diff --git a/spec.json b/spec.json
index c30ec86c..f0ec6482 100644
--- a/spec.json
+++ b/spec.json
@@ -8933,6 +8933,102 @@
           }
         }
       },
+      "delete": {
+        "tags": [
+          "orgs"
+        ],
+        "summary": "Delete a dataset owned by the caller's organization.",
+        "description": "This is a destructive operation that: - requires org admin authentication and the dataset must belong to the caller's org. - fails with a 409 Conflict if the dataset is still attached to any custom model. - deletes Zoo-managed artifacts for this dataset (converted outputs and embeddings). - does **not** delete or modify the customer's source bucket/prefix.\n\nAll internal artifact deletions are strict; if any cleanup fails, the request fails.",
+        "operationId": "delete_org_dataset",
+        "parameters": [
+          {
+            "in": "path",
+            "name": "id",
+            "description": "The identifier.",
+            "required": true,
+            "schema": {
+              "$ref": "#/components/schemas/Uuid"
+            }
+          }
+        ],
+        "responses": {
+          "204": {
+            "description": "successful deletion",
+            "headers": {
+              "Access-Control-Allow-Credentials": {
+                "description": "Access-Control-Allow-Credentials header.",
+                "style": "simple",
+                "schema": {
+                  "nullable": true,
+                  "type": "string"
+                }
+              },
+              "Access-Control-Allow-Headers": {
+                "description": "Access-Control-Allow-Headers header. This is a comma-separated list of headers.",
+                "style": "simple",
+                "schema": {
+                  "nullable": true,
+                  "type": "string"
+                }
+              },
+              "Access-Control-Allow-Methods": {
+                "description": "Access-Control-Allow-Methods header.",
+                "style": "simple",
+                "schema": {
+                  "nullable": true,
+                  "type": "string"
+                }
+              },
+              "Access-Control-Allow-Origin": {
+                "description": "Access-Control-Allow-Origin header.",
+                "style": "simple",
+                "schema": {
+                  "nullable": true,
+                  "type": "string"
+                }
+              },
+              "Content-Location": {
+                "description": "The Content-Location header for responses that are not the final destination. This is used to indicate where the resource can be found, when it is finished.",
+                "style": "simple",
+                "schema": {
+                  "nullable": true,
+                  "type": "string"
+                }
+              },
+              "Location": {
+                "description": "The location header for redirects and letting users know if there is a websocket they can listen to for status updates on their operation.",
+                "style": "simple",
+                "schema": {
+                  "nullable": true,
+                  "type": "string"
+                }
+              },
+              "Set-Cookie": {
+                "description": "Set-Cookie header.",
+                "style": "simple",
+                "schema": {
+                  "nullable": true,
+                  "type": "string"
+                }
+              },
+              "X-Api-Call-Id": {
+                "description": "ID for this request. We return it so that users can report this to us and help us debug their problems.",
+                "style": "simple",
+                "required": true,
+                "schema": {
+                  "type": "string"
+                }
+              }
+            }
+          },
+          "4XX": {
+            "$ref": "#/components/responses/Error"
+          },
+          "5XX": {
+            "$ref": "#/components/responses/Error"
+          }
+        }
+      },
       "options": {
         "tags": [
           "hidden"
@@ -9071,7 +9167,7 @@
             "in": "query",
             "name": "sort_by",
             "schema": {
-              "$ref": "#/components/schemas/CreatedAtSortMode"
+              "$ref": "#/components/schemas/ConversionSortMode"
             }
           }
         ],
@@ -27251,6 +27347,53 @@
           "src_format"
         ]
       },
+      "ConversionSortMode": {
+        "description": "Supported sort modes for org dataset conversions.",
+        "oneOf": [
+          {
+            "description": "Sort by created_at in increasing order.",
+            "type": "string",
+            "enum": [
+              "created_at_ascending"
+            ]
+          },
+          {
+            "description": "Sort by created_at in decreasing order.",
+            "type": "string",
+            "enum": [
+              "created_at_descending"
+            ]
+          },
+          {
+            "description": "Sort by status in increasing order.",
+            "type": "string",
+            "enum": [
+              "status_ascending"
+            ]
+          },
+          {
+            "description": "Sort by status in decreasing order.",
+            "type": "string",
+            "enum": [
+              "status_descending"
+            ]
+          },
+          {
+            "description": "Sort by updated_at in increasing order.",
+            "type": "string",
+            "enum": [
+              "updated_at_ascending"
+            ]
+          },
+          {
+            "description": "Sort by updated_at in decreasing order.",
+            "type": "string",
+            "enum": [
+              "updated_at_descending"
+            ]
+          }
+        ]
+      },
       "CountryCode": {
         "description": "An ISO-3166 alpha-2 country code. Always uppercase.",
         "type": "string"
@@ -40001,6 +40144,14 @@
             "description": "Fully-qualified URI to the dataset location (e.g. s3://bucket/prefix).",
             "type": "string"
           },
+          "status": {
+            "description": "Lifecycle status for this dataset.",
+            "allOf": [
+              {
+                "$ref": "#/components/schemas/OrgDatasetStatus"
+              }
+            ]
+          },
           "storage_provider": {
             "description": "Storage provider identifier.",
             "allOf": [
@@ -40023,6 +40174,7 @@
           "name",
           "org_id",
           "source_uri",
+          "status",
           "storage_provider",
           "updated_at"
         ]
@@ -40399,6 +40551,32 @@
           "uri"
         ]
       },
+      "OrgDatasetStatus": {
+        "description": "Lifecycle status for org datasets.",
+        "oneOf": [
+          {
+            "description": "Dataset is active and can be used.",
+            "type": "string",
+            "enum": [
+              "active"
+            ]
+          },
+          {
+            "description": "Dataset is being deleted and should not be mutated or used.",
+            "type": "string",
+            "enum": [
+              "deleting"
+            ]
+          },
+          {
+            "description": "Dataset encountered sync errors and needs attention.",
+            "type": "string",
+            "enum": [
+              "errored"
+            ]
+          }
+        ]
+      },
       "OrgDetails": {
         "description": "The user-modifiable parts of an organization.",
         "type": "object",