Activation Graph Steps\\n\\nActivation graphs are directed acyclic graphs passed as the `steps` array on an activation version. Every graph has exactly one `START` step and one `TERMINAL` step, and every reachable path must eventually reach `TERMINAL`. Step IDs are local to the version and can use readable names such as `WAIT_10M`, `SEND_OFFER`, or `SYNC_CRM`.\\n\\nEach step is a JSON object with a `stepId`, a `type`, and a `transitions` object. Transitions map an outcome such as `OK`, `ERROR`, `TRUE`, or `FALSE` to another `stepId`. `START` begins the graph, `TERMINAL` ends it, and all non-terminal steps must be reachable from `START`.\\n\\n```json\\n[\\n  {\\n    \\\"stepId\\\": \\\"START\\\",\\n    \\\"type\\\": \\\"START\\\",\\n    \\\"transitions\\\": {\\n      \\\"OK\\\": \\\"WAIT_3_DAYS\\\"\\n    }\\n  },\\n  {\\n    \\\"stepId\\\": \\\"WAIT_3_DAYS\\\",\\n    \\\"type\\\": \\\"WAIT_FOR\\\",\\n    \\\"duration\\\": {\\n      \\\"unit\\\": \\\"DAYS\\\",\\n      \\\"value\\\": 3\\n    },\\n    \\\"transitions\\\": {\\n      \\\"OK\\\": \\\"SEND_PUSH\\\"\\n    }\\n  },\\n  {\\n    \\\"stepId\\\": \\\"SEND_PUSH\\\",\\n    \\\"type\\\": \\\"CALL_API\\\",\\n    \\\"apiConnectionId\\\": \\\"api_push_reminder\\\",\\n    \\\"transitions\\\": {\\n      \\\"OK\\\": \\\"TERMINAL\\\",\\n      \\\"ERROR\\\": \\\"TERMINAL\\\"\\n    }\\n  },\\n  {\\n    \\\"stepId\\\": \\\"TERMINAL\\\",\\n    \\\"type\\\": \\\"TERMINAL\\\",\\n    \\\"transitions\\\": {}\\n  }\\n]\\n```\\n\\n`WAIT_FOR`, `WAIT_UNTIL`, `SEND_EMAIL`, `CALL_API`, `EXPERIMENT`, `CONDITION`, `ADD_TAG`, and `REMOVE_TAG` emit reserved CDP events when a customer enters and exits the step. `START` and `TERMINAL` do not emit step events. Exit events include `outcome`, `transitionToStepId`, and `transitionToStepType`, so segments and triggered activations can target the route a customer took.\\n\\n`WAIT_FOR` pauses an instance for a deterministic duration. Durations use `SECONDS`, `MINUTES`, `HOURS`, or `DAYS`. When account time reaches the wait deadline, the instance resumes at the step linked by the `OK` transition.\\n\\n```json\\n{\\n  \\\"stepId\\\": \\\"WAIT_3_DAYS\\\",\\n  \\\"type\\\": \\\"WAIT_FOR\\\",\\n  \\\"duration\\\": {\\n    \\\"unit\\\": \\\"DAYS\\\",\\n    \\\"value\\\": 3\\n  },\\n  \\\"transitions\\\": {\\n    \\\"OK\\\": \\\"NEXT_STEP\\\"\\n  }\\n}\\n```\\n\\n`WAIT_UNTIL` pauses an instance until one resolved absolute deadline. It is not a recurring trigger. The deadline is resolved once when the customer enters the step, persisted on the wait, and resumed through the `OK` transition when account time reaches that timestamp.\\n\\nPath mode reads a datetime from the current execution context. `customer.*` paths can reference active datetime customer attributes or datetime calculated customer properties. `trigger.*` paths are available only in event-triggered journeys and read the event that opened the journey.\\n\\n```json\\n{\\n  \\\"stepId\\\": \\\"WAIT_FOR_EVENT_DATE\\\",\\n  \\\"type\\\": \\\"WAIT_UNTIL\\\",\\n  \\\"until\\\": {\\n    \\\"mode\\\": \\\"path\\\",\\n    \\\"path\\\": \\\"trigger.futureDate\\\"\\n  },\\n  \\\"transitions\\\": {\\n    \\\"OK\\\": \\\"NEXT_STEP\\\",\\n    \\\"ERROR\\\": \\\"FALLBACK_STEP\\\"\\n  }\\n}\\n```\\n\\nCron mode computes the next matching UTC timestamp strictly after the step entry time. For example, this waits until the next Monday 09:00 UTC, then continues once.\\n\\n```json\\n{\\n  \\\"stepId\\\": \\\"WAIT_UNTIL_MONDAY\\\",\\n  \\\"type\\\": \\\"WAIT_UNTIL\\\",\\n  \\\"until\\\": {\\n    \\\"mode\\\": \\\"cron\\\",\\n    \\\"cron\\\": \\\"0 9 * * MON\\\"\\n  },\\n  \\\"transitions\\\": {\\n    \\\"OK\\\": \\\"NEXT_STEP\\\",\\n    \\\"ERROR\\\": \\\"FALLBACK_STEP\\\"\\n  }\\n}\\n```\\n\\nMissing paths, non-datetime values, unresolvable values, and deadlines that are at or before the step entry time immediately take the `ERROR` transition. Cron expressions are UTC-only and use the same deterministic cron support as scheduled triggers, except a wait-until cron produces only one deadline for that activation instance.\\n\\n`START` marks the single graph entry point. It has one `OK` transition.\\n\\n```json\\n{\\n  \\\"stepId\\\": \\\"START\\\",\\n  \\\"type\\\": \\\"START\\\",\\n  \\\"transitions\\\": {\\n    \\\"OK\\\": \\\"NEXT_STEP\\\"\\n  }\\n}\\n```\\n\\n`TERMINAL` marks the single graph endpoint. It has no transitions.\\n\\n```json\\n{\\n  \\\"stepId\\\": \\\"TERMINAL\\\",\\n  \\\"type\\\": \\\"TERMINAL\\\",\\n  \\\"transitions\\\": {}\\n}\\n```\\n\\n`CONDITION` branches an instance based on an audience-condition DSL expression. Condition steps are instant control-flow steps with `TRUE` and `FALSE` transitions. The step includes a `conditionExpression` and two transition targets:\\n\\n```json\\n{\\n  \\\"stepId\\\": \\\"CHECK_CUSTOMER_STATE\\\",\\n  \\\"type\\\": \\\"CONDITION\\\",\\n  \\\"conditionExpression\\\": \\\"customer.lifecycleStage == \\\\\\\"active\\\\\\\"\\\",\\n  \\\"transitions\\\": {\\n    \\\"TRUE\\\": \\\"CONTINUE_PRIMARY_PATH\\\",\\n    \\\"FALSE\\\": \\\"CONTINUE_ALTERNATE_PATH\\\"\\n  }\\n}\\n```\\n\\nExpressions can use `customer.*` for the current customer profile at the moment the step runs. That includes direct checks against `customer.events`, such as `contains_item`, `not_contains_item`, and `count_matches`, evaluated against the customer's visible accepted event history up to the condition step time. If a condition runs after a wait, events submitted during the wait are available when their timestamps are at or before the wait completion time.\\n\\nIn event-triggered journeys, expressions can also use `trigger.*` for the event that started the journey. Scheduled journeys do not have a trigger event, so their condition steps use customer profile data only.\\n\\nActivation condition steps do not support historical sequence predicates such as `contains_sequence`.\\n\\n`ADD_TAG` writes a short-lived tag to the customer's reserved `customer.tags` profile field. Tags are useful for journey state such as suppressing a follow-up path, marking that a welcome series started, or making later segments aware of a recent activation. A tag has a name and a time to live in days. If `ttlDays` is omitted, it defaults to 90 days. The maximum TTL is 90 days.\\n\\n```json\\n{\\n  \\\"stepId\\\": \\\"ADD_WELCOME_TAG\\\",\\n  \\\"type\\\": \\\"ADD_TAG\\\",\\n  \\\"tagName\\\": \\\"EMAIL_WELCOME_SERIES\\\",\\n  \\\"ttlDays\\\": 90,\\n  \\\"transitions\\\": {\\n    \\\"OK\\\": \\\"NEXT_STEP\\\"\\n  }\\n}\\n```\\n\\nTag names must use uppercase letters, numbers, and underscores, starting with a letter. When `ADD_TAG` runs for a tag that is already active on the customer, the step refreshes that one tag instead of creating a duplicate. The refreshed tag gets the new `ttlDays`, `addedAt`, and `expiresAt` values.\\n\\n`REMOVE_TAG` removes an active customer tag and continues through its `OK` transition. If the customer does not currently have that tag, removal is a successful no-op.\\n\\n```json\\n{\\n  \\\"stepId\\\": \\\"REMOVE_WELCOME_TAG\\\",\\n  \\\"type\\\": \\\"REMOVE_TAG\\\",\\n  \\\"tagName\\\": \\\"EMAIL_WELCOME_SERIES\\\",\\n  \\\"transitions\\\": {\\n    \\\"OK\\\": \\\"NEXT_STEP\\\"\\n  }\\n}\\n```\\n\\n`REMOVE_TAG` does not take `ttlDays`. Expired tags are automatically pruned from `customer.tags`; expiry does not emit a separate event or start another journey on its own.\\n\\n`SEND_EMAIL` writes an email action log. The step references a registered email template and a recipient path such as `customer.email`. If the recipient path is missing, null, not a string, or empty at runtime, the step follows its `ERROR` transition and the error remains visible in the action log.\\n\\n```json\\n{\\n  \\\"stepId\\\": \\\"SEND_EMAIL\\\",\\n  \\\"type\\\": \\\"SEND_EMAIL\\\",\\n  \\\"emailId\\\": \\\"email_welcome\\\",\\n  \\\"recipientPath\\\": \\\"customer.email\\\",\\n  \\\"transitions\\\": {\\n    \\\"OK\\\": \\\"NEXT_STEP\\\",\\n    \\\"ERROR\\\": \\\"TERMINAL\\\"\\n  }\\n}\\n```\\n\\n`CALL_API` writes an API action log. The step references a registered API connection. Static JSON bodies are stored as JSON, and JSONata bodies are resolved against the activation execution context at runtime.\\n\\n```json\\n{\\n  \\\"stepId\\\": \\\"CALL_API\\\",\\n  \\\"type\\\": \\\"CALL_API\\\",\\n  \\\"apiConnectionId\\\": \\\"api_push_reminder\\\",\\n  \\\"transitions\\\": {\\n    \\\"OK\\\": \\\"NEXT_STEP\\\",\\n    \\\"ERROR\\\": \\\"TERMINAL\\\"\\n  }\\n}\\n```\\n\\n`SENDGRID_EMAIL` sends one personalized message through an installed SendGrid Transactional Email integration. It is distinct from `SEND_EMAIL`: it references a SendGrid dynamic template and evaluates separate JSONata expressions for dynamic template data and custom arguments. Provider acceptance follows `OK`; configuration, expression, authentication, or synchronous provider rejection follows `ERROR`.\\n\\n`GOOGLE_ADS_CUSTOMER_MATCH` sends the customer owned by the current journey instance to one Google Ads UserList. A scheduled trigger may use a saved Segment to select a cohort, but the trigger creates a separate journey instance for each selected customer. The Customer Match step never reevaluates that Segment or acts on another customer's profile.\\n\\nThe step supports `ADD` and individual `REMOVE`. It requires `dataManagerAccessResourceName` and exactly one `destinations` entry with `customerId` and `userListResourceName`; `loginCustomerId` is optional when a manager-account route is needed. `segmentId`, `REMOVE_ALL`, `removeAsOfTime`, and `validateOnly` are not supported on this journey step. Provider configuration is checked when the draft is validated. An accepted step returns `OK` with its Data Manager Request identity while that request continues processing.\\n\\nEach Activation step execution represents one Customer Match delivery attempt for one customer and one UserList. Repeated processing of the same step returns its existing accepted or failed result without rereading the customer profile. A new execution is required after repairing access or configuration. Google Ads Data Manager Request details show aggregate processing, while UserList details show current match and serving readiness. Member identifiers and consent records are not included in those views.\\n\\nSee **SendGrid transactional email activation** for its fields, expression roots, and provider timing.\\n\\n`EXPERIMENT` assigns the customer to an existing active experiment version, reads the selected variant payload, executes the selected activation-flow email or API action, and returns to the activation graph. Each email variant action defines its own customer scalar `recipientPath`; the experiment step does not define a shared recipient. Experiment steps require both `OK` and `ERROR` transitions.\\n\\n```json\\n{\\n  \\\"stepId\\\": \\\"ASSIGN_EXPERIMENT\\\",\\n  \\\"type\\\": \\\"EXPERIMENT\\\",\\n  \\\"experimentId\\\": \\\"exp_onboarding_offer\\\",\\n  \\\"experimentVersionId\\\": \\\"expv_onboarding_offer_v2\\\",\\n  \\\"transitions\\\": {\\n    \\\"OK\\\": \\\"NEXT_STEP\\\",\\n    \\\"ERROR\\\": \\\"TERMINAL\\\"\\n  }\\n}\\n```\\n\\n## Related pages\\n\\n- \\\"Activations Overview\\\"\\n- \\\"Reserved Platform Events\\\"\\n\",\"createdAt\":\"2022-12-29\",\"documentId\":\"platform:activations/graph-steps.md\",\"lastModifiedAt\":\"2025-12-31\",\"path\":\"activations/graph-steps.md\",\"product\":\"cdp\",\"source\":\"platform_docs\",\"title\":\"Activation Graph Steps\"}}",
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        "content": "{\"document\":{\"content\":\"# Creating Experiments\\n\\nCreate metrics before experiments. An experiment references one primary metric\\nand may reference ordered secondary metrics, but the metric itself does not know\\nwhether it is primary or secondary.\\n\\nCreating an experiment must include the parent experiment fields and `initialVersion`.\\nVersion `1` is created as a draft; there is no supported parent-only experiment\\ncreate flow.\\n\\nImportant parent fields:\\n\\n- `key`: unique lowercase slug among non-archived experiments.\\n- `experimentType`: `bayesian`, `frequentist`, or `contextual_bandit`.\\n- `assignmentIdentifierPath`: the customer path used as the stable bucketing\\n  unit.\\n- `randomisationSeed`: optional. When omitted, the system assigns one.\\n- `primaryMetricId` and `secondaryMetricIds`.\\n\\nImportant initial version fields:\\n\\n- `eligibilityConditionId`: optional saved audience condition reference.\\n- `contextualBanditContextPaths`: required only for contextual bandit versions.\\n- `variants`: at least two variants.\\n\\nEach variant in `initialVersion.variants` uses these fields:\\n\\n- `key`: required stable lowercase identifier for the variant.\\n- `allocationPercentage`: required decimal allocation from `0` to `1`.\\n- `variantOrder`: optional display order. When omitted, variants use the order\\n  provided in the request.\\n- `name`: optional display name.\\n- `payloadJson`: optional JSON payload for application-side rendering or\\n  delivery.\\n\\nThe platform stores allocation as integer basis points, but experiment configuration should\\nuse decimal percentages. For example, two equal variants should use\\n`allocationPercentage: 0.5` and `allocationPercentage: 0.5`. The total must be\\nexactly `1.0`. Do not send `weight`, `split`, `allocation`, or `percentage`\\nfields; fixed-size allocation modes are not supported.\\n\\nA 50/50 version can use this shape:\\n\\n```json\\n{\\n  \\\"initialVersion\\\": {\\n    \\\"eligibilityConditionId\\\": \\\"email_subscribers\\\",\\n    \\\"variants\\\": [\\n      {\\n        \\\"key\\\": \\\"control\\\",\\n        \\\"name\\\": \\\"Control\\\",\\n        \\\"variantOrder\\\": 1,\\n        \\\"allocationPercentage\\\": 0.5\\n      },\\n      {\\n        \\\"key\\\": \\\"new_offer\\\",\\n        \\\"name\\\": \\\"New offer\\\",\\n        \\\"variantOrder\\\": 2,\\n        \\\"allocationPercentage\\\": 0.5\\n      }\\n    ]\\n  }\\n}\\n```\\n\\nVariant payloads are optional JSON values. A payload can be an object, array,\\nstring, number, boolean, or omitted.\\n\\nBefore first activation, parent semantic fields and draft version fields can be\\nedited. After first activation, experiment type, assignment identifier, seed,\\nand metric roles are frozen. An update may repeat their current values while\\nchanging display metadata, but it cannot change their meaning.\\n\\nArchived experiments keep their historical key for audit, but they no longer\\nreserve it. If a team needs to restart an experiment or contextual bandit under\\nthe same key, first terminate the active experiment, terminate any remaining\\ndraft versions, archive the old experiment, and then create the replacement\\nexperiment with that key.\\n\\n## Related pages\\n\\n- \\\"Success Metrics and Conversions\\\"\\n- \\\"Assignment and Eligibility\\\"\\n- \\\"Experiment Lifecycle\\\"\\n\",\"createdAt\":\"2023-08-18\",\"documentId\":\"platform:experimentation/creating-experiments.md\",\"lastModifiedAt\":\"2025-12-14\",\"path\":\"experimentation/creating-experiments.md\",\"product\":\"cdp\",\"source\":\"platform_docs\",\"title\":\"Creating Experiments\"}}",
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        "content": "{\"document\":{\"content\":\"# Segment Definition Syntax\\n\\nStandard and real-time segment definitions are JSON rules that decide which customers belong in an audience. Audience-condition v1 and v2 definitions use the audience-condition DSL string syntax instead.\\n\\nUse this page as the syntax map. For the exact wrapper and validation behavior for each audience type, use the audience-specific pages.\\n\\n## Choose the right syntax page\\n\\n| Audience type | Use this page |\\n|---|---|\\n| `standard` | Standard Audience Syntax |\\n| `real_time` | Real-Time Audience Syntax |\\n| `audience_condition_v1` | Audience Condition v1 Syntax |\\n| `audience_condition_v2` | Audience Condition v2 Syntax |\\n\\nThe semantic model is shared across audience types, but the external syntax is not. Use JSON groups for `standard` and `real_time`; use DSL strings for `audience_condition_v1` and `audience_condition_v2`.\\n\\n## Base group shape\\n\\nThis JSON group shape applies to `standard` and `real_time` segment definitions.\\n\\nA group uses `operator: \\\"AND\\\"` or `operator: \\\"OR\\\"` and contains a non-empty list of `clauses`, `items`, or `conditions`.\\n\\n```json\\n{\\n  \\\"operator\\\": \\\"AND\\\",\\n  \\\"clauses\\\": [\\n    {\\n      \\\"value\\\": {\\n        \\\"entity\\\": \\\"Customer\\\",\\n        \\\"property\\\": \\\"plan\\\",\\n        \\\"operator\\\": \\\"is_equal_to\\\",\\n        \\\"value\\\": \\\"pro\\\"\\n      }\\n    },\\n    {\\n      \\\"group\\\": {\\n        \\\"operator\\\": \\\"OR\\\",\\n        \\\"clauses\\\": [\\n          {\\n            \\\"value\\\": {\\n              \\\"entity\\\": \\\"Customer\\\",\\n              \\\"property\\\": \\\"ltv\\\",\\n              \\\"operator\\\": \\\"is_greater_than_or_equal_to\\\",\\n              \\\"value\\\": 500\\n            }\\n          },\\n          {\\n            \\\"value\\\": {\\n              \\\"entity\\\": \\\"Customer\\\",\\n              \\\"property\\\": \\\"lifecycleStage\\\",\\n              \\\"operator\\\": \\\"is_equal_to\\\",\\n              \\\"value\\\": \\\"vip\\\"\\n            }\\n          }\\n        ]\\n      }\\n    }\\n  ]\\n}\\n```\\n\\nEach scalar clause requires `entity`, `property`, `operator`, and usually `value`.\\n\\nUse `entity: \\\"Customer\\\"` for customer attributes, registered identifiers, `canonicalCustomerId`, `identifiers`, or `events`. Use `entity: \\\"Event\\\"` only inside an event list filter or sequence step.\\n\\n## Nested object fields\\n\\nUse `nestedPath` to address fields inside an object. For example, a customer object attribute named `profile` can match `profile.marketing.smsOptIn` with:\\n\\n```json\\n{\\n  \\\"entity\\\": \\\"Customer\\\",\\n  \\\"property\\\": \\\"profile\\\",\\n  \\\"nestedPath\\\": [\\\"marketing\\\", \\\"smsOptIn\\\"],\\n  \\\"operator\\\": \\\"is\\\",\\n  \\\"value\\\": true\\n}\\n```\\n\\n## Scalar operators\\n\\n| Field type | Operators |\\n|---|---|\\n| string | `is_equal_to`, `is_not_equal_to`, `contains`, `not_contains`, `is_in`, `is_not_in`, `is_empty`, `is_not_empty` |\\n| number | `is_equal_to`, `is_not_equal_to`, `is_greater_than`, `is_less_than`, `is_greater_than_or_equal_to`, `is_less_than_or_equal_to`, `is_between`, `is_empty`, `is_not_empty` |\\n| datetime | `in_the_last`, `in_the_next`, `was_before`, `was_after`, `was_on`, `was_between`, `is_on`, `will_be_on`, `will_be_after` |\\n| boolean | `is`, `is_not`, `is_known`, `is_not_known` |\\n| object | `is_empty`, `is_not_empty` |\\n| list | `contains_item`, `not_contains_item`, `count_matches`, `contains_sequence`, `is_empty`, `is_not_empty` |\\n\\n`is_empty`, `is_not_empty`, `is_known`, and `is_not_known` do not accept `value`. `is_in` and `is_not_in` require an array of strings. Numeric `is_between` requires `{ \\\"from\\\": number, \\\"to\\\": number }`.\\n\\n## Audience-condition DSL\\n\\nAudience-condition definitions are strings:\\n\\n```text\\ncustomer.plan == \\\"pro\\\" AND customer.events count_matches (event => event.eventType == \\\"purchase\\\") >= 2\\n```\\n\\nThe DSL uses direct paths, uppercase `AND` and `OR`, parenthesized lambda predicates, inclusive `between` ranges, relative datetime windows, and `contains_sequence` for event sequences.\\n\\n## Shared syntax references\\n\\n- Dynamic References\\n- Event List and Sequence Syntax\\n- Audience Condition DSL\\n- Datetime Operator Windows\\n\\n## Related pages\\n\\n- Segmentation Overview\\n- Segment Types and Freshness\\n- Standard Audience Syntax\\n- Real-Time Audience Syntax\\n- Audience Condition DSL\\n- Audience Condition v1 Syntax\\n- Audience Condition v2 Syntax\\n- Datetime Operator Windows\\n\",\"createdAt\":\"2024-09-10\",\"documentId\":\"platform:segmentation/segment-definition-syntax.md\",\"lastModifiedAt\":\"2025-08-08\",\"path\":\"segmentation/segment-definition-syntax.md\",\"product\":\"cdp\",\"source\":\"platform_docs\",\"title\":\"Segment Definition Syntax\"}}",
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