diff --git a/source/api_definitions.py b/source/api_definitions.py
index 66473b2e7..84e0954f7 100644
--- a/source/api_definitions.py
+++ b/source/api_definitions.py
@@ -143,7 +143,7 @@ class BatchChatCompletionRequest:
 
 
 class Inference(Protocol):
-
+    """Set of methods that can be called on the inference service."""
     def post_completion(
         self,
         request: CompletionRequest,
@@ -301,7 +301,7 @@ class MemoryBanks(Protocol):
     ) -> List[MemoryBankDocument]: ...
 
     @webmethod(route="/memory_bank/delete")
-    def post_delete_memory_documents(
+    def remove_memory_documents(
         self,
         bank_uuid: str,
         document_uuids: List[str],
@@ -542,11 +542,13 @@ if __name__ == "__main__":
     spec = Specification(
         LlamaStackEndpoints,
         Options(
-            server=Server(url="http://llama.meta.com"),
+            server=Server(url="http://any-hosted-llama-stack.com"),
             info=Info(
-                title="Llama Stack specification",
-                version="0.1",
-                description="This is the llama stack",
+                title="[DRAFT] Llama Stack Specification",
+                version="0.0.1",
+                description="""This is the specification of the llama stack that provides 
+                a set of endpoints and their corresponding interfaces that are tailored to 
+                best leverage Llama Models. The specification is still in draft and subject to change.""",
             ),
         ),
     )
diff --git a/source/openapi.html b/source/openapi.html
index f8264aef8..a490bac46 100644
--- a/source/openapi.html
+++ b/source/openapi.html
@@ -19,13 +19,13 @@
             spec = {
     "openapi": "3.1.0",
     "info": {
-        "title": "Llama Stack specification",
-        "version": "0.1",
-        "description": "This is the llama stack"
+        "title": "[DRAFT] Llama Stack Specification RFC",
+        "version": "0.0.0",
+        "description": "This is the specification of the llama stack that allows"
     },
     "servers": [
         {
-            "url": "http://llama.meta.com"
+            "url": "http://any-hosted-llama-stack.com"
         }
     ],
     "paths": {
@@ -520,41 +520,6 @@
                 }
             }
         },
-        "/memory_bank/delete": {
-            "post": {
-                "responses": {
-                    "200": {
-                        "description": "OK"
-                    }
-                },
-                "tags": [
-                    "MemoryBanks"
-                ],
-                "parameters": [
-                    {
-                        "name": "bank_uuid",
-                        "in": "query",
-                        "required": true,
-                        "schema": {
-                            "type": "string"
-                        }
-                    }
-                ],
-                "requestBody": {
-                    "content": {
-                        "application/json": {
-                            "schema": {
-                                "type": "array",
-                                "items": {
-                                    "type": "string"
-                                }
-                            }
-                        }
-                    },
-                    "required": true
-                }
-            }
-        },
         "/synthetic_data_generation/generate": {
             "post": {
                 "responses": {
@@ -882,6 +847,41 @@
                     }
                 ]
             }
+        },
+        "/memory_bank/delete": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    }
+                },
+                "tags": [
+                    "MemoryBanks"
+                ],
+                "parameters": [
+                    {
+                        "name": "bank_uuid",
+                        "in": "query",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        }
+                    },
+                    "required": true
+                }
+            }
         }
     },
     "jsonSchemaDialect": "https://json-schema.org/draft/2020-12/schema",
@@ -3323,12 +3323,6 @@
         {
             "name": "RewardScoring"
         },
-        {
-            "name": "AgenticSystem"
-        },
-        {
-            "name": "MemoryBanks"
-        },
         {
             "name": "Inference"
         },
@@ -3338,6 +3332,12 @@
         {
             "name": "SyntheticDataGeneration"
         },
+        {
+            "name": "MemoryBanks"
+        },
+        {
+            "name": "AgenticSystem"
+        },
         {
             "name": "ShieldConfig",
             "description": "<SchemaDefinition schemaRef=\"#/components/schemas/ShieldConfig\" />"
diff --git a/source/openapi.yaml b/source/openapi.yaml
index d05153ca1..be291e84f 100644
--- a/source/openapi.yaml
+++ b/source/openapi.yaml
@@ -1502,9 +1502,9 @@ components:
       pattern: ^(https?://|file://|data:)
       type: string
 info:
-  description: This is the llama stack
-  title: Llama Stack specification
-  version: '0.1'
+  description: This is the specification of the llama stack that allows
+  title: '[DRAFT] Llama Stack Specification RFC'
+  version: 0.0.0
 jsonSchemaDialect: https://json-schema.org/draft/2020-12/schema
 openapi: 3.1.0
 paths:
@@ -2010,15 +2010,15 @@ paths:
 security:
 - Default: []
 servers:
-- url: http://llama.meta.com
+- url: http://any-hosted-llama-stack.com
 tags:
 - name: PostTraining
 - name: RewardScoring
-- name: AgenticSystem
-- name: MemoryBanks
 - name: Inference
 - name: Datasets
 - name: SyntheticDataGeneration
+- name: MemoryBanks
+- name: AgenticSystem
 - description: <SchemaDefinition schemaRef="#/components/schemas/ShieldConfig" />
   name: ShieldConfig
 - description: <SchemaDefinition schemaRef="#/components/schemas/AgenticSystemCreateRequest"