docs(cookbooks): fix v3 filters, response shapes & dead snippet in cookbooks (#5841)

docs/cookbooks/operations/content-writing.mdx

@@ -217,8 +217,7 @@ def apply_writing_style(original_content):
 
     results = memory.search(
         query="What are my writing style preferences?",
-        user_id=USER_ID,
-        run_id=RUN_ID,
+        filters={"user_id": USER_ID, "run_id": RUN_ID},
     )
 
     if not results:

docs/cookbooks/operations/email-automation.mdx

@@ -314,18 +314,16 @@ class EmailProcessor:
             user_id (str): User identifier
             sender (str, optional): Filter by sender email address
         """
-        # In OSS, user_id is an explicit parameter (not inside filters)
         if not sender:
             results = self.memory.search(
                 query=query,
-                user_id=user_id,
-                filters={"memory_category": "email"},
+                filters={"user_id": user_id, "memory_category": "email"},
             )
         else:
             results = self.memory.search(
                 query=query,
-                user_id=user_id,
                 filters={
+                    "user_id": user_id,
                     "AND": [
                         {"memory_category": "email"},
                         {"sender": sender},
@@ -343,10 +341,9 @@ class EmailProcessor:
             subject (str): Email subject to match
             user_id (str): User identifier
         """
-        # In OSS, user_id is an explicit parameter
         thread = self.memory.get_all(
-            user_id=user_id,
             filters={
+                "user_id": user_id,
                 "AND": [
                     {"memory_category": "email"},
                     {"subject": {"icontains": subject}},

docs/cookbooks/operations/support-inbox.mdx

@@ -57,7 +57,7 @@ class CustomerSupportAIAgent:
         """
         # Start a streaming chat completion request to the AI
         stream = self.client.chat.completions.create(
-            model="gpt-4",
+            model="gpt-5-mini",
             stream=True,
             messages=[
                 {"role": "system", "content": "You are a customer support AI agent."},