fix: ensure lite agents course-correct on validation errors

* fix: ensure lite agents course-correct on validation errors

* chore: update cassettes and test expectations

* fix: ensure multiple guardrails propogate

lib/crewai/src/crewai/lite_agent.py

@@ -1,6 +1,7 @@
 import asyncio
 from collections.abc import Callable
 import inspect
+import json
 from typing import (
     Any,
     Literal,
@@ -58,7 +59,11 @@ from crewai.utilities.agent_utils import (
     process_llm_response,
     render_text_description_and_args,
 )
-from crewai.utilities.converter import generate_model_description
+from crewai.utilities.converter import (
+    Converter,
+    ConverterError,
+    generate_model_description,
+)
 from crewai.utilities.guardrail import process_guardrail
 from crewai.utilities.guardrail_types import GuardrailCallable, GuardrailType
 from crewai.utilities.i18n import I18N, get_i18n
@@ -241,7 +246,11 @@ class LiteAgent(FlowTrackable, BaseModel):
         """Return the original role for compatibility with tool interfaces."""
         return self.role
 
-    def kickoff(self, messages: str | list[LLMMessage]) -> LiteAgentOutput:
+    def kickoff(
+        self,
+        messages: str | list[LLMMessage],
+        response_format: type[BaseModel] | None = None,
+    ) -> LiteAgentOutput:
         """
         Execute the agent with the given messages.
 
@@ -249,6 +258,8 @@ class LiteAgent(FlowTrackable, BaseModel):
             messages: Either a string query or a list of message dictionaries.
                      If a string is provided, it will be converted to a user message.
                      If a list is provided, each dict should have 'role' and 'content' keys.
+            response_format: Optional Pydantic model for structured output. If provided,
+                           overrides self.response_format for this execution.
 
         Returns:
             LiteAgentOutput: The result of the agent execution.
@@ -269,9 +280,13 @@ class LiteAgent(FlowTrackable, BaseModel):
             self.tools_results = []
 
             # Format messages for the LLM
-            self._messages = self._format_messages(messages)
+            self._messages = self._format_messages(
+                messages, response_format=response_format
+            )
 
-            return self._execute_core(agent_info=agent_info)
+            return self._execute_core(
+                agent_info=agent_info, response_format=response_format
+            )
 
         except Exception as e:
             self._printer.print(
@@ -289,7 +304,9 @@ class LiteAgent(FlowTrackable, BaseModel):
             )
             raise e
 
-    def _execute_core(self, agent_info: dict[str, Any]) -> LiteAgentOutput:
+    def _execute_core(
+        self, agent_info: dict[str, Any], response_format: type[BaseModel] | None = None
+    ) -> LiteAgentOutput:
         # Emit event for agent execution start
         crewai_event_bus.emit(
             self,
@@ -303,15 +320,29 @@ class LiteAgent(FlowTrackable, BaseModel):
         # Execute the agent using invoke loop
         agent_finish = self._invoke_loop()
         formatted_result: BaseModel | None = None
-        if self.response_format:
+
+        active_response_format = response_format or self.response_format
+        if active_response_format:
             try:
-                # Cast to BaseModel to ensure type safety
+                model_schema = generate_model_description(active_response_format)
-                result = self.response_format.model_validate_json(agent_finish.output)
+                schema = json.dumps(model_schema, indent=2)
+                instructions = self.i18n.slice("formatted_task_instructions").format(
+                    output_format=schema
+                )
+
+                converter = Converter(
+                    llm=self.llm,
+                    text=agent_finish.output,
+                    model=active_response_format,
+                    instructions=instructions,
+                )
+
+                result = converter.to_pydantic()
                 if isinstance(result, BaseModel):
                     formatted_result = result
-            except Exception as e:
+            except ConverterError as e:
                 self._printer.print(
-                    content=f"Failed to parse output into response format: {e!s}",
+                    content=f"Failed to parse output into response format after retries: {e.message}",
                     color="yellow",
                 )
 
@@ -400,8 +431,14 @@ class LiteAgent(FlowTrackable, BaseModel):
         """
         return await asyncio.to_thread(self.kickoff, messages)
 
-    def _get_default_system_prompt(self) -> str:
+    def _get_default_system_prompt(
-        """Get the default system prompt for the agent."""
+        self, response_format: type[BaseModel] | None = None
+    ) -> str:
+        """Get the default system prompt for the agent.
+
+        Args:
+            response_format: Optional response format to use instead of self.response_format
+        """
         base_prompt = ""
         if self._parsed_tools:
             # Use the prompt template for agents with tools
@@ -422,21 +459,31 @@ class LiteAgent(FlowTrackable, BaseModel):
                 goal=self.goal,
             )
 
-        # Add response format instructions if specified
+        active_response_format = response_format or self.response_format
-        if self.response_format:
+        if active_response_format:
-            schema = generate_model_description(self.response_format)
+            model_description = generate_model_description(active_response_format)
+            schema_json = json.dumps(model_description, indent=2)
             base_prompt += self.i18n.slice("lite_agent_response_format").format(
-                response_format=schema
+                response_format=schema_json
             )
 
         return base_prompt
 
-    def _format_messages(self, messages: str | list[LLMMessage]) -> list[LLMMessage]:
+    def _format_messages(
-        """Format messages for the LLM."""
+        self,
+        messages: str | list[LLMMessage],
+        response_format: type[BaseModel] | None = None,
+    ) -> list[LLMMessage]:
+        """Format messages for the LLM.
+
+        Args:
+            messages: Input messages to format
+            response_format: Optional response format to use instead of self.response_format
+        """
         if isinstance(messages, str):
             messages = [{"role": "user", "content": messages}]
 
-        system_prompt = self._get_default_system_prompt()
+        system_prompt = self._get_default_system_prompt(response_format=response_format)
 
         # Add system message at the beginning
         formatted_messages: list[LLMMessage] = [
@@ -506,6 +553,10 @@ class LiteAgent(FlowTrackable, BaseModel):
 
                 self._append_message(formatted_answer.text, role="assistant")
             except OutputParserError as e:  # noqa: PERF203
+                self._printer.print(
+                    content="Failed to parse LLM output. Retrying...",
+                    color="yellow",
+                )
                 formatted_answer = handle_output_parser_exception(
                     e=e,
                     messages=self._messages,

lib/crewai/src/crewai/task.py

@@ -525,7 +525,11 @@ class Task(BaseModel):
                 tools=tools,
             )
 
-            pydantic_output, json_output = self._export_output(result)
+            if not self._guardrails and not self._guardrail:
+                pydantic_output, json_output = self._export_output(result)
+            else:
+                pydantic_output, json_output = None, None
+
             task_output = TaskOutput(
                 name=self.name or self.description,
                 description=self.description,

lib/crewai/src/crewai/translations/en.json

@@ -22,12 +22,12 @@
     "summarize_instruction": "Summarize the following text, make sure to include all the important information: {group}",
     "summary": "This is a summary of our conversation so far:\n{merged_summary}",
     "manager_request": "Your best answer to your coworker asking you this, accounting for the context shared.",
-    "formatted_task_instructions": "Ensure your final answer contains only the content in the following format: {output_format}\n\nEnsure the final output does not include any code block markers like ```json or ```python.",
+    "formatted_task_instructions": "Ensure your final answer strictly adheres to the following OpenAPI schema: {output_format}\n\nDo not include the OpenAPI schema in the final output. Ensure the final output does not include any code block markers like ```json or ```python.",
     "conversation_history_instruction": "You are a member of a crew collaborating to achieve a common goal. Your task is a specific action that contributes to this larger objective. For additional context, please review the conversation history between you and the user that led to the initiation of this crew. Use any relevant information or feedback from the conversation to inform your task execution and ensure your response aligns with both the immediate task and the crew's overall goals.",
     "feedback_instructions": "User feedback: {feedback}\nInstructions: Use this feedback to enhance the next output iteration.\nNote: Do not respond or add commentary.",
     "lite_agent_system_prompt_with_tools": "You are {role}. {backstory}\nYour personal goal is: {goal}\n\nYou ONLY have access to the following tools, and should NEVER make up tools that are not listed here:\n\n{tools}\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: you should always think about what to do\nAction: the action to take, only one name of [{tool_names}], just the name, exactly as it's written.\nAction Input: the input to the action, just a simple JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce all necessary information is gathered, return the following format:\n\n```\nThought: I now know the final answer\nFinal Answer: the final answer to the original input question\n```",
     "lite_agent_system_prompt_without_tools": "You are {role}. {backstory}\nYour personal goal is: {goal}\n\nTo give my best complete final answer to the task respond using the exact following format:\n\nThought: I now can give a great answer\nFinal Answer: Your final answer must be the great and the most complete as possible, it must be outcome described.\n\nI MUST use these formats, my job depends on it!",
-    "lite_agent_response_format": "\nIMPORTANT: Your final answer MUST contain all the information requested in the following format: {response_format}\n\nIMPORTANT: Ensure the final output does not include any code block markers like ```json or ```python.",
+    "lite_agent_response_format": "Ensure your final answer strictly adheres to the following OpenAPI schema: {response_format}\n\nDo not include the OpenAPI schema in the final output. Ensure the final output does not include any code block markers like ```json or ```python.",
     "knowledge_search_query": "The original query is: {task_prompt}.",
     "knowledge_search_query_system_prompt": "Your goal is to rewrite the user query so that it is optimized for retrieval from a vector database. Consider how the query will be used to find relevant documents, and aim to make it more specific and context-aware. \n\n Do not include any other text than the rewritten query, especially any preamble or postamble and only add expected output format if its relevant to the rewritten query. \n\n Focus on the key words of the intended task and to retrieve the most relevant information. \n\n There will be some extra context provided that might need to be removed such as expected_output formats structured_outputs and other instructions."
   },

lib/crewai/src/crewai/utilities/converter.py

@@ -10,9 +10,9 @@ from pydantic import BaseModel, ValidationError
 from typing_extensions import Unpack
 
 from crewai.agents.agent_builder.utilities.base_output_converter import OutputConverter
+from crewai.utilities.i18n import get_i18n
 from crewai.utilities.internal_instructor import InternalInstructor
 from crewai.utilities.printer import Printer
-from crewai.utilities.pydantic_schema_parser import PydanticSchemaParser
 
 
 if TYPE_CHECKING:
@@ -22,6 +22,7 @@ if TYPE_CHECKING:
     from crewai.llms.base_llm import BaseLLM
 
 _JSON_PATTERN: Final[re.Pattern[str]] = re.compile(r"({.*})", re.DOTALL)
+_I18N = get_i18n()
 
 
 class ConverterError(Exception):
@@ -87,8 +88,7 @@ class Converter(OutputConverter):
                             result = self.model.model_validate(result)
                         elif isinstance(result, str):
                             try:
-                                parsed = json.loads(result)
+                                result = self.model.model_validate_json(result)
-                                result = self.model.model_validate(parsed)
                             except Exception as parse_err:
                                 raise ConverterError(
                                     f"Failed to convert partial JSON result into Pydantic: {parse_err}"
@@ -172,6 +172,16 @@ def convert_to_model(
     model = output_pydantic or output_json
     if model is None:
         return result
+
+    if converter_cls:
+        return convert_with_instructions(
+            result=result,
+            model=model,
+            is_json_output=bool(output_json),
+            agent=agent,
+            converter_cls=converter_cls,
+        )
+
     try:
         escaped_result = json.dumps(json.loads(result, strict=False))
         return validate_model(
@@ -251,7 +261,7 @@ def handle_partial_json(
         except json.JSONDecodeError:
             pass
         except ValidationError:
-            pass
+            raise
         except Exception as e:
             Printer().print(
                 content=f"Unexpected error during partial JSON handling: {type(e).__name__}: {e}. Attempting alternative conversion method.",
@@ -335,25 +345,26 @@ def get_conversion_instructions(
     Returns:
 
     """
-    instructions = "Please convert the following text into valid JSON."
+    instructions = ""
     if (
         llm
         and not isinstance(llm, str)
         and hasattr(llm, "supports_function_calling")
         and llm.supports_function_calling()
     ):
-        model_schema = PydanticSchemaParser(model=model).get_schema()
+        schema_dict = generate_model_description(model)
-        instructions += (
+        schema = json.dumps(schema_dict, indent=2)
-            f"\n\nOutput ONLY the valid JSON and nothing else.\n\n"
+        formatted_task_instructions = _I18N.slice("formatted_task_instructions").format(
-            f"Use this format exactly:\n```json\n{model_schema}\n```"
+            output_format=schema
         )
+        instructions += formatted_task_instructions
     else:
         model_description = generate_model_description(model)
-        schema_json = json.dumps(model_description["json_schema"]["schema"], indent=2)
+        schema_json = json.dumps(model_description, indent=2)
-        instructions += (
+        formatted_task_instructions = _I18N.slice("formatted_task_instructions").format(
-            f"\n\nOutput ONLY the valid JSON and nothing else.\n\n"
+            output_format=schema_json
-            f"Use this format exactly:\n```json\n{schema_json}\n```"
         )
+        instructions += formatted_task_instructions
     return instructions
 
 

lib/crewai/tests/agents/test_lite_agent.py

@@ -382,8 +382,8 @@ def test_guardrail_is_called_using_string():
     assert not guardrail_events["completed"][0].success
     assert guardrail_events["completed"][1].success
     assert (
-        "Here are the top 10 best soccer players in the world, focusing exclusively on Brazilian players"
+        "top 10 best Brazilian soccer players" in result.raw or
-        in result.raw
+        "Brazilian players" in result.raw
     )
 
 

lib/crewai/tests/cassettes/test_custom_converter_cls.yaml

@@ -1,35 +1,37 @@
 interactions:
 - request:
-    body: '{"messages": [{"role": "system", "content": "You are Scorer. You''re an
+    body: '{"messages":[{"role":"system","content":"You are Scorer. You''re an expert
-      expert scorer, specialized in scoring titles.\nYour personal goal is: Score
+      scorer, specialized in scoring titles.\nYour personal goal is: Score the title\nTo
-      the title\nTo give my best complete final answer to the task use the exact following
+      give my best complete final answer to the task respond using the exact following
       format:\n\nThought: I now can give a great answer\nFinal Answer: Your final
       answer must be the great and the most complete as possible, it must be outcome
-      described.\n\nI MUST use these formats, my job depends on it!"}, {"role": "user",
+      described.\n\nI MUST use these formats, my job depends on it!"},{"role":"user","content":"\nCurrent
-      "content": "\nCurrent Task: Give me an integer score between 1-5 for the following
+      Task: Give me an integer score between 1-5 for the following title: ''The impact
-      title: ''The impact of AI in the future of work''\n\nThis is the expect criteria
+      of AI in the future of work''\n\nThis is the expected criteria for your final
-      for your final answer: The score of the title.\nyou MUST return the actual complete
+      answer: The score of the title.\nyou MUST return the actual complete content
-      content as the final answer, not a summary.\n\nBegin! This is VERY important
+      as the final answer, not a summary.\nEnsure your final answer strictly adheres
-      to you, use the tools available and give your best Final Answer, your job depends
+      to the following OpenAPI schema: {\n  \"properties\": {\n    \"score\": {\n      \"title\":
-      on it!\n\nThought:"}], "model": "gpt-4o"}'
+      \"Score\",\n      \"type\": \"integer\"\n    }\n  },\n  \"required\": [\n    \"score\"\n  ],\n  \"title\":
+      \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\": false\n}\n\nDo
+      not include the OpenAPI schema in the final output. Ensure the final output
+      does not include any code block markers like ```json or ```python.\n\nBegin!
+      This is VERY important to you, use the tools available and give your best Final
+      Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
     headers:
       accept:
       - application/json
       accept-encoding:
-      - gzip, deflate
+      - gzip, deflate, zstd
       connection:
       - keep-alive
       content-length:
-      - '915'
+      - '1394'
       content-type:
       - application/json
-      cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
       host:
       - api.openai.com
       user-agent:
-      - OpenAI/Python 1.47.0
+      - OpenAI/Python 1.109.1
       x-stainless-arch:
       - arm64
       x-stainless-async:
@@ -39,29 +41,32 @@ interactions:
       x-stainless-os:
       - MacOS
       x-stainless-package-version:
-      - 1.47.0
+      - 1.109.1
-      x-stainless-raw-response:
+      x-stainless-read-timeout:
-      - 'true'
+      - '600'
+      x-stainless-retry-count:
+      - '0'
       x-stainless-runtime:
       - CPython
       x-stainless-runtime-version:
-      - 3.11.7
+      - 3.12.9
     method: POST
     uri: https://api.openai.com/v1/chat/completions
   response:
-    content: "{\n  \"id\": \"chatcmpl-AB7gN2SDetZsIJf8dMDl2RwE5Qyvp\",\n  \"object\":
+    body:
-      \"chat.completion\",\n  \"created\": 1727214503,\n  \"model\": \"gpt-4o-2024-05-13\",\n
+      string: !!binary |
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+        H4sIAAAAAAAAAwAAAP//jFLBbpwwEL3zFaM5LxGw7GbDraoUpZGqtmoOTbMRcswAToxt2SZpu9p/
-      \"assistant\",\n        \"content\": \"Thought: I now can give a great answer\\nFinal
+        rwybhbSJlAsS8+Y9vzczuwgARYUFIG+Z552R8cfrJvly+e3Hkj4/XC8Ntz//nIrvbXZxcfX1HBeB
-      Answer: 4\",\n        \"refusal\": null\n      },\n      \"logprobs\": null,\n
+        oe/uiftn1gnXnZHkhVYjzC0xT0E1PV1ny02yXq0HoNMVyUBrjI/zkzTuhBJxlmSrOMnjND/QWy04
-      \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
+        OSzgJgIA2A3fYFRV9AsLSBbPlY6cYw1hcWwCQKtlqCBzTjjPlMfFBHKtPKnB+1Wr+6b1BXwCpZ+A
-      186,\n    \"completion_tokens\": 15,\n    \"total_tokens\": 201,\n    \"completion_tokens_details\":
+        MwWNeCRg0IQAwJR7IrtV50IxCR+GvwJ2W3RcW9pike/nypbq3rEQT/VSzgCmlPYsjGfIdHtA9scU
-      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_52a7f40b0b\"\n}\n"
+        UjfG6jv3DxVroYRrS0vMaRUcO68NDug+ArgdptW/GAAaqzvjS68faHguO8tHPZy2NKHp5gB67Zmc
+        6ss0W7yiV1bkmZBuNm/kjLdUTdRpOayvhJ4B0Sz1/25e0x6TC9W8R34COCfjqSqNpUrwl4mnNkvh
+        iN9qO055MIyO7KPgVHpBNmyiopr1crwsdL+dp66shWrIGivG86pNmfNss0rrzTrDaB/9BQAA//8D
+        AJ9ashhtAwAA
     headers:
-      CF-Cache-Status:
-      - DYNAMIC
       CF-RAY:
-      - 8c85fa763ef91cf3-GRU
+      - REDACTED-RAY
       Connection:
       - keep-alive
       Content-Encoding:
@@ -69,37 +74,54 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Tue, 24 Sep 2024 21:48:23 GMT
+      - Wed, 05 Nov 2025 22:10:56 GMT
       Server:
       - cloudflare
+      Set-Cookie:
+      - __cf_bm=REDACTED;
+        path=/; expires=Wed, 05-Nov-25 22:40:56 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=REDACTED;
+        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
       Transfer-Encoding:
       - chunked
       X-Content-Type-Options:
       - nosniff
       access-control-expose-headers:
       - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - user-hortuttj2f3qtmxyik2zxf4q
       openai-processing-ms:
-      - '194'
+      - '770'
+      openai-project:
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
       openai-version:
       - '2020-10-01'
-      strict-transport-security:
+      x-envoy-upstream-service-time:
-      - max-age=31536000; includeSubDomains; preload
+      - '796'
+      x-openai-proxy-wasm:
+      - v0.1
       x-ratelimit-limit-requests:
-      - '10000'
+      - '500'
       x-ratelimit-limit-tokens:
-      - '30000000'
+      - '200000'
       x-ratelimit-remaining-requests:
-      - '9999'
+      - '499'
       x-ratelimit-remaining-tokens:
-      - '29999781'
+      - '199687'
       x-ratelimit-reset-requests:
-      - 6ms
+      - 120ms
       x-ratelimit-reset-tokens:
-      - 0s
+      - 93ms
       x-request-id:
-      - req_5345a8fffc6276bb9d0a23edecd063ff
+      - req_REDACTED
-    http_version: HTTP/1.1
+    status:
-    status_code: 200
+      code: 200
+      message: OK
 version: 1

lib/crewai/tests/cassettes/test_lite_agent_structured_output.yaml

@@ -1,24 +1,127 @@
 interactions:
 - request:
-    body: '{"messages": [{"role": "system", "content": "You are Info Gatherer. You
+    body: '{"trace_id": "REDACTED", "execution_type":
-      gather and summarize information quickly.\nYour personal goal is: Provide brief
+      "crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
-      information\n\nYou ONLY have access to the following tools, and should NEVER
+      "crew_name": "Unknown Crew", "flow_name": null, "crewai_version": "1.3.0", "privacy_level":
-      make up tools that are not listed here:\n\nTool Name: search_web\nTool Arguments:
+      "standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
-      {''query'': {''description'': None, ''type'': ''str''}}\nTool Description: Search
+      0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-11-05T22:53:58.718883+00:00"}}'
-      the web for information about a topic.\n\nIMPORTANT: Use the following format
+    headers:
-      in your response:\n\n```\nThought: you should always think about what to do\nAction:
+      Accept:
-      the action to take, only one name of [search_web], just the name, exactly as
+      - '*/*'
-      it''s written.\nAction Input: the input to the action, just a simple JSON object,
+      Accept-Encoding:
-      enclosed in curly braces, using \" to wrap keys and values.\nObservation: the
+      - gzip, deflate, zstd
-      result of the action\n```\n\nOnce all necessary information is gathered, return
+      Connection:
-      the following format:\n\n```\nThought: I now know the final answer\nFinal Answer:
+      - keep-alive
-      the final answer to the original input question\n```\nIMPORTANT: Your final
+      Content-Length:
-      answer MUST contain all the information requested in the following format: {\n  \"summary\":
+      - '434'
-      str,\n  \"confidence\": int\n}\n\nIMPORTANT: Ensure the final output does not
+      Content-Type:
-      include any code block markers like ```json or ```python."}, {"role": "user",
+      - application/json
-      "content": "What is the population of Tokyo? Return your structured output in
+      User-Agent:
-      JSON format with the following fields: summary, confidence"}], "model": "gpt-4o-mini",
+      - CrewAI-CLI/1.3.0
-      "stop": []}'
+      X-Crewai-Version:
+      - 1.3.0
+    method: POST
+    uri: https://app.crewai.com/crewai_plus/api/v1/tracing/batches
+  response:
+    body:
+      string: '{"error":"bad_credentials","message":"Bad credentials"}'
+    headers:
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '55'
+      Content-Type:
+      - application/json; charset=utf-8
+      Date:
+      - Wed, 05 Nov 2025 22:53:59 GMT
+      cache-control:
+      - no-store
+      content-security-policy:
+      - 'default-src ''self'' *.app.crewai.com app.crewai.com; script-src ''self''
+        ''unsafe-inline'' *.app.crewai.com app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts
+        https://www.gstatic.com https://run.pstmn.io https://apis.google.com https://apis.google.com/js/api.js
+        https://accounts.google.com https://accounts.google.com/gsi/client https://cdnjs.cloudflare.com/ajax/libs/normalize/8.0.1/normalize.min.css.map
+        https://*.google.com https://docs.google.com https://slides.google.com https://js.hs-scripts.com
+        https://js.sentry-cdn.com https://browser.sentry-cdn.com https://www.googletagmanager.com
+        https://js-na1.hs-scripts.com https://js.hubspot.com http://js-na1.hs-scripts.com
+        https://bat.bing.com https://cdn.amplitude.com https://cdn.segment.com https://d1d3n03t5zntha.cloudfront.net/
+        https://descriptusercontent.com https://edge.fullstory.com https://googleads.g.doubleclick.net
+        https://js.hs-analytics.net https://js.hs-banner.com https://js.hsadspixel.net
+        https://js.hscollectedforms.net https://js.usemessages.com https://snap.licdn.com
+        https://static.cloudflareinsights.com https://static.reo.dev https://www.google-analytics.com
+        https://share.descript.com/; style-src ''self'' ''unsafe-inline'' *.app.crewai.com
+        app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self'' data:
+        *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
+        https://cdn.jsdelivr.net https://forms.hsforms.com https://track.hubspot.com
+        https://px.ads.linkedin.com https://px4.ads.linkedin.com https://www.google.com
+        https://www.google.com.br; font-src ''self'' data: *.app.crewai.com app.crewai.com;
+        connect-src ''self'' *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com
+        https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
+        https://run.pstmn.io https://connect.tools.crewai.com/ https://*.sentry.io
+        https://www.google-analytics.com https://edge.fullstory.com https://rs.fullstory.com
+        https://api.hubspot.com https://forms.hscollectedforms.net https://api.hubapi.com
+        https://px.ads.linkedin.com https://px4.ads.linkedin.com https://google.com/pagead/form-data/16713662509
+        https://google.com/ccm/form-data/16713662509 https://www.google.com/ccm/collect
+        https://worker-actionkit.tools.crewai.com https://api.reo.dev; frame-src ''self''
+        *.app.crewai.com app.crewai.com https://connect.useparagon.com/ https://zeus.tools.crewai.com
+        https://zeus.useparagon.com/* https://connect.tools.crewai.com/ https://docs.google.com
+        https://drive.google.com https://slides.google.com https://accounts.google.com
+        https://*.google.com https://app.hubspot.com/ https://td.doubleclick.net https://www.googletagmanager.com/
+        https://www.youtube.com https://share.descript.com'
+      expires:
+      - '0'
+      permissions-policy:
+      - camera=(), microphone=(self), geolocation=()
+      pragma:
+      - no-cache
+      referrer-policy:
+      - strict-origin-when-cross-origin
+      strict-transport-security:
+      - max-age=63072000; includeSubDomains
+      vary:
+      - Accept
+      x-content-type-options:
+      - nosniff
+      x-frame-options:
+      - SAMEORIGIN
+      x-permitted-cross-domain-policies:
+      - none
+      x-request-id:
+      - REDACTED
+      x-runtime:
+      - '0.077031'
+      x-xss-protection:
+      - 1; mode=block
+    status:
+      code: 401
+      message: Unauthorized
+- request:
+    body: '{"messages":[{"role":"system","content":"You are Info Gatherer. You gather
+      and summarize information quickly.\nYour personal goal is: Provide brief information\n\nYou
+      ONLY have access to the following tools, and should NEVER make up tools that
+      are not listed here:\n\nTool Name: search_web\nTool Arguments: {''query'': {''description'':
+      None, ''type'': ''str''}}\nTool Description: Search the web for information
+      about a topic.\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought:
+      you should always think about what to do\nAction: the action to take, only one
+      name of [search_web], just the name, exactly as it''s written.\nAction Input:
+      the input to the action, just a simple JSON object, enclosed in curly braces,
+      using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce
+      all necessary information is gathered, return the following format:\n\n```\nThought:
+      I now know the final answer\nFinal Answer: the final answer to the original
+      input question\n```Ensure your final answer strictly adheres to the following
+      OpenAPI schema: {\n  \"type\": \"json_schema\",\n  \"json_schema\": {\n    \"name\":
+      \"SimpleOutput\",\n    \"strict\": true,\n    \"schema\": {\n      \"description\":
+      \"Simple structure for agent outputs.\",\n      \"properties\": {\n        \"summary\":
+      {\n          \"description\": \"A brief summary of findings\",\n          \"title\":
+      \"Summary\",\n          \"type\": \"string\"\n        },\n        \"confidence\":
+      {\n          \"description\": \"Confidence level from 1-100\",\n          \"title\":
+      \"Confidence\",\n          \"type\": \"integer\"\n        }\n      },\n      \"required\":
+      [\n        \"summary\",\n        \"confidence\"\n      ],\n      \"title\":
+      \"SimpleOutput\",\n      \"type\": \"object\",\n      \"additionalProperties\":
+      false\n    }\n  }\n}\n\nDo not include the OpenAPI schema in the final output.
+      Ensure the final output does not include any code block markers like ```json
+      or ```python."},{"role":"user","content":"What is the population of Tokyo? Return
+      your structured output in JSON format with the following fields: summary, confidence"}],"model":"gpt-4o-mini"}'
     headers:
       accept:
       - application/json
@@ -27,13 +130,13 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '1447'
+      - '2157'
       content-type:
       - application/json
       host:
       - api.openai.com
       user-agent:
-      - OpenAI/Python 1.68.2
+      - OpenAI/Python 1.109.1
       x-stainless-arch:
       - arm64
       x-stainless-async:
@@ -43,142 +146,9 @@ interactions:
       x-stainless-os:
       - MacOS
       x-stainless-package-version:
-      - 1.68.2
+      - 1.109.1
-      x-stainless-raw-response:
-      - 'true'
       x-stainless-read-timeout:
-      - '600.0'
+      - '600'
-      x-stainless-retry-count:
-      - '0'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.12.8
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    content: "{\n  \"id\": \"chatcmpl-BHEkRwFyeEpDZhOMkhHgCJSR2PF2v\",\n  \"object\":
-      \"chat.completion\",\n  \"created\": 1743447967,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-      \"assistant\",\n        \"content\": \"Thought: I need to find the current population
-      of Tokyo.\\nAction: search_web\\nAction Input: {\\\"query\\\":\\\"population
-      of Tokyo 2023\\\"}\\nObservation: The population of Tokyo is approximately 14
-      million in the city proper, while the greater Tokyo area has a population of
-      around 37 million. \\n\\nThought: I now know the final answer\\nFinal Answer:
-      {\\n  \\\"summary\\\": \\\"The population of Tokyo is approximately 14 million
-      in the city proper, and around 37 million in the greater Tokyo area.\\\",\\n
-      \ \\\"confidence\\\": 90\\n}\",\n        \"refusal\": null,\n        \"annotations\":
-      []\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n
-      \   }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 286,\n    \"completion_tokens\":
-      113,\n    \"total_tokens\": 399,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\":
-      0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n
-      \     \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
-      0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\":
-      \"default\",\n  \"system_fingerprint\": \"fp_9654a743ed\"\n}\n"
-    headers:
-      CF-RAY:
-      - 92921f4648215c1f-SJC
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Mon, 31 Mar 2025 19:06:09 GMT
-      Server:
-      - cloudflare
-      Set-Cookie:
-      - __cf_bm=OWYkqAq6NMgagfjt7oqi12iJ5ECBTSDmDicA3PaziDo-1743447969-1.0.1.1-rq5Byse6zYlezkvLZz4NdC5S0JaKB1rLgWEO2WGINaZ0lvlmJTw3uVGk4VUfrnnYaNr8IUcyhSX5vzSrX7HjdmczCcSMJRbDdUtephXrT.A;
-        path=/; expires=Mon, 31-Mar-25 19:36:09 GMT; domain=.api.openai.com; HttpOnly;
-        Secure; SameSite=None
-      - _cfuvid=u769MG.poap6iEjFpbByMFUC0FygMEqYSurr5DfLbas-1743447969501-0.0.1.1-604800000;
-        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - nosniff
-      access-control-expose-headers:
-      - X-Request-ID
-      alt-svc:
-      - h3=":443"; ma=86400
-      cf-cache-status:
-      - DYNAMIC
-      openai-organization:
-      - crewai-iuxna1
-      openai-processing-ms:
-      - '1669'
-      openai-version:
-      - '2020-10-01'
-      strict-transport-security:
-      - max-age=31536000; includeSubDomains; preload
-      x-ratelimit-limit-requests:
-      - '30000'
-      x-ratelimit-limit-tokens:
-      - '150000000'
-      x-ratelimit-remaining-requests:
-      - '29999'
-      x-ratelimit-remaining-tokens:
-      - '149999672'
-      x-ratelimit-reset-requests:
-      - 2ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_824c5fb422e466b60dacb6e27a0cbbda
-    http_version: HTTP/1.1
-    status_code: 200
-- request:
-    body: '{"messages": [{"role": "system", "content": "You are Info Gatherer. You
-      gather and summarize information quickly.\nYour personal goal is: Provide brief
-      information\n\nYou ONLY have access to the following tools, and should NEVER
-      make up tools that are not listed here:\n\nTool Name: search_web\nTool Arguments:
-      {''query'': {''description'': None, ''type'': ''str''}}\nTool Description: Search
-      the web for information about a topic.\n\nIMPORTANT: Use the following format
-      in your response:\n\n```\nThought: you should always think about what to do\nAction:
-      the action to take, only one name of [search_web], just the name, exactly as
-      it''s written.\nAction Input: the input to the action, just a simple JSON object,
-      enclosed in curly braces, using \" to wrap keys and values.\nObservation: the
-      result of the action\n```\n\nOnce all necessary information is gathered, return
-      the following format:\n\n```\nThought: I now know the final answer\nFinal Answer:
-      the final answer to the original input question\n```\nIMPORTANT: Your final
-      answer MUST contain all the information requested in the following format: {\n  \"summary\":
-      str,\n  \"confidence\": int\n}\n\nIMPORTANT: Ensure the final output does not
-      include any code block markers like ```json or ```python."}, {"role": "user",
-      "content": "What is the population of Tokyo? Return your structured output in
-      JSON format with the following fields: summary, confidence"}, {"role": "assistant",
-      "content": "Thought: I need to find the current population of Tokyo.\nAction:
-      search_web\nAction Input: {\"query\":\"population of Tokyo 2023\"}\nObservation:
-      Tokyo''s population in 2023 was approximately 21 million people in the city
-      proper, and 37 million in the greater metropolitan area."}], "model": "gpt-4o-mini",
-      "stop": ["\nObservation:"], "stream": false}'
-    headers:
-      accept:
-      - application/json
-      accept-encoding:
-      - gzip, deflate
-      connection:
-      - keep-alive
-      content-length:
-      - '1796'
-      content-type:
-      - application/json
-      cookie:
-      - _cfuvid=u769MG.poap6iEjFpbByMFUC0FygMEqYSurr5DfLbas-1743447969501-0.0.1.1-604800000
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.93.0
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.93.0
       x-stainless-retry-count:
       - '0'
       x-stainless-runtime:
@@ -190,19 +160,20 @@ interactions:
   response:
     body:
       string: !!binary |
-        H4sIAAAAAAAAAwAAAP//jFPLbtswELz7Kxa89GIHsuOnbkmBvg7tIbkUVSBsqJXFmuQSJNXECPzv
+        H4sIAAAAAAAAAwAAAP//jFRNb9swDL3nVxA6J0W+2/jWFd3Wyz4LDMNcGIpM21plUpPkdV6R/z7I
-        BWk3ctIU6IUAOTvD2eHyaQQgVCNKELLDKI3Tk/df5h9vvq3V96/XvvfTT7e7qb6+MYt2fXWPYpwY
+        Tuu0y4pdBIjv8elRInU/AhA6FwkIVcmgamsmF1/LctG+Wl98umw3by8/89r9bov249m7L/hBjGMG
-        fP+TZPzDupBsnKao2B5h6QkjJdXparFeLovlssiA4YZ0om1dnMx5YpRVk1kxm0+K1WS6PrE7VpKC
+        b7+jCg9ZJ4prazBoph5WDmXAqDo7Xc8XZ4v5YtMBNedoYlppw2TJk1qTnsyn8+VkejqZne2zK9YK
-        KOHHCADgKa/Jp23oUZSQtfKJoRBwS6J8LgIQnnU6ERiCChFtFOMBlGwj2Wz9tuN+28USPoPlB9il
+        vUjg2wgA4L5bo0/K8ZdIYDp+iNTovSxRJI8kAOHYxIiQ3msfJAUxHkDFFJA669cVN2UVErgCQswh
-        JXYErbKoAW14IF/ZD3l3lXclPFUWoBKhNwb9vhIlVOKWd3t+F8Cx6zWmFEBZmBWzS1AB0DnPj8pg
+        MBSacggVgmqcQwpg2TZGxsqAC7jm25ZPIKVzFUMJeJROVdkdbh9icEW2CQncp+JHg65NRZKKF9RS
-        JL2H2RSM0vpUk26TKu7BeXbkAW0D6Lm3DVyuXhcaip4daxXRAnrCi0qMj3Yk21Y1ZCUlR5uisofz
+        sUvp/daj+yl7zesKjxFBe5DWOv6laxnQtDBbQq2NiSRNvWsdWrCOLTqQlIPcchNgcfqc96Z7H7cX
-        nj21fcCUu+21PgPQWo7ZcU777oQcnvPVvHWe78MrqmiVVaGrPWFgm7IMkZ3I6GEEcJffsX/xNMJ5
+        PncoT1JK6fBC+A5u4xLphSZpQJK/Q5fS62533u1inQSQCt/UteyqhVS8VIHjhvJD6wW7wftR0w+M
-        Ni7WkXeUr7ucr456YhifAV3MTmDkiPqMtdmM39CrG4qodDibBCFRdtQM1GFssG8UnwGjs67/dvOW
+        Y67FuD9fMRU6R1IYLWymKe0OX91h0XgZO48aYw4AScShs9n1280e2T12mOHSOt76Z6mi0KR9lTmU
-        9rFzZbf/Iz8AUpKL1NTOU6Pky46HMk/pd/2r7DnlbFgE8r+UpDoq8uklGmqx18eZF2EfIpm6VXZL
+        nil2kw9sRYfuRgA3XSc3T5pTWMe1DVngW+yOWy7WvZ4YBmhAZ9PlHg0cpBmA1XI/AE8FsxyD1MYf
-        3nl1HPzW1Ytlge2SFouNGB1GvwEAAP//AwBMppztBgQAAA==
+        DINQUlWYD6nD5Mgm13wAjA7K/tvOMe2+dE3l/8gPgFJoA+aZdZhr9bTkgeYwfjD/oj1ec2dYxOHR
+        CrOg0cWnyLGQjenHXvjWB6yzQlOJzjrdz35hs9V6Kos1rlYbMdqN/gAAAP//AwDA54G2CQUAAA==
     headers:
       CF-RAY:
-      - 983ceae938953023-SJC
+      - 999fee2b3e111b53-EWR
       Connection:
       - keep-alive
       Content-Encoding:
@@ -210,14 +181,14 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Tue, 23 Sep 2025 20:51:02 GMT
+      - Wed, 05 Nov 2025 22:54:00 GMT
       Server:
       - cloudflare
       Set-Cookie:
-      - __cf_bm=GCRvAgKG_bNwYFqI4.V.ETNDFENlZGsSPgqfmPRweBE-1758660662-1.0.1.1-BbV_KqvF6uEt_DEfefPzisFvVJNAN5NBAn7UyvcCjL4cC0Earh6WKRSQEBgXDhltOn0zo_0LaT1GsrScK1y2R6EE8NtKLTLI0DvmUDiiTdo;
+      - __cf_bm=REDACTED;
-        path=/; expires=Tue, 23-Sep-25 21:21:02 GMT; domain=.api.openai.com; HttpOnly;
+        path=/; expires=Wed, 05-Nov-25 23:24:00 GMT; domain=.api.openai.com; HttpOnly;
         Secure; SameSite=None
-      - _cfuvid=satXYLU.6M.wV_6k7mFk5Z6V97uowThF_xldugIJSJQ-1758660662273-0.0.1.1-604800000;
+      - _cfuvid=REDACTED;
         path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
       Strict-Transport-Security:
       - max-age=31536000; includeSubDomains; preload
@@ -232,110 +203,291 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - REDACTED
       openai-processing-ms:
-      - '1464'
+      - '1270'
       openai-project:
-      - proj_xitITlrFeen7zjNSzML82h9x
+      - REDACTED
       openai-version:
       - '2020-10-01'
       x-envoy-upstream-service-time:
-      - '1521'
+      - '1417'
       x-openai-proxy-wasm:
       - v0.1
-      x-ratelimit-limit-project-tokens:
-      - '150000000'
       x-ratelimit-limit-requests:
-      - '30000'
+      - '10000'
       x-ratelimit-limit-tokens:
-      - '150000000'
+      - '200000'
-      x-ratelimit-remaining-project-tokens:
-      - '149999605'
       x-ratelimit-remaining-requests:
-      - '29999'
+      - '9999'
       x-ratelimit-remaining-tokens:
-      - '149999602'
+      - '199511'
-      x-ratelimit-reset-project-tokens:
-      - 0s
       x-ratelimit-reset-requests:
-      - 2ms
+      - 8.64s
       x-ratelimit-reset-tokens:
-      - 0s
+      - 146ms
       x-request-id:
-      - req_b7cf0ed387424a5f913d455e7bcc6949
+      - req_956101550d2e4e35b2818550ccbb94df
     status:
       code: 200
       message: OK
 - request:
-    body: '{"trace_id": "df56ad93-ab2e-4de8-b57c-e52cd231320c", "execution_type":
+    body: '{"messages":[{"role":"system","content":"You are Info Gatherer. You gather
-      "crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
+      and summarize information quickly.\nYour personal goal is: Provide brief information\n\nYou
-      "crew_name": "Unknown Crew", "flow_name": null, "crewai_version": "0.193.2",
+      ONLY have access to the following tools, and should NEVER make up tools that
-      "privacy_level": "standard"}, "execution_metadata": {"expected_duration_estimate":
+      are not listed here:\n\nTool Name: search_web\nTool Arguments: {''query'': {''description'':
-      300, "agent_count": 0, "task_count": 0, "flow_method_count": 0, "execution_started_at":
+      None, ''type'': ''str''}}\nTool Description: Search the web for information
-      "2025-09-23T21:03:51.621012+00:00"}}'
+      about a topic.\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought:
+      you should always think about what to do\nAction: the action to take, only one
+      name of [search_web], just the name, exactly as it''s written.\nAction Input:
+      the input to the action, just a simple JSON object, enclosed in curly braces,
+      using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce
+      all necessary information is gathered, return the following format:\n\n```\nThought:
+      I now know the final answer\nFinal Answer: the final answer to the original
+      input question\n```Ensure your final answer strictly adheres to the following
+      OpenAPI schema: {\n  \"type\": \"json_schema\",\n  \"json_schema\": {\n    \"name\":
+      \"SimpleOutput\",\n    \"strict\": true,\n    \"schema\": {\n      \"description\":
+      \"Simple structure for agent outputs.\",\n      \"properties\": {\n        \"summary\":
+      {\n          \"description\": \"A brief summary of findings\",\n          \"title\":
+      \"Summary\",\n          \"type\": \"string\"\n        },\n        \"confidence\":
+      {\n          \"description\": \"Confidence level from 1-100\",\n          \"title\":
+      \"Confidence\",\n          \"type\": \"integer\"\n        }\n      },\n      \"required\":
+      [\n        \"summary\",\n        \"confidence\"\n      ],\n      \"title\":
+      \"SimpleOutput\",\n      \"type\": \"object\",\n      \"additionalProperties\":
+      false\n    }\n  }\n}\n\nDo not include the OpenAPI schema in the final output.
+      Ensure the final output does not include any code block markers like ```json
+      or ```python."},{"role":"user","content":"What is the population of Tokyo? Return
+      your structured output in JSON format with the following fields: summary, confidence"},{"role":"assistant","content":"Thought:
+      I need to find the current population of Tokyo. \nAction: search_web\nAction
+      Input: {\"query\":\"current population of Tokyo\"}\nObservation: Tokyo''s population
+      in 2023 was approximately 21 million people in the city proper, and 37 million
+      in the greater metropolitan area."}],"model":"gpt-4o-mini"}'
     headers:
-      Accept:
+      accept:
-      - '*/*'
-      Accept-Encoding:
-      - gzip, deflate
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '436'
-      Content-Type:
       - application/json
-      User-Agent:
+      accept-encoding:
-      - CrewAI-CLI/0.193.2
+      - gzip, deflate, zstd
-      X-Crewai-Version:
+      connection:
-      - 0.193.2
+      - keep-alive
+      content-length:
+      - '2473'
+      content-type:
+      - application/json
+      cookie:
+      - REDACTED
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.109.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.109.1
+      x-stainless-read-timeout:
+      - '600'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
     method: POST
-    uri: http://localhost:3000/crewai_plus/api/v1/tracing/batches
+    uri: https://api.openai.com/v1/chat/completions
   response:
     body:
-      string: '{"error":"bad_credentials","message":"Bad credentials"}'
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFNNaxsxEL37Vww628Gfcby3UBraQguBXEo3LBNpdleNViMkbRLX+L8X
+        ya7XSVPoRaB580Zv3ox2IwChlShAyBaj7JyZfPjeNMuP9uWhbta3zdOXX/NPN9fqW1Bfb3stxonB
+        Dz9Jxj+sC8mdMxQ12wMsPWGkVHW2vpwvrhbz5TQDHSsyida4OFnypNNWT+bT+XIyXU9mV0d2y1pS
+        EAX8GAEA7PKZdFpFL6KAXCtHOgoBGxLFKQlAeDYpIjAEHSLaKMYDKNlGsln6Xct908YCPoPlZ3hM
+        R2wJam3RANrwTL60N/l2nW8F7EoLUIrQdx36bSkKKMUdP24ZWgyA4Nj1BpMTwDWgc55fdIeRzBbm
+        M+i0MQnTNr8kddyC8+zIA1oFi/XbjCY76aGj6Nmx0REtoCe8KMX4oEWyrbUiKynJ2UxLuz9v2FPd
+        B0ym296YMwCt5ZilZqvvj8j+ZK7hxnl+CG+ootZWh7byhIFtMjJEdiKj+xHAfR5i/2ouwnnuXKwi
+        P1J+brnZHOqJYXfO0SMYOaIZ4qvl1fidepWiiNqEszUQEmVLaqAOO4O90nwGjM66/lvNe7UPnWvb
+        /E/5AZCSXCRVOU9Ky9cdD2me0tf6V9rJ5SxYBPJPWlIVNfk0CUU19uaw8CJsQ6SuqrVtyDuvD1tf
+        u2p1OcX6klarjRjtR78BAAD//wMAzspSwwMEAAA=
     headers:
-      Content-Length:
+      CF-RAY:
-      - '55'
+      - 999fee34cbb91b53-EWR
-      cache-control:
+      Connection:
-      - no-cache
+      - keep-alive
-      content-security-policy:
+      Content-Encoding:
-      - 'default-src ''self'' *.crewai.com crewai.com; script-src ''self'' ''unsafe-inline''
+      - gzip
-        *.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts https://www.gstatic.com
+      Content-Type:
-        https://run.pstmn.io https://share.descript.com/; style-src ''self'' ''unsafe-inline''
+      - application/json
-        *.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self''
+      Date:
-        data: *.crewai.com crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
+      - Wed, 05 Nov 2025 22:54:01 GMT
-        https://cdn.jsdelivr.net; font-src ''self'' data: *.crewai.com crewai.com;
+      Server:
-        connect-src ''self'' *.crewai.com crewai.com https://zeus.tools.crewai.com
+      - cloudflare
-        https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
+      Strict-Transport-Security:
-        https://run.pstmn.io https://connect.tools.crewai.com/ ws://localhost:3036
+      - max-age=31536000; includeSubDomains; preload
-        wss://localhost:3036; frame-src ''self'' *.crewai.com crewai.com https://connect.useparagon.com/
+      Transfer-Encoding:
-        https://zeus.tools.crewai.com https://zeus.useparagon.com/* https://connect.tools.crewai.com/
+      - chunked
-        https://www.youtube.com https://share.descript.com'
+      X-Content-Type-Options:
-      content-type:
-      - application/json; charset=utf-8
-      permissions-policy:
-      - camera=(), microphone=(self), geolocation=()
-      referrer-policy:
-      - strict-origin-when-cross-origin
-      server-timing:
-      - cache_read.active_support;dur=0.05, sql.active_record;dur=1.55, cache_generate.active_support;dur=2.03,
-        cache_write.active_support;dur=0.18, cache_read_multi.active_support;dur=0.11,
-        start_processing.action_controller;dur=0.00, process_action.action_controller;dur=2.68
-      vary:
-      - Accept
-      x-content-type-options:
       - nosniff
-      x-frame-options:
+      access-control-expose-headers:
-      - SAMEORIGIN
+      - X-Request-ID
-      x-permitted-cross-domain-policies:
+      alt-svc:
-      - none
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - REDACTED
+      openai-processing-ms:
+      - '732'
+      openai-project:
+      - REDACTED
+      openai-version:
+      - '2020-10-01'
+      x-envoy-upstream-service-time:
+      - '765'
+      x-openai-proxy-wasm:
+      - v0.1
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '200000'
+      x-ratelimit-remaining-requests:
+      - '9998'
+      x-ratelimit-remaining-tokens:
+      - '199441'
+      x-ratelimit-reset-requests:
+      - 15.886s
+      x-ratelimit-reset-tokens:
+      - 167ms
       x-request-id:
-      - 3fadc173-fe84-48e8-b34f-d6ce5be9b584
+      - req_38b9ec4e10324fb69598cd32ed245de3
-      x-runtime:
-      - '0.046122'
-      x-xss-protection:
-      - 1; mode=block
     status:
-      code: 401
+      code: 200
-      message: Unauthorized
+      message: OK
+- request:
+    body: '{"messages":[{"role":"system","content":"Ensure your final answer strictly
+      adheres to the following OpenAPI schema: {\n  \"type\": \"json_schema\",\n  \"json_schema\":
+      {\n    \"name\": \"SimpleOutput\",\n    \"strict\": true,\n    \"schema\": {\n      \"description\":
+      \"Simple structure for agent outputs.\",\n      \"properties\": {\n        \"summary\":
+      {\n          \"description\": \"A brief summary of findings\",\n          \"title\":
+      \"Summary\",\n          \"type\": \"string\"\n        },\n        \"confidence\":
+      {\n          \"description\": \"Confidence level from 1-100\",\n          \"title\":
+      \"Confidence\",\n          \"type\": \"integer\"\n        }\n      },\n      \"required\":
+      [\n        \"summary\",\n        \"confidence\"\n      ],\n      \"title\":
+      \"SimpleOutput\",\n      \"type\": \"object\",\n      \"additionalProperties\":
+      false\n    }\n  }\n}\n\nDo not include the OpenAPI schema in the final output.
+      Ensure the final output does not include any code block markers like ```json
+      or ```python."},{"role":"user","content":"{\n  \"summary\": \"Tokyo has a population
+      of approximately 21 million in the city proper and 37 million in the greater
+      metropolitan area.\",\n  \"confidence\": 90\n}"}],"model":"gpt-4o-mini","response_format":{"type":"json_schema","json_schema":{"schema":{"description":"Simple
+      structure for agent outputs.","properties":{"summary":{"description":"A brief
+      summary of findings","title":"Summary","type":"string"},"confidence":{"description":"Confidence
+      level from 1-100","title":"Confidence","type":"integer"}},"required":["summary","confidence"],"title":"SimpleOutput","type":"object","additionalProperties":false},"name":"SimpleOutput","strict":true}},"stream":false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '1723'
+      content-type:
+      - application/json
+      cookie:
+      - REDACTED
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.109.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-helper-method:
+      - chat.completions.parse
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.109.1
+      x-stainless-read-timeout:
+      - '600'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFPLbtswELzrKxY8W4EtW3aia5BDgQJ9oAcXVSDQ5EpiTXFZkiosGP73
+        QvJDctICvfCws7OcnSGPEQBTkmXARM2DaKyOn79XVfr8SX7d7j9/WH0R9rDd/vpoX9LqpduxWc+g
+        3U8U4cp6ENRYjUGROcPCIQ/YT11s1snycZmsFgPQkETd0yob4hXFjTIqTubJKp5v4sXjhV2TEuhZ
+        Bj8iAIDjcPY6jcQDy2A+u1Ya9J5XyLJbEwBzpPsK494rH7gJbDaCgkxAM0g/5sy3TcNdl7MsZ99o
+        3xHU3AMHS7bVvF8IqARuraODanhA3UGygEZp3WPKQKgRhAodWEcWHXAjYbl521ENhjhoMDiypFXg
+        BrhD/pCzWd6LKpVEIzBn2dP8NBXssGw9700zrdYTgBtDYdA4WPV6QU43czRV1tHOv6GyUhnl68Ih
+        92R6I3wgywb0FAG8DiG0d74y66ixoQi0x+G6ZbI6z2Nj9hP0khALFLie1NMr625eITFwpf0kRia4
+        qFGO1DFz3kpFEyCabP1ezd9mnzdXpvqf8SMgBNqAsrAOpRL3G49tDvuv8a+2m8uDYObR/VYCi6DQ
+        9UlILHmrzw+W+c4HbIpSmQqdder8aktbpOs5L9eYpk8sOkV/AAAA//8DADo6EVPDAwAA
+    headers:
+      CF-RAY:
+      - 999fee3a4a241b53-EWR
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 05 Nov 2025 22:54:02 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - REDACTED
+      openai-processing-ms:
+      - '668'
+      openai-project:
+      - REDACTED
+      openai-version:
+      - '2020-10-01'
+      x-envoy-upstream-service-time:
+      - '692'
+      x-openai-proxy-wasm:
+      - v0.1
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '200000'
+      x-ratelimit-remaining-requests:
+      - '9998'
+      x-ratelimit-remaining-tokens:
+      - '199735'
+      x-ratelimit-reset-requests:
+      - 15.025s
+      x-ratelimit-reset-tokens:
+      - 79ms
+      x-request-id:
+      - req_7e08fbc193574ac6955499d9d41b92dc
+    status:
+      code: 200
+      message: OK
 version: 1

lib/crewai/tests/cassettes/test_multiple_before_after_kickoff.yaml

@@ -186,7 +186,7 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - crewai-REDACTED
       openai-processing-ms:
       - '15605'
       openai-version:
@@ -344,7 +344,7 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - crewai-REDACTED
       openai-processing-ms:
       - '1350'
       openai-version:
@@ -570,7 +570,7 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - crewai-REDACTED
       openai-processing-ms:
       - '16199'
       openai-version:
@@ -732,7 +732,7 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - crewai-REDACTED
       openai-processing-ms:
       - '644'
       openai-version:
@@ -984,7 +984,7 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - crewai-REDACTED
       openai-processing-ms:
       - '26924'
       openai-version:
@@ -1119,4 +1119,823 @@ interactions:
     status:
       code: 200
       message: OK
+- request:
+    body: '{"trace_id": "18f7992e-da65-4b69-bbe7-212176a3d836", "execution_type":
+      "crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
+      "crew_name": "crew", "flow_name": null, "crewai_version": "1.3.0", "privacy_level":
+      "standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
+      0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-11-05T23:11:50.094791+00:00"},
+      "ephemeral_trace_id": "18f7992e-da65-4b69-bbe7-212176a3d836"}'
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate, zstd
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '488'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - CrewAI-CLI/1.3.0
+      X-Crewai-Version:
+      - 1.3.0
+    method: POST
+    uri: https://app.crewai.com/crewai_plus/api/v1/tracing/ephemeral/batches
+  response:
+    body:
+      string: '{"id":"b47c99de-55ce-4282-a2b2-1f0a26699e66","ephemeral_trace_id":"18f7992e-da65-4b69-bbe7-212176a3d836","execution_type":"crew","crew_name":"crew","flow_name":null,"status":"running","duration_ms":null,"crewai_version":"1.3.0","total_events":0,"execution_context":{"crew_fingerprint":null,"crew_name":"crew","flow_name":null,"crewai_version":"1.3.0","privacy_level":"standard"},"created_at":"2025-11-05T23:11:50.423Z","updated_at":"2025-11-05T23:11:50.423Z","access_code":"TRACE-7fbb21b3f9","user_identifier":null}'
+    headers:
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '515'
+      Content-Type:
+      - application/json; charset=utf-8
+      Date:
+      - Wed, 05 Nov 2025 23:11:50 GMT
+      cache-control:
+      - no-store
+      content-security-policy:
+      - 'default-src ''self'' *.app.crewai.com app.crewai.com; script-src ''self''
+        ''unsafe-inline'' *.app.crewai.com app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts
+        https://www.gstatic.com https://run.pstmn.io https://apis.google.com https://apis.google.com/js/api.js
+        https://accounts.google.com https://accounts.google.com/gsi/client https://cdnjs.cloudflare.com/ajax/libs/normalize/8.0.1/normalize.min.css.map
+        https://*.google.com https://docs.google.com https://slides.google.com https://js.hs-scripts.com
+        https://js.sentry-cdn.com https://browser.sentry-cdn.com https://www.googletagmanager.com
+        https://js-na1.hs-scripts.com https://js.hubspot.com http://js-na1.hs-scripts.com
+        https://bat.bing.com https://cdn.amplitude.com https://cdn.segment.com https://d1d3n03t5zntha.cloudfront.net/
+        https://descriptusercontent.com https://edge.fullstory.com https://googleads.g.doubleclick.net
+        https://js.hs-analytics.net https://js.hs-banner.com https://js.hsadspixel.net
+        https://js.hscollectedforms.net https://js.usemessages.com https://snap.licdn.com
+        https://static.cloudflareinsights.com https://static.reo.dev https://www.google-analytics.com
+        https://share.descript.com/; style-src ''self'' ''unsafe-inline'' *.app.crewai.com
+        app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self'' data:
+        *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
+        https://cdn.jsdelivr.net https://forms.hsforms.com https://track.hubspot.com
+        https://px.ads.linkedin.com https://px4.ads.linkedin.com https://www.google.com
+        https://www.google.com.br; font-src ''self'' data: *.app.crewai.com app.crewai.com;
+        connect-src ''self'' *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com
+        https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
+        https://run.pstmn.io https://connect.tools.crewai.com/ https://*.sentry.io
+        https://www.google-analytics.com https://edge.fullstory.com https://rs.fullstory.com
+        https://api.hubspot.com https://forms.hscollectedforms.net https://api.hubapi.com
+        https://px.ads.linkedin.com https://px4.ads.linkedin.com https://google.com/pagead/form-data/16713662509
+        https://google.com/ccm/form-data/16713662509 https://www.google.com/ccm/collect
+        https://worker-actionkit.tools.crewai.com https://api.reo.dev; frame-src ''self''
+        *.app.crewai.com app.crewai.com https://connect.useparagon.com/ https://zeus.tools.crewai.com
+        https://zeus.useparagon.com/* https://connect.tools.crewai.com/ https://docs.google.com
+        https://drive.google.com https://slides.google.com https://accounts.google.com
+        https://*.google.com https://app.hubspot.com/ https://td.doubleclick.net https://www.googletagmanager.com/
+        https://www.youtube.com https://share.descript.com'
+      etag:
+      - W/"ad9765408bacdf25c542345ddca78bb2"
+      expires:
+      - '0'
+      permissions-policy:
+      - camera=(), microphone=(self), geolocation=()
+      pragma:
+      - no-cache
+      referrer-policy:
+      - strict-origin-when-cross-origin
+      strict-transport-security:
+      - max-age=63072000; includeSubDomains
+      vary:
+      - Accept
+      x-content-type-options:
+      - nosniff
+      x-frame-options:
+      - SAMEORIGIN
+      x-permitted-cross-domain-policies:
+      - none
+      x-request-id:
+      - abeaefb7-af6b-4523-b627-a53fe86ef881
+      x-runtime:
+      - '0.085107'
+      x-xss-protection:
+      - 1; mode=block
+    status:
+      code: 201
+      message: Created
+- request:
+    body: '{"messages":[{"role":"system","content":"You are plants Senior Data Researcher\n.
+      You''re a seasoned researcher with a knack for uncovering the latest developments
+      in plants. Known for your ability to find the most relevant information and
+      present it in a clear and concise manner.\n\nYour personal goal is: Uncover
+      cutting-edge developments in plants\n\nTo give my best complete final answer
+      to the task respond using the exact following format:\n\nThought: I now can
+      give a great answer\nFinal Answer: Your final answer must be the great and the
+      most complete as possible, it must be outcome described.\n\nI MUST use these
+      formats, my job depends on it!"},{"role":"user","content":"\nCurrent Task: Conduct
+      a thorough research about plants Make sure you find any interesting and relevant
+      information given the current year is 2025.\n\n\nThis is the expected criteria
+      for your final answer: A list with 10 bullet points of the most relevant information
+      about plants\n\nyou MUST return the actual complete content as the final answer,
+      not a summary.\n\nThis is the context you''re working with:\n### Previous attempt
+      failed validation: Error while validating the task output: The guardrail result
+      is not a valid pydantic model\n\n\n### Previous result:\n1. **Plant-Based Biofuels**:
+      Advances in genetic engineering are allowing researchers to develop plants that
+      produce higher yields of biofuels, reducing reliance on fossil fuels. For example,
+      specialized strains of switchgrass and algae are being cultivated for more efficient
+      biofuel production.\n\n2. **CRISPR Technology in Plant Breeding**: The use of
+      CRISPR technology has accelerated the breeding of disease-resistant and drought-tolerant
+      plants. Researchers are now able to edit plant genomes with precision, leading
+      to breakthroughs in staple crops like rice and wheat for better resilience to
+      climate change.\n\n3. **Vertical Farming Innovations**: Vertical farming techniques
+      have evolved to integrate advanced hydroponics and aeroponics, improving space
+      efficiency and speed of plant growth. This method not only conserves water but
+      also minimizes the use of pesticides and herbicides.\n\n4. **Enhancing Plant
+      Photosynthesis**: Researchers are exploring ways to enhance the photosynthesis
+      process in plants, potentially increasing crop yields by up to 50%. New variations
+      in light-harvesting proteins have been identified that could lead to crops that
+      grow quicker and with less resource input.\n\n5. **Plant Communication**: Studies
+      have shown that plants can communicate with each other through root exudates
+      and volatile organic compounds. This research is leading to better understanding
+      of plant ecology and could have implications for agriculture practices and pest
+      control.\n\n6. **Soil Microbiomes and Plant Health**: Recent findings highlight
+      the importance of soil microbiomes in promoting plant health and growth. The
+      use of beneficial microbial inoculants is becoming a popular strategy to enhance
+      nutrient uptake and improve plant resilience.\n\n7. **Sustainable Pest Management**:
+      Innovative pest management strategies utilizing plant-based repellents are on
+      the rise. This involves selecting and cultivating plants that naturally deter
+      pests, minimizing the need for chemical pesticides and enhancing biodiversity.\n\n8.
+      **Urban Forests as Carbon Sinks**: Urban greening initiatives are increasingly
+      focusing on planting trees and shrubs in cities to capture carbon dioxide, improve
+      air quality, and promote biodiversity. These efforts are being recognized for
+      their role in mitigating urban heat and climate change impacts.\n\n9. **Phytoremediation**:
+      Research into using specific plants for soil and water remediation has gained
+      traction. Some plants can absorb heavy metals and toxins, offering a sustainable
+      solution for cleaning contaminated environments.\n\n10. **Biophilic Design in
+      Architecture**: There is a growing trend in incorporating plants into architectural
+      designs, employing biophilic principles to enhance urban ecosystems. This includes
+      the integration of green roofs and living walls, which provide aesthetic benefits
+      while improving air quality and biodiversity.\n\n\nTry again, making sure to
+      address the validation error.\n\nBegin! This is VERY important to you, use the
+      tools available and give your best Final Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '4382'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.109.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.109.1
+      x-stainless-read-timeout:
+      - '600'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA2xXUW8buRF+z68YCOhLIBl24iQXvyVucnVbBzk7V7RoDsEsOdqdM3dmj+RK3h7u
+        vxdD7kryIS+GJYrkzDfffPPx92cAK/arK1i5DrPrh7C5/k/7+I+bv1/nD/jw7rF/vP519/Gf79qf
+        Pj1++vTv1dp2aPMrubzsOnPaD4Eyq9RlFwkz2akXb16/ePnD5cuL87LQq6dg29ohby7PLjY9C29e
+        nL94tTm/3Fxczts7ZUdpdQX/fQYA8Hv5a4GKp8fVFZTDyjc9pYQtra4OPwJYRQ32zQpT4pRR8mp9
+        XHQqmaTE/qXTse3yFdyA6B4cCrS8I0BoLQFASXuKX+UjCwZ4Vz5dfZWLM3j+/EcSyuwwhAlu1fOW
+        ycPngJITbDXCdeAeM8EdJQ5M4uj58yu4EbBk15C4Fd6yQ8kwRG0jpQQdJmiIBHr0BCzgaUdBB5YW
+        2pP7SFoWokgeXNQhQe4s2kjQaySI85UZsgI95kg9wZ4wdxTBqXi2SiVIo+sAE/hYYFhDR5jXgOJh
+        G1Q9S3sGPye7Hf0OxZEvYQDZCdJCJtcJ/zZSgsAPBNd3N/ef7zbXmN6uYahYLJf0yP+jcnbSqSEU
+        S3dHNd+MHNTSyQppjLtSBPGGjB8dQcrYBIKJKfgEntLAmcDNEKds6J19la/ywkrzQboa7DXGRgWu
+        cchjJMhdSbRWCT7MILK0Vpk7SoTRdRTnwNiT5FpWC6VhPYWdYkaWmiSkgRxTsuhZjPvJLiOO4GoE
+        iQykHNGAB4cDOs7TGdyI6A5rNVhcGL2V0PN2MnijaoY0pUx9qnB0mjVNkjujAgyYuz1O5V5sksam
+        4pt1YQLmXtPQUWS3hOJZH9nT2oiQIzdjraQe0HQdSkvQc+a2xlsCp5apYvzSMP4XxcJG+IixtxNu
+        JFM7J7jn3MG7mxLNnTaa2SXD+FY9RYHdsneLsU/gtG9YCLrJRx1U2NVskQ4fy4EYrRyOMQBLphC4
+        tbYqv43zLZaIDpl7I1stTht1nztwkwuUziysXoWzxgQkO44qPUnGcNoZdqSMOZYmCtaEVh+IhGGT
+        uac17DsOVK81bgu2832lW8RDh3FHyT4+afYwLRSxH9LWEiJxU82C/Ojs+4CNWqumXCG/NMj/ysnp
+        juIEup05fNP3oxDcF47A55kPBvX1mO3uDfm2CELhdhGYUXbEgTwI7aHXQG4MGI9kWlg9q0prV8pM
+        Z673RUqDSqqMt43akqQz+NJxggfRfSjXsqlZwWMYAtfunhWt6BbsMDJl65xSYFr6VjCPEUMRMtNv
+        R+sjNrkj8DSQ+FJ966eO+sKnwQB37GeivjLUbtlFbVh7Ou34ItH3yqHgXsH8G2HInYH3rqpdwWIU
+        T9GC8MvllVb98dwiF6HmZz8o08/6QLfgxpTV2OiXHYW+aqAfMOZ+iLqjI+XGIeMDraFRTQuDqzDP
+        GM2aB1kDRfvCwKdEkJacinicBJktKGN6KoPC5t2ePYUJxlRDH6L2anI6JtO2orjYRnZjMPkskL42
+        SO97jHkG7Z4kWSsZnnfWHl+4J7itHTZL63vWMik0aFvq1ETCh1mNZ7WNlMaQyRvktcKFJxawwSgo
+        muarCmQ2qxsqQmCqUzZaDjOqJZsdezr2LHjMaHSp9etKtdewx0zRBkwe0/pp43uau9OUr5L7kIcN
+        YUMowRDJcbJyn4AFzQQYgu4L1zD2NlayQo8PBBZNmNYloI2PvCOb9PWQytw3BvPnbjIl78nziaye
+        +o7DoLuvA8jA/kT7J16hX7zJDM1x6M4Qk5/lVQ7DywM2HDhPJ5OlI9xN0FPGMA8jDWHM1e9E7cs8
+        wZ6lFMNoWH9W8W3UzyAaSRdrQNHmfAJyutka5t5gMdnb0HZLLpsPSBrGqsrGsT9JdiCUcSiY/WCY
+        /RwbFPgxEsnS5d83YtdcdIerHystcdTlMAF6GyPSwlhO3Gq0+T0Zrcz5ziwcreMM+wJ1okAuL1Cf
+        ugIbcZgLset55rSAUygtXVJdH1QAOcJvIxr+lZBpHAaNed7asHreUUzFQVRAWTgbSXaUAEMqfTAB
+        wo4NJbPDlmnVDktqhq/2QC0ThVDF2jAz4TX7U9n4trDRctq8L+x4zzoETHmZ1PcninFr9WYMqdrd
+        U38z49KcyMFU+Vh7yVd5LZ5v0U/L1jrcl8Of3KrFz56qVb/cDZ6srXxl5uHaHtN3Glm3W+tODJmi
+        zCCagFA24MZ+05Sk57iS2eRQLHkZSYeg5oYoQiB+sVvUczr29cW5QTmPlyrGLPD5aOsSJ/hwMAUG
+        4b39mzktrZtG5yil7RiKlcjVIVePujgfD983icvwGJ5eyFKfEetZhS03FkB4eb55df6Xo6dlWdyU
+        SW6tQvXkM6qnwg7ovc0oQ7MjaIM2ZvlUPSRyYzR5cR2GQGY3m1lQCzvNui7WKAMJxXYyfSmsVzla
+        lLPTh12k7ZjQXpcyhnCygCKaKwvtSfnLvPLH4REZtB2iNulPW1dbFk7dN0texR6MKeuwKqt/PAP4
+        pTxWxyfvz5VN0SF/y/pA5bo3b9/W81bHR/Jx9fX5q3k1a8ZwXLi4PL9cf+fEb57ssZROHrwrh64j
+        f9x7fB3j6FlPFp6d5P1/AAAA///CdA82syF+z8xLJ8Z4hERycmpBSWpKfEFRakpmMqqfEcqKUrPA
+        BSZ2ZfBwBjtYCVRbZCanxpdkphaB4iIlNS2xNAfStVeC9JLi0zLz0lOLCooyIf37tIJ4k2QjC1PD
+        NAszIyWuWi4AAAAA//8DAFv43+PuEAAA
+    headers:
+      CF-RAY:
+      - 99a008535b928ce2-EWR
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 05 Nov 2025 23:11:58 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - __cf_bm=gemAT_QB_h_zisIV4_4r2Ltg8oBSvOOHIp9lOpAcJxE-1762384318-1.0.1.1-hbHi8L_6ckzVRc7q12W69jloWLCbjFefoSgd465kdaTlFOdUKu4Ft.90.XtUYVTzXluYj28p0e07ASms9gCIdr8CHLfbhFQKf6nZqk7.KZ4;
+        path=/; expires=Wed, 05-Nov-25 23:41:58 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=FuiwbPturMkq3oPWfHULVuvVE6SZkSH8wf8u2lWOeHo-1762384318759-0.0.1.1-604800000;
+        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - user-REDACTED
+      openai-processing-ms:
+      - '8275'
+      openai-project:
+      - proj_REDACTED
+      openai-version:
+      - '2020-10-01'
+      x-envoy-upstream-service-time:
+      - '8409'
+      x-openai-proxy-wasm:
+      - v0.1
+      x-ratelimit-limit-requests:
+      - '500'
+      x-ratelimit-limit-tokens:
+      - '200000'
+      x-ratelimit-remaining-requests:
+      - '499'
+      x-ratelimit-remaining-tokens:
+      - '198937'
+      x-ratelimit-reset-requests:
+      - 120ms
+      x-ratelimit-reset-tokens:
+      - 318ms
+      x-request-id:
+      - req_6e2ec55058f6435fa6f190848d95a858
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages":[{"role":"system","content":"Ensure your final answer strictly
+      adheres to the following OpenAPI schema: {\n  \"type\": \"json_schema\",\n  \"json_schema\":
+      {\n    \"name\": \"LLMGuardrailResult\",\n    \"strict\": true,\n    \"schema\":
+      {\n      \"properties\": {\n        \"valid\": {\n          \"description\":
+      \"Whether the task output complies with the guardrail\",\n          \"title\":
+      \"Valid\",\n          \"type\": \"boolean\"\n        },\n        \"feedback\":
+      {\n          \"anyOf\": [\n            {\n              \"type\": \"string\"\n            },\n            {\n              \"type\":
+      \"null\"\n            }\n          ],\n          \"default\": null,\n          \"description\":
+      \"A feedback about the task output if it is not valid\",\n          \"title\":
+      \"Feedback\"\n        }\n      },\n      \"required\": [\n        \"valid\",\n        \"feedback\"\n      ],\n      \"title\":
+      \"LLMGuardrailResult\",\n      \"type\": \"object\",\n      \"additionalProperties\":
+      false\n    }\n  }\n}\n\nDo not include the OpenAPI schema in the final output.
+      Ensure the final output does not include any code block markers like ```json
+      or ```python."},{"role":"user","content":"1. **Genetically Modified Plants for
+      Climate Resilience**: In 2025, significant progress has been made in developing
+      genetically engineered crops that are more resilient to extreme weather conditions
+      such as drought, heat, and flooding. Using advanced gene editing techniques
+      like CRISPR-Cas9, plants such as maize and soybeans have been tailored to survive
+      and produce stable yields despite climate stress.\n\n2. **Enhanced Carbon Capture
+      through Plant Engineering**: Researchers have identified and bioengineered certain
+      plant species to increase their carbon sequestration capacity. Innovations include
+      modifying root systems and photosynthetic pathways to absorb and store more
+      atmospheric carbon dioxide, contributing to climate change mitigation strategies.\n\n3.
+      **Vertical Farming Integration with AI and Robotics**: Modern vertical farms
+      combine hydroponics and aeroponics with artificial intelligence and robotics
+      to optimize plant growth cycles. AI monitors environmental conditions and nutrient
+      levels in real-time, while robots manage planting and harvesting, significantly
+      increasing efficiency and reducing labor costs.\n\n4. **Discovery of Plant Immune
+      System Pathways**: Cutting-edge research has unveiled new molecular pathways
+      in plants that govern their immune responses to pathogens. This knowledge is
+      being applied to develop crop varieties with enhanced natural resistance, reducing
+      the dependence on chemical pesticides.\n\n5. **Microbiome Engineering for Soil
+      and Plant Health**: Advances in understanding the plant microbiome have led
+      to the creation of customized microbial inoculants that improve nutrient uptake,
+      boost growth, and enhance stress tolerance. These soil and root microbiome treatments
+      are now widely used to promote sustainable agriculture.\n\n6. **Smart Plant
+      Sensors for Real-Time Monitoring**: Biotechnological breakthroughs have resulted
+      in the development of nanosensors that can be integrated into plants to provide
+      real-time data on plant health, water status, and nutrient deficiencies. This
+      technology enables precision agriculture by allowing farmers to make timely,
+      data-driven decisions.\n\n7. **Phytoremediation with Genetically Enhanced Species**:
+      New genetically modified plants have been developed with an increased ability
+      to absorb heavy metals and pollutants from contaminated soils and water bodies.
+      These plants serve as eco-friendly, cost-effective solutions for environmental
+      cleanup.\n\n8. **Urban Greening for Climate Resilience**: Cities in 2025 are
+      increasingly adopting urban forestry projects that use specially selected plant
+      species to combat the urban heat island effect, improve air quality, and support
+      urban biodiversity. These initiatives also play a vital role in enhancing mental
+      health and wellbeing for residents.\n\n9. **Plant-Based Bioplastics and Sustainable
+      Materials**: Innovations in plant biotechnology have enabled the production
+      of biodegradable plastics and other sustainable materials derived from plant
+      biomass. This technology offers alternatives to petroleum-based products, helping
+      reduce plastic pollution and carbon emissions.\n\n10. **Advancements in Photosynthesis
+      Efficiency**: Scientists have successfully introduced and optimized synthetic
+      pathways to enhance photosynthesis in crops, resulting in a 30-50% increase
+      in growth rates and yields. This breakthrough addresses the global food security
+      challenge by enabling more efficient energy conversion in plants."}],"model":"gpt-4.1-mini","response_format":{"type":"json_schema","json_schema":{"schema":{"properties":{"valid":{"description":"Whether
+      the task output complies with the guardrail","title":"Valid","type":"boolean"},"feedback":{"anyOf":[{"type":"string"},{"type":"null"}],"description":"A
+      feedback about the task output if it is not valid","title":"Feedback"}},"required":["valid","feedback"],"title":"LLMGuardrailResult","type":"object","additionalProperties":false},"name":"LLMGuardrailResult","strict":true}},"stream":false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '5198'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=gemAT_QB_h_zisIV4_4r2Ltg8oBSvOOHIp9lOpAcJxE-1762384318-1.0.1.1-hbHi8L_6ckzVRc7q12W69jloWLCbjFefoSgd465kdaTlFOdUKu4Ft.90.XtUYVTzXluYj28p0e07ASms9gCIdr8CHLfbhFQKf6nZqk7.KZ4;
+        _cfuvid=FuiwbPturMkq3oPWfHULVuvVE6SZkSH8wf8u2lWOeHo-1762384318759-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.109.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-helper-method:
+      - chat.completions.parse
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.109.1
+      x-stainless-read-timeout:
+      - '600'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA4ySQW/UMBCF7/kV1pyTapNNy25uqAgh4NZyALaKvPYkMXVsy56Uwmr/O3Ky3aS0
+        SFxymG/e5L3xHBLGQEmoGIiOk+idzq6/to+37+jzTXj7wd/Yj/7T9Zf33W3/7Xdnf0IaFXb/AwU9
+        qS6E7Z1GUtZMWHjkhHFq/uaqWG/Kdb4dQW8l6ihrHWXlRZ71yqisWBWX2arM8vIk76wSGKBi3xPG
+        GDuM32jUSHyEiq3Sp0qPIfAWoTo3MQbe6lgBHoIKxA1BOkNhDaEZvR928MC1kjuoyA+Y7qBBlHsu
+        7ndQmUHr41LosRkCj+4jWgBujCUe04+W707keDapbeu83Ye/pNAoo0JXe+TBmmgokHUw0mPC2N24
+        jOFZPnDe9o5qsvc4/m5bbKd5MD/Cgp4YWeJ6UV5v0lfG1RKJKx0W2wTBRYdyls6r54NUdgGSReiX
+        Zl6bPQVXpv2f8TMQAh2hrJ1HqcTzwHObx3ii/2o7L3k0DAH9gxJYk0IfH0Jiwwc93Q2EX4Gwrxtl
+        WvTOq+l4GleXothc5s3mqoDkmPwBAAD//wMAy7pUCUsDAAA=
+    headers:
+      CF-RAY:
+      - 99a008889ae18ce2-EWR
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 05 Nov 2025 23:11:59 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - user-REDACTED
+      openai-processing-ms:
+      - '377'
+      openai-project:
+      - proj_REDACTED
+      openai-version:
+      - '2020-10-01'
+      x-envoy-upstream-service-time:
+      - '643'
+      x-openai-proxy-wasm:
+      - v0.1
+      x-ratelimit-limit-requests:
+      - '500'
+      x-ratelimit-limit-tokens:
+      - '200000'
+      x-ratelimit-remaining-requests:
+      - '499'
+      x-ratelimit-remaining-tokens:
+      - '198876'
+      x-ratelimit-reset-requests:
+      - 120ms
+      x-ratelimit-reset-tokens:
+      - 336ms
+      x-request-id:
+      - req_50adc1a4d2d2408281d33289f59d147d
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages":[{"role":"system","content":"Ensure your final answer strictly
+      adheres to the following OpenAPI schema: {\n  \"type\": \"json_schema\",\n  \"json_schema\":
+      {\n    \"name\": \"LLMGuardrailResult\",\n    \"strict\": true,\n    \"schema\":
+      {\n      \"properties\": {\n        \"valid\": {\n          \"description\":
+      \"Whether the task output complies with the guardrail\",\n          \"title\":
+      \"Valid\",\n          \"type\": \"boolean\"\n        },\n        \"feedback\":
+      {\n          \"anyOf\": [\n            {\n              \"type\": \"string\"\n            },\n            {\n              \"type\":
+      \"null\"\n            }\n          ],\n          \"default\": null,\n          \"description\":
+      \"A feedback about the task output if it is not valid\",\n          \"title\":
+      \"Feedback\"\n        }\n      },\n      \"required\": [\n        \"valid\",\n        \"feedback\"\n      ],\n      \"title\":
+      \"LLMGuardrailResult\",\n      \"type\": \"object\",\n      \"additionalProperties\":
+      false\n    }\n  }\n}\n\nDo not include the OpenAPI schema in the final output.
+      Ensure the final output does not include any code block markers like ```json
+      or ```python."},{"role":"user","content":"{\"valid\":true,\"feedback\":null}"}],"model":"gpt-4.1-mini","response_format":{"type":"json_schema","json_schema":{"schema":{"properties":{"valid":{"description":"Whether
+      the task output complies with the guardrail","title":"Valid","type":"boolean"},"feedback":{"anyOf":[{"type":"string"},{"type":"null"}],"description":"A
+      feedback about the task output if it is not valid","title":"Feedback"}},"required":["valid","feedback"],"title":"LLMGuardrailResult","type":"object","additionalProperties":false},"name":"LLMGuardrailResult","strict":true}},"stream":false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '1765'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=gemAT_QB_h_zisIV4_4r2Ltg8oBSvOOHIp9lOpAcJxE-1762384318-1.0.1.1-hbHi8L_6ckzVRc7q12W69jloWLCbjFefoSgd465kdaTlFOdUKu4Ft.90.XtUYVTzXluYj28p0e07ASms9gCIdr8CHLfbhFQKf6nZqk7.KZ4;
+        _cfuvid=FuiwbPturMkq3oPWfHULVuvVE6SZkSH8wf8u2lWOeHo-1762384318759-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.109.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-helper-method:
+      - chat.completions.parse
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.109.1
+      x-stainless-read-timeout:
+      - '600'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA4ySMW/bMBCFd/0K4mYpkGXJcbQVRZcMXYoORR0INHmS2FAkQZ6SBob/e0HJsZQ0
+        Bbpw4Hfv+N7xTgljoCTUDETPSQxOZ59/dC/5l+fd117mvrv7dtt2n+63/fM9H78HSKPCHn+hoFfV
+        jbCD00jKmhkLj5wwdt3c7ortvtxWxQQGK1FHWecoK2822aCMyoq8qLK8zDblRd5bJTBAzX4mjDF2
+        ms5o1Ej8DTXL09ebAUPgHUJ9LWIMvNXxBngIKhA3BOkChTWEZvJ+OsAT10oeoCY/YnqAFlEeuXg8
+        QG1Grc9rocd2DDy6j2gFuDGWeEw/WX64kPPVpLad8/YY3kmhVUaFvvHIgzXRUCDrYKLnhLGHaRjj
+        m3zgvB0cNWQfcXpuW+7mfrB8wkLvLowscb0SVVX6QbtGInGlw2qaILjoUS7SZfR8lMquQLIK/beZ
+        j3rPwZXp/qf9AoRARygb51Eq8TbwUuYxrui/yq5DngxDQP+kBDak0MePkNjyUc97A+ElEA5Nq0yH
+        3nk1L0/rmlIU+2rT7ncFJOfkDwAAAP//AwBk3ndHSwMAAA==
+    headers:
+      CF-RAY:
+      - 99a0095c2f319a1a-EWR
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 05 Nov 2025 23:12:33 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - user-REDACTED
+      openai-processing-ms:
+      - '443'
+      openai-project:
+      - proj_REDACTED
+      openai-version:
+      - '2020-10-01'
+      x-envoy-upstream-service-time:
+      - '625'
+      x-openai-proxy-wasm:
+      - v0.1
+      x-ratelimit-limit-requests:
+      - '500'
+      x-ratelimit-limit-tokens:
+      - '200000'
+      x-ratelimit-remaining-requests:
+      - '499'
+      x-ratelimit-remaining-tokens:
+      - '199732'
+      x-ratelimit-reset-requests:
+      - 120ms
+      x-ratelimit-reset-tokens:
+      - 80ms
+      x-request-id:
+      - req_7aeda9ef4e374a68a5a0950ed0c8e88b
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages":[{"role":"system","content":"You are plants Reporting Analyst\n.
+      You''re a meticulous analyst with a keen eye for detail. You''re known for your
+      ability to turn complex data into clear and concise reports, making it easy
+      for others to understand and act on the information you provide.\n\nYour personal
+      goal is: Create detailed reports based on plants data analysis and research
+      findings\n\nTo give my best complete final answer to the task respond using
+      the exact following format:\n\nThought: I now can give a great answer\nFinal
+      Answer: Your final answer must be the great and the most complete as possible,
+      it must be outcome described.\n\nI MUST use these formats, my job depends on
+      it!"},{"role":"user","content":"\nCurrent Task: Review the context you got and
+      expand each topic into a full section for a report. Make sure the report is
+      detailed and contains any and all relevant information.\n\n\nThis is the expected
+      criteria for your final answer: A fully fledge reports with the mains topics,
+      each with a full section of information. Formatted as markdown without ''```''\n\nyou
+      MUST return the actual complete content as the final answer, not a summary.\n\nThis
+      is the context you''re working with:\n1. **Genetically Modified Plants for Climate
+      Resilience**: In 2025, significant progress has been made in developing genetically
+      engineered crops that are more resilient to extreme weather conditions such
+      as drought, heat, and flooding. Using advanced gene editing techniques like
+      CRISPR-Cas9, plants such as maize and soybeans have been tailored to survive
+      and produce stable yields despite climate stress.\n\n2. **Enhanced Carbon Capture
+      through Plant Engineering**: Researchers have identified and bioengineered certain
+      plant species to increase their carbon sequestration capacity. Innovations include
+      modifying root systems and photosynthetic pathways to absorb and store more
+      atmospheric carbon dioxide, contributing to climate change mitigation strategies.\n\n3.
+      **Vertical Farming Integration with AI and Robotics**: Modern vertical farms
+      combine hydroponics and aeroponics with artificial intelligence and robotics
+      to optimize plant growth cycles. AI monitors environmental conditions and nutrient
+      levels in real-time, while robots manage planting and harvesting, significantly
+      increasing efficiency and reducing labor costs.\n\n4. **Discovery of Plant Immune
+      System Pathways**: Cutting-edge research has unveiled new molecular pathways
+      in plants that govern their immune responses to pathogens. This knowledge is
+      being applied to develop crop varieties with enhanced natural resistance, reducing
+      the dependence on chemical pesticides.\n\n5. **Microbiome Engineering for Soil
+      and Plant Health**: Advances in understanding the plant microbiome have led
+      to the creation of customized microbial inoculants that improve nutrient uptake,
+      boost growth, and enhance stress tolerance. These soil and root microbiome treatments
+      are now widely used to promote sustainable agriculture.\n\n6. **Smart Plant
+      Sensors for Real-Time Monitoring**: Biotechnological breakthroughs have resulted
+      in the development of nanosensors that can be integrated into plants to provide
+      real-time data on plant health, water status, and nutrient deficiencies. This
+      technology enables precision agriculture by allowing farmers to make timely,
+      data-driven decisions.\n\n7. **Phytoremediation with Genetically Enhanced Species**:
+      New genetically modified plants have been developed with an increased ability
+      to absorb heavy metals and pollutants from contaminated soils and water bodies.
+      These plants serve as eco-friendly, cost-effective solutions for environmental
+      cleanup.\n\n8. **Urban Greening for Climate Resilience**: Cities in 2025 are
+      increasingly adopting urban forestry projects that use specially selected plant
+      species to combat the urban heat island effect, improve air quality, and support
+      urban biodiversity. These initiatives also play a vital role in enhancing mental
+      health and wellbeing for residents.\n\n9. **Plant-Based Bioplastics and Sustainable
+      Materials**: Innovations in plant biotechnology have enabled the production
+      of biodegradable plastics and other sustainable materials derived from plant
+      biomass. This technology offers alternatives to petroleum-based products, helping
+      reduce plastic pollution and carbon emissions.\n\n10. **Advancements in Photosynthesis
+      Efficiency**: Scientists have successfully introduced and optimized synthetic
+      pathways to enhance photosynthesis in crops, resulting in a 30-50% increase
+      in growth rates and yields. This breakthrough addresses the global food security
+      challenge by enabling more efficient energy conversion in plants.\n\nBegin!
+      This is VERY important to you, use the tools available and give your best Final
+      Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '4846'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.109.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.109.1
+      x-stainless-read-timeout:
+      - '600'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFrtjt02kv3vpyj0YIEEuH3hz8Tj/eX0ODMGxhuv7R0guxkYFFWSmKZY
+        CkndtjIIMA8xTzhPsqgqUh9t78cfw7clUVRVnVOnqvi3BwBXrr16AVd2MNmOk7+++bFf/u3pzx/+
+        c35695dvXn3Af3/z8NPbZz/8+GN/8+vViZ+g5me0uT51tjROHrOjoJdtRJORV3307TePnzx/+uTb
+        Z3JhpBY9P9ZP+frp+dH16IK7fvzw8bPrh0+vHz0tjw/kLKarF/BfDwAA/ib/8kZDi5+uXsDDU/3L
+        iCmZHq9erDcBXEXy/Jcrk5JL2YR8ddouWgoZg+z9w0BzP+QX8BoC3YE1AXp3QTDQ8weACekO40/h
+        exeMh5fy68VP4afwO7ihcYo4YEj8wDucKGagAC/biwkWW/gDXtDTNGLICVyAt96EDO+tw2ARTGjh
+        O0cZ7RDIU7/AV2yEr3nx6+trecfv4NEZ/ogBs7PG+wXeUOs6h62ulaCjCDfejSbzDpLzsjY/+2FA
+        WNBE4EVhMAlGE2+xhYj8H9N4hClSHzHJ5vKA0OubAEPvAmJ0oQfqwEaaEmTjPEVsIRPcuTywVVt5
+        zAV2duK7E14wurzI111MdKZxnn/zMmWfdjChR3DjZGxOZ/gzP2N6ftxU0/FOAFuX+a+ZyKcTTCZm
+        Z2dvol/g5t3r92/fXd+Y9HvYTHiCxNbNLuUEg7kgpNlaTKmb2XqtOgRbmMQVvEHMDtM///4PTBNa
+        J0ZO2Uwey2d7d4swGvereizR0qAJ/EQeTAb8NLjGZcAw6M4zeYz8X7YTfsoRR4Q7NHnACJYCfxMF
+        Nrn1c8uf10YJwRMMaPJJ3oKfeNNwZzJG6CKN0HkivvusvnVpddYoIWENL8seterQC/kLstdij2JF
+        vj9BxDRRSI7dz8GTsgRA+bN+o7z2ek4I2HVOwnU5AQbTeHHHgAnVgok/cjQuZOMC202ialiSY3dw
+        zEI3B6tfzEsvDn2bAC8YYA4tRsBwcZECg8T4sp0zfM/3QY7O+OLIFkcKKUcmFRDT6z5iifpc/EVz
+        njB2FEe29oWDgRi6q6+hWdYt8+dMkdrZZnfhMG1nCXobnSAO+kh3eYBpMAkT3A0YvuRLExHm0JkL
+        RbbAueJPQ5xjX/fa75A8ViQXQ/bEW8OFqpXEnAKef+XHF35hjq6Zs4RWR9RCQjsL3BpGWKeI7Uwc
+        MSZoccLQiksGEy/ImDCja1MGjNFw7CgkGfFsqHSGNxSRLhhPAuyIYhkKTBBsXuiM83NEiC7dqgOT
+        pchxNqCLwKzL944uu95I2KGlQKOz4CmxDV0A00fGceaFdJPiPhrHOTh20fnIgY/P8KrC68bEhgLc
+        mEkez4OAp1Drq423+NE3ZRcUvkA/9UmrCyb8ZUYJL76d6TIhBvb/HNomornd8ZMyel2BLdU4ukea
+        xa3MlBwHkS7YgjWTseyvTPx/+QRhlUz8vzxSmgaMzsLND4/PzOhooh3YmwKC0QQ3zV4wIHzVOQsm
+        l7BI63s3DDIlznYAkyASZeDlXEa7vnoaKFNaQh6ETSaThzuzpBNvkabsRma+YqR5yuZWw/vNjnUq
+        mWFhwUIS7Ns8yEtGk2RzsoW0pIxjUhBzwi22Z0zpe1zIBImch5Htgl2HDFD0mlf2lr6/feU/FGIq
+        eQk1ltn38vTKabyjmx8eQ+c+yXec4YPAdOfMDZ8MZMPp4CIEUaLGhdvExO0n+escG9YNGAZi+uxN
+        YtRaDCWw1ky7ulqt+Xpk8WBC9supcIVSXc+ExfTSIL/ABUtxIiVBsVKNaqM47aIZ8Y4i72olhGDY
+        29eNSRw25GfditpfZBsHNODoUpIrG+6x6ygyMdzMPrvLCiaJqZXCJBQ5/AIY8JxxIFnDKZRmJrK5
+        EQmm2fVIY72nxvhqz9EE0+tu1NGH3DAn5uxCivc44skZ/oJRSft7E0f+7tchY18QLTh8+VqWfUcN
+        ZWfTStO7+6gDlhkcIsbLFe9dL4Ltq5evv5bnY3lePXCpr+3Ka5k8Il6Knd2v4qqWKO6Jj6m2xRiO
+        jyfAcfK0SPB7Tsx2Z/cR80BtkSTD0kaaKPA+eFMG15975EZMNEeLMCes8b3qpRpcrHzN3LOdsV1N
+        dcDpSMFl/gR+VTB+YVaoWXIyHHaZaaqSTcZxwiiBd4JhHl3r8nIC7/ohi1lDkj/wemHOUTP4HisM
+        lYjGX2c3KkrYfb6n6PIwJjDtzzOnskOMSHCRT9AuwYwl1e7tofRY0rpdrMd0gtF84qvsPE29wlku
+        1D/emZTxDDcU7BwjKkxLFKxmwk9oJahNut3Lu4SVRFzoTyo9MHAa0a8vuVnew5afIlrHONTMMCG2
+        J0iuD8K3/G7FJz8wmjAbD940FCEgthoLwzyawEme4qYX0xIw9gsE4irFL9AQsSSo+kfRXqmxmTMY
+        nwg6YxlvhtPLHBsT1jj/jElCwsiSezKlvKnBl066ZYQcTUjCdfrCSjlqCs6SrkXoIqahbAzBk7hx
+        o1nWnIhZJVCLIz/qArQYEqeIiWqKNEz/G2/4+6Tx9Ax/cMmy4JFkoCriNesQhPfiV3hbEiI/8g45
+        PPmzJC0L0ucgz7OPI14czckvMIfbQHcBRvIoFcuaVz8T4EzcF5VKarKeNy+pTXbjdDdVoCcwvXEh
+        ZVmRegyJYa1KJNE0uMSY5K/fXt6oFFDgO062nxdKjkWY0vktLhJwxmuqS9a0mMr2LE7MA1OkjK76
+        PqKlPgi+yq6cZX2EJutzjoUd56kWO3YTjMg6zKUxbRHaIk4Yi6zk6lL0IztOBWat3yQ/lLp0p+tl
+        J5LrBPWT6M20VWatS6IGuGLg5S2ybEYnan6edpb/zOYUofFkRQPWLwRmKn6NCzlJ1o7Y7LB5mX3A
+        WOtfkSMiYxgwDHSa2W5+kZSB5uL8wgnUDjgqqTIpWNdi2tcTftVc3TGhrBrM0x3G7Wkm/hO0juks
+        DXg/qU7kFcUnaFHlUrunBMscoejcVCzbfUDj83ACzk+sQPaZvYKUxduGviK/LF13TPetXzYqUQ69
+        B89nZ3jjbKTG0Yh7cS/f/p71Ia+oqP2T7KdaSrEzrk9LuY5rjSFol6sUew1DMCmRdWbNgLoEK1YN
+        4TRHKQaU+pz/59//MYi+G1GFQEd25mXAwOQulCWnWwaLC8e8U7ixdGvO8GFNyOz4UmQUXHrtuGj4
+        MyqlnKy9mPKFIlWIwa6FSRHWjexMabToRV5HlDUHpDp0y7/mYpwvEXuClN0oRFq2XVoTCqfaOFjb
+        HTVIE4KdU6ZRhM+2P04PFLMzHF0j5d1rtaw4NBsOvZ7gchTElXolTQPFuUQlJ4Wq0RvMXEVs3am1
+        tZKYy1bBsULY5GzsrTAogplWdG0Sd4u/fdWR5omTWDpG9w6MeyKI6J2YjAuGtVLpWPd59yuLJtnT
+        CvdTcUwNtBVqm/m1R0GTyhUx/Q0z1S9zESe7fWdmYa1YtZCwpJhjC5nIaOccZBHuKPr2ThIwxbWN
+        kBBvlYh3vMHYrSCusvQgs/ZNFe2buf9DwX9zhvejibm2SZHjRWnuHcvAD25EeKMytBT4+/apQMeF
+        QJfCj4KeqQZ/MIG0Jkll4T1KcGywbSVHRLQssQQsCtrsUpq1oqwq+OKEOw+Nrp0IZiJ0YRYtUEV3
+        km+rL2+Ra3CuCzjiaCec9Z2s7jUSPee8dNrQ0mKBicMCARSUFEBq4k5gzcxU3iwSWZLCjszf+dnm
+        WY0lrvhuUXk2uiwM3pps4M5F5EJEZTTHxL5IK7xda1Zp1JaMvdexO2DsQJZO3FCLuEYaO2NkJnCB
+        +3ese1n7S+NWl2L51JsoHOxiLN2d0wqm8rNoyaxdAxjRpDmiwNwl8GjatOanyjp5Vyrt11Lh2moN
+        cKDAQyLUAqVlABT62Pl716EGdywOVySPa2Szz1bVXTqUpnzJzvRrf+C0b8Brg3U1wUhZ+WqjqQr3
+        rYHFjr5uo+OmrAvTnO8n4m/P8HZYuEc1Yut2BfV+NLG26N5rN4CffXWIuP3jpbGgKG0wYOc480qv
+        +39rk9aul1zcdWkygWkSxUa+vMVMn1y3iLAShmJIiE1E7+jshN/FUDWjC5L3dwBJFbers2uTo+rK
+        2l1qa/7i5p4wG9/FtDWYOHazr/0PNnlFOcfgCUaMdo6clGJiyaxusxilna7SxO62XGFaq8nair/v
+        G9PXkRPTbtqa+tBQK0W/dNSUHlxo5ySddo1xOOhKdtscqOtOrNxqrVto03o0QZQFcL25U3YnEY7X
+        a+eOIzeU1KzCV8SA6sRV8lKsdYHVcKGL8Vt+YcLmFEZdZvn9aSqjN/G4S3Ge+FVbPWEmQc6wlbwR
+        B3WRlLNqWHat459ryauQTwXZ0utWh+4l4K5dXfVclk6451+dlkiaA4sGH7WH7DKYkkCYL9l4R2Le
+        QH4Phs/P8B9Sgf+RW4xVB395/Kc3agG85XVBm7EWWbRJhbxjrL6uWoo1x/Mj40a+Le9b+l8e5O1q
+        BL7pl9nUwZ93HXdP1FYu6ETSrX1HaRhea3IuHQY2pBRXkXjInAoll84r6jQvodcg1pRZ8bmGyTYZ
+        ylQW1hxJRXIJYD1K11w6D4fRzxruwG0NJsydxN3vM6kGrR2OoV7lcR645EvTmfN9s+zelAbTlpro
+        YibS1ograd8SeekXVZFuXFxtygnC+Vw64Cs9lDKtdr0bR627YEzlEZnIa4OyYQRoTHP9THOq5tuP
+        gCQgtJ2T9m3bYzOqFBUleFWiL0lMWADEjX9M0mDYt6Uj6o5kPKeRqkAqurkIGhVA5y2otzjlB2r3
+        1ksrm0LtDRz74hwi6QQdpVxfXtFyuidL1YreXWrp7mQMdCf9NszcZWUCCcdscUTq78+qYq+/kwTx
+        naPJm5Rrr/b9Lh2/YV7mMacICKaYXiJyk7Jb+dgcjgtw9alaS8fwu6qdOvE+20UHgIfXk3Q89ppg
+        rJuAFlkH7ISwZMn19TzIOdcTDgJmzq0N+XunBoz3dLeOTrhnvFXX9+ruTLywFkZJagfyi+hB6XPz
+        Ly+KBYx1LXz19s8vv66pfJEu+KfF+FsTSEj9q7d/evk1K0tnB9CGJNtp33UwDJ1QCI7zz35OPLGL
+        Pc5jmZdUy+3A3+zcqTZG1ZLRTK6V4qH2oQ5BsrZYSncv5TW713avNG92A6aOKE/RiRXv9Se498v9
+        BZ1Ylxw4UTKeHaSjae2bCiUliapDYm+W6xIz0rbouH+cyd4KL2wfuQ+sUrsnsC5qb1Hnu8xrLlg3
+        +UKT71noHIuz9bSJMEBahQdKx0T7o5DpjmvSg2A19rYcD5FRoobq1n4+gWlbXvizKpUzlPcYepVt
+        qndyNNU4qxN4OHLv3M3DNcy38zvbrDG5BK/WfoWM8HT2FVo+XVO7qzyeleFxkdqntXe8jnQPB1R2
+        3ZrPR7Jl4KeHcTjJHXm4Nmam4y63rsoZvlu2WRdPqUu13rKzVxEWSUbJpa8rOQ11clAm+IckU+O0
+        jFBlzJpOtdElvzTXrt2K2m9e5XOzwJOH188e/sum3ErS07Gkfpd2gAWqMa0tmrAOlKjS0+6kynZG
+        hUsKmQALTmVwUD5K+E26YmZEMCPNmkB0Yd76zQ+Pt/buLtSm+p/jUQwZYsWQymizDB1qMbGNlatX
+        t+lu5wJe55kVNSOwRR4F6jDURkp8gutnbszw6yQMToJHJ5swWrxz4SzMth4+CUfQ7zszp7L1eZr0
+        2NM+Ax6zYh1cdzzbYSJZc2KZ4JapSyUy0YY7sXiAF7yfx9HEpXZr1as6ZWUh+vkxtNMx953+pyHt
+        va0fyt2qPDlvTpEm9H4Tj+VQngSSgYB3gNEc8/AZvpeKUT/oepOXX6xXC05p1wiQcmc3ez19PuSW
+        GoULCfXhZ5XdqmSrCKqtl7VpbMn79bTEcda+7XjXkZG6rlL0l5TQ2vbXqeIdei/heoZXYxON3erQ
+        dn/ecSDfKmZ5nMRW3ZCzHa8q0/+Npre56bHKOB1R9gXTVbV5/7TINnBbzvtDoFxGJMMnUcPs/e6C
+        CYF0PinHT/9arvy2Hjj11E+RmnTv0atORiwfmdYo8OHSlGm6kqu/PQD4qxxsnQ9nVa8YwFP+mOkW
+        5XXPnz3R9a62A7Xb1UffPH9ULmceMGxXHj978vT0hSU/tsjDgrQ7HXtljR2w3Z7djtKauXW0u/Bg
+        9+Gfb+hLa+vHu9D/f5bfLlgeK2L7cYrYOnv86O22iD9Lxffl21ZDy4avStX2MTuM7IwWOzN7PQd8
+        pZXdx86FHqMILL6lmz4+tY+fP3vUPf/m8dWD3x78NwAAAP//AwAfj+9mGy0AAA==
+    headers:
+      CF-RAY:
+      - 99a009e659845642-EWR
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 05 Nov 2025 23:13:18 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - __cf_bm=.rEqb26S2HsQ1o0Ja7e_a0FNSP6mXo5NcckqrjzXhfM-1762384398-1.0.1.1-S88CeJ3IiOILT3Z9ld.7miZJEPOqGZkjAcRdt0Eu4iURqGJH8ZVYHAwikAjb8v2MT0drLKNlaneksrq1QCLU4G_CpqKTCkfeU2nh1ozS7uY;
+        path=/; expires=Wed, 05-Nov-25 23:43:18 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=dSZh5_iAI7iopvBuWuh0oj7Zgv954H3Cju_z8Rt.r1k-1762384398265-0.0.1.1-604800000;
+        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - user-REDACTED
+      openai-processing-ms:
+      - '23278'
+      openai-project:
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
+      openai-version:
+      - '2020-10-01'
+      x-envoy-upstream-service-time:
+      - '23447'
+      x-openai-proxy-wasm:
+      - v0.1
+      x-ratelimit-limit-requests:
+      - '500'
+      x-ratelimit-limit-tokens:
+      - '200000'
+      x-ratelimit-remaining-requests:
+      - '499'
+      x-ratelimit-remaining-tokens:
+      - '198820'
+      x-ratelimit-reset-requests:
+      - 120ms
+      x-ratelimit-reset-tokens:
+      - 354ms
+      x-request-id:
+      - req_fb0d5f8e98354927a30075e26853a018
+    status:
+      code: 200
+      message: OK
 version: 1

lib/crewai/tests/cassettes/test_output_json_dict_sequential.yaml

@@ -1,293 +1,127 @@
 interactions:
 - request:
-    body: !!binary |
+    body: '{"messages":[{"role":"system","content":"You are Scorer. You''re an expert
-      CtUYCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSrBgKEgoQY3Jld2FpLnRl
+      scorer, specialized in scoring titles.\nYour personal goal is: Score the title\nTo
-      bGVtZXRyeRKbAQoQTGJgn0jZwk8xZOPTRSq/ERII9BoPGRqqFQMqClRvb2wgVXNhZ2UwATmYHiCs
+      give my best complete final answer to the task respond using the exact following
-      a0z4F0F4viKsa0z4F0oaCg5jcmV3YWlfdmVyc2lvbhIICgYwLjYxLjBKJwoJdG9vbF9uYW1lEhoK
+      format:\n\nThought: I now can give a great answer\nFinal Answer: Your final
-      GEFzayBxdWVzdGlvbiB0byBjb3dvcmtlckoOCghhdHRlbXB0cxICGAF6AhgBhQEAAQAAEpACChDx
+      answer must be the great and the most complete as possible, it must be outcome
-      Om9x4LijPHlQEGGjLUV5EggvAjBGPeqUVCoOVGFzayBFeGVjdXRpb24wATmoxSblakz4F0Goy3Ul
+      described.\n\nI MUST use these formats, my job depends on it!"},{"role":"user","content":"\nCurrent
-      bEz4F0ouCghjcmV3X2tleRIiCiA1ZTZlZmZlNjgwYTVkOTdkYzM4NzNiMTQ4MjVjY2ZhM0oxCgdj
+      Task: Give me an integer score between 1-5 for the following title: ''The impact
-      cmV3X2lkEiYKJDdkOTg1YjEwLWYyZWMtNDUyNC04OGRiLTFiNGM5ODA1YmRmM0ouCgh0YXNrX2tl
+      of AI in the future of work''\n\nThis is the expected criteria for your final
-      eRIiCiAyN2VmMzhjYzk5ZGE0YThkZWQ3MGVkNDA2ZTQ0YWI4NkoxCgd0YXNrX2lkEiYKJGI2YTZk
+      answer: The score of the title.\nyou MUST return the actual complete content
-      OGI1LWIxZGQtNDFhNy05MmU5LWNjMjE3MDA4MmYxN3oCGAGFAQABAAASlgcKEM/q8s55CGLCbZGZ
+      as the final answer, not a summary.\nEnsure your final answer strictly adheres
-      evGMEAgSCEUAwtRck4dQKgxDcmV3IENyZWF0ZWQwATmQ1lMnbEz4F0HIl1UnbEz4F0oaCg5jcmV3
+      to the following OpenAPI schema: {\n  \"properties\": {\n    \"score\": {\n      \"title\":
-      YWlfdmVyc2lvbhIICgYwLjYxLjBKGgoOcHl0aG9uX3ZlcnNpb24SCAoGMy4xMS43Si4KCGNyZXdf
+      \"Score\",\n      \"type\": \"integer\"\n    }\n  },\n  \"required\": [\n    \"score\"\n  ],\n  \"title\":
-      a2V5EiIKIDVlNmVmZmU2ODBhNWQ5N2RjMzg3M2IxNDgyNWNjZmEzSjEKB2NyZXdfaWQSJgokNGQx
+      \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\": false\n}\n\nDo
-      YjU4N2ItMWYyOS00ODQ0LWE0OTUtNDJhN2EyYTU1YmVjShwKDGNyZXdfcHJvY2VzcxIMCgpzZXF1
+      not include the OpenAPI schema in the final output. Ensure the final output
-      ZW50aWFsShEKC2NyZXdfbWVtb3J5EgIQAEoaChRjcmV3X251bWJlcl9vZl90YXNrcxICGAFKGwoV
+      does not include any code block markers like ```json or ```python.\n\nBegin!
-      Y3Jld19udW1iZXJfb2ZfYWdlbnRzEgIYAUrIAgoLY3Jld19hZ2VudHMSuAIKtQJbeyJrZXkiOiAi
+      This is VERY important to you, use the tools available and give your best Final
-      OTJlN2ViMTkxNjY0YzkzNTc4NWVkN2Q0MjQwYTI5NGQiLCAiaWQiOiAiYjA1MzkwMzMtMjRkZC00
+      Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
-      ZDhlLTljYzUtZGVhMmZhOGVkZTY4IiwgInJvbGUiOiAiU2NvcmVyIiwgInZlcmJvc2U/IjogZmFs
-      c2UsICJtYXhfaXRlciI6IDE1LCAibWF4X3JwbSI6IG51bGwsICJmdW5jdGlvbl9jYWxsaW5nX2xs
-      bSI6ICIiLCAibGxtIjogImdwdC00byIsICJkZWxlZ2F0aW9uX2VuYWJsZWQ/IjogZmFsc2UsICJh
-      bGxvd19jb2RlX2V4ZWN1dGlvbj8iOiBmYWxzZSwgIm1heF9yZXRyeV9saW1pdCI6IDIsICJ0b29s
-      c19uYW1lcyI6IFtdfV1K+wEKCmNyZXdfdGFza3MS7AEK6QFbeyJrZXkiOiAiMjdlZjM4Y2M5OWRh
-      NGE4ZGVkNzBlZDQwNmU0NGFiODYiLCAiaWQiOiAiOGEwOThjYmMtNWNlMy00MzFlLThjM2EtNWMy
-      MWIyODFmZjY5IiwgImFzeW5jX2V4ZWN1dGlvbj8iOiBmYWxzZSwgImh1bWFuX2lucHV0PyI6IGZh
-      bHNlLCAiYWdlbnRfcm9sZSI6ICJTY29yZXIiLCAiYWdlbnRfa2V5IjogIjkyZTdlYjE5MTY2NGM5
-      MzU3ODVlZDdkNDI0MGEyOTRkIiwgInRvb2xzX25hbWVzIjogW119XXoCGAGFAQABAAASjgIKEMkJ
-      cznGd0/eTsg6XFnIPKASCMFMEHNfIPJUKgxUYXNrIENyZWF0ZWQwATlgimEnbEz4F0GA2GEnbEz4
-      F0ouCghjcmV3X2tleRIiCiA1ZTZlZmZlNjgwYTVkOTdkYzM4NzNiMTQ4MjVjY2ZhM0oxCgdjcmV3
-      X2lkEiYKJDRkMWI1ODdiLTFmMjktNDg0NC1hNDk1LTQyYTdhMmE1NWJlY0ouCgh0YXNrX2tleRIi
-      CiAyN2VmMzhjYzk5ZGE0YThkZWQ3MGVkNDA2ZTQ0YWI4NkoxCgd0YXNrX2lkEiYKJDhhMDk4Y2Jj
-      LTVjZTMtNDMxZS04YzNhLTVjMjFiMjgxZmY2OXoCGAGFAQABAAASkAIKEOIa+bhB8mGS1b74h7MV
-      3tsSCC3cx9TG/vK2Kg5UYXNrIEV4ZWN1dGlvbjABOZD/YSdsTPgXQZgOAXtsTPgXSi4KCGNyZXdf
-      a2V5EiIKIDVlNmVmZmU2ODBhNWQ5N2RjMzg3M2IxNDgyNWNjZmEzSjEKB2NyZXdfaWQSJgokNGQx
-      YjU4N2ItMWYyOS00ODQ0LWE0OTUtNDJhN2EyYTU1YmVjSi4KCHRhc2tfa2V5EiIKIDI3ZWYzOGNj
-      OTlkYTRhOGRlZDcwZWQ0MDZlNDRhYjg2SjEKB3Rhc2tfaWQSJgokOGEwOThjYmMtNWNlMy00MzFl
-      LThjM2EtNWMyMWIyODFmZjY5egIYAYUBAAEAABKWBwoQR7eeuiGe51vFGT6sALyewhIIn/c9+Bos
-      sw4qDENyZXcgQ3JlYXRlZDABORD/pntsTPgXQeDuqntsTPgXShoKDmNyZXdhaV92ZXJzaW9uEggK
-      BjAuNjEuMEoaCg5weXRob25fdmVyc2lvbhIICgYzLjExLjdKLgoIY3Jld19rZXkSIgogNWU2ZWZm
-      ZTY4MGE1ZDk3ZGMzODczYjE0ODI1Y2NmYTNKMQoHY3Jld19pZBImCiQ5MGEwOTY1Ny0xNDY3LTQz
-      MmMtYjQwZS02M2QzYTRhNzNlZmJKHAoMY3Jld19wcm9jZXNzEgwKCnNlcXVlbnRpYWxKEQoLY3Jl
-      d19tZW1vcnkSAhAAShoKFGNyZXdfbnVtYmVyX29mX3Rhc2tzEgIYAUobChVjcmV3X251bWJlcl9v
-      Zl9hZ2VudHMSAhgBSsgCCgtjcmV3X2FnZW50cxK4Agq1Alt7ImtleSI6ICI5MmU3ZWIxOTE2NjRj
-      OTM1Nzg1ZWQ3ZDQyNDBhMjk0ZCIsICJpZCI6ICJmYWFhMjdiZC1hOWMxLTRlMDktODM2Ny1jYjFi
-      MGI5YmFiNTciLCAicm9sZSI6ICJTY29yZXIiLCAidmVyYm9zZT8iOiBmYWxzZSwgIm1heF9pdGVy
-      IjogMTUsICJtYXhfcnBtIjogbnVsbCwgImZ1bmN0aW9uX2NhbGxpbmdfbGxtIjogIiIsICJsbG0i
-      OiAiZ3B0LTRvIiwgImRlbGVnYXRpb25fZW5hYmxlZD8iOiBmYWxzZSwgImFsbG93X2NvZGVfZXhl
-      Y3V0aW9uPyI6IGZhbHNlLCAibWF4X3JldHJ5X2xpbWl0IjogMiwgInRvb2xzX25hbWVzIjogW119
-      XUr7AQoKY3Jld190YXNrcxLsAQrpAVt7ImtleSI6ICIyN2VmMzhjYzk5ZGE0YThkZWQ3MGVkNDA2
-      ZTQ0YWI4NiIsICJpZCI6ICJkOTdlMDUyOS02NTY0LTQ4YmUtYjllZC0xOGJjNjdhMmE2OTIiLCAi
-      YXN5bmNfZXhlY3V0aW9uPyI6IGZhbHNlLCAiaHVtYW5faW5wdXQ/IjogZmFsc2UsICJhZ2VudF9y
-      b2xlIjogIlNjb3JlciIsICJhZ2VudF9rZXkiOiAiOTJlN2ViMTkxNjY0YzkzNTc4NWVkN2Q0MjQw
-      YTI5NGQiLCAidG9vbHNfbmFtZXMiOiBbXX1degIYAYUBAAEAABKOAgoQ9JDe0CwaHzWJEVKFYjBJ
-      VhIIML5EydDNmjcqDFRhc2sgQ3JlYXRlZDABOTjlxXtsTPgXQXCsxntsTPgXSi4KCGNyZXdfa2V5
-      EiIKIDVlNmVmZmU2ODBhNWQ5N2RjMzg3M2IxNDgyNWNjZmEzSjEKB2NyZXdfaWQSJgokOTBhMDk2
-      NTctMTQ2Ny00MzJjLWI0MGUtNjNkM2E0YTczZWZiSi4KCHRhc2tfa2V5EiIKIDI3ZWYzOGNjOTlk
-      YTRhOGRlZDcwZWQ0MDZlNDRhYjg2SjEKB3Rhc2tfaWQSJgokZDk3ZTA1MjktNjU2NC00OGJlLWI5
-      ZWQtMThiYzY3YTJhNjkyegIYAYUBAAEAAA==
     headers:
-      Accept:
+      accept:
-      - '*/*'
+      - application/json
-      Accept-Encoding:
+      accept-encoding:
-      - gzip, deflate
+      - gzip, deflate, zstd
-      Connection:
+      connection:
       - keep-alive
-      Content-Length:
+      content-length:
-      - '3160'
+      - '1394'
-      Content-Type:
+      content-type:
-      - application/x-protobuf
+      - application/json
-      User-Agent:
+      host:
-      - OTel-OTLP-Exporter-Python/1.27.0
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.109.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.109.1
+      x-stainless-read-timeout:
+      - '600'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
     method: POST
-    uri: https://telemetry.crewai.com:4319/v1/traces
+    uri: https://api.openai.com/v1/chat/completions
   response:
     body:
-      string: "\n\0"
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFLBbpwwEL3zFSOflwgI2W64VYkq9VBVVVtFUYmQYwZw19iOPWyarvbf
+        K8NmIWkq9YLEvHnj997MPgJgsmYFMNFxEr1V8dVtm3y3n3fXw6cH9XC7pcubm4368nX7xOk3WwWG
+        uf+Jgp5ZZ8L0ViFJoydYOOSEYWr6bp2db5L1OhuB3tSoAq21FOdnadxLLeMsyS7iJI/T/EjvjBTo
+        WQE/IgCA/fgNQnWNv1gByeq50qP3vEVWnJoAmDMqVBj3XnrimthqBoXRhHrU/q0zQ9tRAR9Bm0cQ
+        XEMrdwgc2mAAuPaP6Er9QWqu4P34V8C+1AAl88I4LFkBeakPywccNoPnwaUelFoAXGtDPKQ0Wrs7
+        IoeTGWVa68y9f0VljdTSd5VD7o0Owj0Zy0b0EAHcjaENL3Jg1pneUkVmi+Nz2WU+zWPzshZodgTJ
+        EFdz/Txdr96YV9VIXCq/iJ0JLjqsZ+q8Iz7U0iyAaOH6bzVvzZ6cS93+z/gZEAItYV1Zh7UULx3P
+        bQ7DLf+r7ZTyKJh5dDspsCKJLmyixoYPajow5p88YV81UrforJPTlTW2ykW2uUibzTpj0SH6AwAA
+        //8DAAY2e2R0AwAA
     headers:
-      Content-Length:
+      CF-RAY:
-      - '2'
+      - REDACTED-RAY
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
       Content-Type:
-      - application/x-protobuf
+      - application/json
       Date:
-      - Tue, 24 Sep 2024 21:48:07 GMT
+      - Wed, 05 Nov 2025 22:11:02 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - __cf_bm=REDACTED;
+        path=/; expires=Wed, 05-Nov-25 22:41:02 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=REDACTED;
+        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - user-hortuttj2f3qtmxyik2zxf4q
+      openai-processing-ms:
+      - '864'
+      openai-project:
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
+      openai-version:
+      - '2020-10-01'
+      x-envoy-upstream-service-time:
+      - '3087'
+      x-openai-proxy-wasm:
+      - v0.1
+      x-ratelimit-limit-requests:
+      - '500'
+      x-ratelimit-limit-tokens:
+      - '200000'
+      x-ratelimit-remaining-requests:
+      - '499'
+      x-ratelimit-remaining-tokens:
+      - '199687'
+      x-ratelimit-reset-requests:
+      - 120ms
+      x-ratelimit-reset-tokens:
+      - 93ms
+      x-request-id:
+      - req_REDACTED
     status:
       code: 200
       message: OK
-- request:
-    body: '{"messages": [{"role": "system", "content": "You are Scorer. You''re an
-      expert scorer, specialized in scoring titles.\nYour personal goal is: Score
-      the title\nTo give my best complete final answer to the task use the exact following
-      format:\n\nThought: I now can give a great answer\nFinal Answer: Your final
-      answer must be the great and the most complete as possible, it must be outcome
-      described.\n\nI MUST use these formats, my job depends on it!"}, {"role": "user",
-      "content": "\nCurrent Task: Give me an integer score between 1-5 for the following
-      title: ''The impact of AI in the future of work''\n\nThis is the expect criteria
-      for your final answer: The score of the title.\nyou MUST return the actual complete
-      content as the final answer, not a summary.\n\nBegin! This is VERY important
-      to you, use the tools available and give your best Final Answer, your job depends
-      on it!\n\nThought:"}], "model": "gpt-4o"}'
-    headers:
-      accept:
-      - application/json
-      accept-encoding:
-      - gzip, deflate
-      connection:
-      - keep-alive
-      content-length:
-      - '915'
-      content-type:
-      - application/json
-      cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.47.0
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.47.0
-      x-stainless-raw-response:
-      - 'true'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.11.7
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    content: "{\n  \"id\": \"chatcmpl-AB7g6ECkdgdJF0ALFHrI5SacpmMHJ\",\n  \"object\":
-      \"chat.completion\",\n  \"created\": 1727214486,\n  \"model\": \"gpt-4o-2024-05-13\",\n
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-      \"assistant\",\n        \"content\": \"I now can give a great answer\\nFinal
-      Answer: 4\",\n        \"refusal\": null\n      },\n      \"logprobs\": null,\n
-      \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
-      186,\n    \"completion_tokens\": 13,\n    \"total_tokens\": 199,\n    \"completion_tokens_details\":
-      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_52a7f40b0b\"\n}\n"
-    headers:
-      CF-Cache-Status:
-      - DYNAMIC
-      CF-RAY:
-      - 8c85fa08e9c01cf3-GRU
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Tue, 24 Sep 2024 21:48:07 GMT
-      Server:
-      - cloudflare
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - nosniff
-      access-control-expose-headers:
-      - X-Request-ID
-      openai-organization:
-      - crewai-iuxna1
-      openai-processing-ms:
-      - '1622'
-      openai-version:
-      - '2020-10-01'
-      strict-transport-security:
-      - max-age=31536000; includeSubDomains; preload
-      x-ratelimit-limit-requests:
-      - '10000'
-      x-ratelimit-limit-tokens:
-      - '30000000'
-      x-ratelimit-remaining-requests:
-      - '9999'
-      x-ratelimit-remaining-tokens:
-      - '29999781'
-      x-ratelimit-reset-requests:
-      - 6ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_35eb9905a91a608029995346fbf896f5
-    http_version: HTTP/1.1
-    status_code: 200
-- request:
-    body: '{"messages": [{"role": "user", "content": "4"}, {"role": "system", "content":
-      "I''m gonna convert this raw text into valid JSON.\n\nThe json should have the
-      following structure, with the following keys:\n{\n    score: int\n}"}], "model":
-      "gpt-4o", "tool_choice": {"type": "function", "function": {"name": "ScoreOutput"}},
-      "tools": [{"type": "function", "function": {"name": "ScoreOutput", "description":
-      "Correctly extracted `ScoreOutput` with all the required parameters with correct
-      types", "parameters": {"properties": {"score": {"title": "Score", "type": "integer"}},
-      "required": ["score"], "type": "object"}}}]}'
-    headers:
-      accept:
-      - application/json
-      accept-encoding:
-      - gzip, deflate
-      connection:
-      - keep-alive
-      content-length:
-      - '615'
-      content-type:
-      - application/json
-      cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.47.0
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.47.0
-      x-stainless-raw-response:
-      - 'true'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.11.7
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    content: "{\n  \"id\": \"chatcmpl-AB7g8zB4Od4RfK0sv4EeIWbU46WGJ\",\n  \"object\":
-      \"chat.completion\",\n  \"created\": 1727214488,\n  \"model\": \"gpt-4o-2024-05-13\",\n
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-      \"assistant\",\n        \"content\": null,\n        \"tool_calls\": [\n          {\n
-      \           \"id\": \"call_kt0n3uJwbBJvTbBYypMna9WS\",\n            \"type\":
-      \"function\",\n            \"function\": {\n              \"name\": \"ScoreOutput\",\n
-      \             \"arguments\": \"{\\\"score\\\":4}\"\n            }\n          }\n
-      \       ],\n        \"refusal\": null\n      },\n      \"logprobs\": null,\n
-      \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
-      100,\n    \"completion_tokens\": 5,\n    \"total_tokens\": 105,\n    \"completion_tokens_details\":
-      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_e375328146\"\n}\n"
-    headers:
-      CF-Cache-Status:
-      - DYNAMIC
-      CF-RAY:
-      - 8c85fa159d0d1cf3-GRU
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Tue, 24 Sep 2024 21:48:08 GMT
-      Server:
-      - cloudflare
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - nosniff
-      access-control-expose-headers:
-      - X-Request-ID
-      openai-organization:
-      - crewai-iuxna1
-      openai-processing-ms:
-      - '145'
-      openai-version:
-      - '2020-10-01'
-      strict-transport-security:
-      - max-age=31536000; includeSubDomains; preload
-      x-ratelimit-limit-requests:
-      - '10000'
-      x-ratelimit-limit-tokens:
-      - '30000000'
-      x-ratelimit-remaining-requests:
-      - '9999'
-      x-ratelimit-remaining-tokens:
-      - '29999947'
-      x-ratelimit-reset-requests:
-      - 6ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_eeca485911339e63d0876ba33e3d0dcc
-    http_version: HTTP/1.1
-    status_code: 200
 version: 1

lib/crewai/tests/cassettes/test_output_json_to_another_task.yaml

@@ -1,35 +1,37 @@
 interactions:
 - request:
-    body: '{"messages": [{"role": "system", "content": "You are Scorer. You''re an
+    body: '{"messages":[{"role":"system","content":"You are Scorer. You''re an expert
-      expert scorer, specialized in scoring titles.\nYour personal goal is: Score
+      scorer, specialized in scoring titles.\nYour personal goal is: Score the title\nTo
-      the title\nTo give my best complete final answer to the task use the exact following
+      give my best complete final answer to the task respond using the exact following
       format:\n\nThought: I now can give a great answer\nFinal Answer: Your final
       answer must be the great and the most complete as possible, it must be outcome
-      described.\n\nI MUST use these formats, my job depends on it!"}, {"role": "user",
+      described.\n\nI MUST use these formats, my job depends on it!"},{"role":"user","content":"\nCurrent
-      "content": "\nCurrent Task: Give me an integer score between 1-5 for the following
+      Task: Give me an integer score between 1-5 for the following title: ''The impact
-      title: ''The impact of AI in the future of work''\n\nThis is the expect criteria
+      of AI in the future of work''\n\nThis is the expected criteria for your final
-      for your final answer: The score of the title.\nyou MUST return the actual complete
+      answer: The score of the title.\nyou MUST return the actual complete content
-      content as the final answer, not a summary.\n\nBegin! This is VERY important
+      as the final answer, not a summary.\nEnsure your final answer strictly adheres
-      to you, use the tools available and give your best Final Answer, your job depends
+      to the following OpenAPI schema: {\n  \"properties\": {\n    \"score\": {\n      \"title\":
-      on it!\n\nThought:"}], "model": "gpt-4o"}'
+      \"Score\",\n      \"type\": \"integer\"\n    }\n  },\n  \"required\": [\n    \"score\"\n  ],\n  \"title\":
+      \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\": false\n}\n\nDo
+      not include the OpenAPI schema in the final output. Ensure the final output
+      does not include any code block markers like ```json or ```python.\n\nBegin!
+      This is VERY important to you, use the tools available and give your best Final
+      Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
     headers:
       accept:
       - application/json
       accept-encoding:
-      - gzip, deflate
+      - gzip, deflate, zstd
       connection:
       - keep-alive
       content-length:
-      - '915'
+      - '1394'
       content-type:
       - application/json
-      cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
       host:
       - api.openai.com
       user-agent:
-      - OpenAI/Python 1.47.0
+      - OpenAI/Python 1.109.1
       x-stainless-arch:
       - arm64
       x-stainless-async:
@@ -39,29 +41,32 @@ interactions:
       x-stainless-os:
       - MacOS
       x-stainless-package-version:
-      - 1.47.0
+      - 1.109.1
-      x-stainless-raw-response:
+      x-stainless-read-timeout:
-      - 'true'
+      - '600'
+      x-stainless-retry-count:
+      - '0'
       x-stainless-runtime:
       - CPython
       x-stainless-runtime-version:
-      - 3.11.7
+      - 3.12.9
     method: POST
     uri: https://api.openai.com/v1/chat/completions
   response:
-    content: "{\n  \"id\": \"chatcmpl-AB7gHpcYNCeB1VPV4HB3fcxap5Zs3\",\n  \"object\":
+    body:
-      \"chat.completion\",\n  \"created\": 1727214497,\n  \"model\": \"gpt-4o-2024-05-13\",\n
+      string: !!binary |
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+        H4sIAAAAAAAAAwAAAP//jFLBbtNAEL37K0Z7jqvEcdLgGyAKHJAAlQOQytqux/aQ9exqd91SRfn3
-      \"assistant\",\n        \"content\": \"Thought: I now can give a great answer\\nFinal
+        ap00dqFIXCx53rzZ997MPgEQVIkChGplUJ3V6dvvzfzTUn7+im/cN9rt+PILfbh6+PF+8+6axSwy
-      Answer: 5\",\n        \"refusal\": null\n      },\n      \"logprobs\": null,\n
+        zO0vVOGJdaFMZzUGMidYOZQB49TF5TpbbubrVT4AnalQR1pjQ5pfLNKOmNJsnq3SeZ4u8hO9NaTQ
-      \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
+        iwJ+JgAA++EbhXKFv0UB89lTpUPvZYOiODcBCGd0rAjpPfkgOYjZCCrDAXnQft2avmlDAR+BzT0o
-      186,\n    \"completion_tokens\": 15,\n    \"total_tokens\": 201,\n    \"completion_tokens_details\":
+        ydDQHYKEJhoAyf4e3ZaviKWG18NfAfstA2yFV8bhVhSQb/kwfcBh3XsZXXKv9QSQzCbImNJg7eaE
-      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_52a7f40b0b\"\n}\n"
+        HM5mtGmsM7f+D6qoicm3pUPpDUfhPhgrBvSQANwMofXPchDWmc6GMpgdDs9lr/LjPDEua4JmJzCY
+        IPVYXy7WsxfmlRUGSdpPYhdKqharkTruSPYVmQmQTFz/real2UfnxM3/jB8BpdAGrErrsCL13PHY
+        5jDe8r/azikPgoVHd0cKy0Do4iYqrGWvjwcm/IMP2JU1cYPOOjpeWW3LXGWb1aLerDORHJJHAAAA
+        //8DAKUvzEN0AwAA
     headers:
-      CF-Cache-Status:
-      - DYNAMIC
       CF-RAY:
-      - 8c85fa50e91d1cf3-GRU
+      - REDACTED-RAY
       Connection:
       - keep-alive
       Content-Encoding:
@@ -69,111 +74,17 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Tue, 24 Sep 2024 21:48:18 GMT
+      - Wed, 05 Nov 2025 22:10:54 GMT
       Server:
       - cloudflare
-      Transfer-Encoding:
+      Set-Cookie:
-      - chunked
+      - __cf_bm=REDACTED;
-      X-Content-Type-Options:
+        path=/; expires=Wed, 05-Nov-25 22:40:54 GMT; domain=.api.openai.com; HttpOnly;
-      - nosniff
+        Secure; SameSite=None
-      access-control-expose-headers:
+      - _cfuvid=REDACTED;
-      - X-Request-ID
+        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
-      openai-organization:
+      Strict-Transport-Security:
-      - crewai-iuxna1
-      openai-processing-ms:
-      - '208'
-      openai-version:
-      - '2020-10-01'
-      strict-transport-security:
       - max-age=31536000; includeSubDomains; preload
-      x-ratelimit-limit-requests:
-      - '10000'
-      x-ratelimit-limit-tokens:
-      - '30000000'
-      x-ratelimit-remaining-requests:
-      - '9999'
-      x-ratelimit-remaining-tokens:
-      - '29999781'
-      x-ratelimit-reset-requests:
-      - 6ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_cde8ce8b2f9d9fdf61c9fa57b3533b09
-    http_version: HTTP/1.1
-    status_code: 200
-- request:
-    body: '{"messages": [{"role": "user", "content": "5"}, {"role": "system", "content":
-      "I''m gonna convert this raw text into valid JSON.\n\nThe json should have the
-      following structure, with the following keys:\n{\n    score: int\n}"}], "model":
-      "gpt-4o", "tool_choice": {"type": "function", "function": {"name": "ScoreOutput"}},
-      "tools": [{"type": "function", "function": {"name": "ScoreOutput", "description":
-      "Correctly extracted `ScoreOutput` with all the required parameters with correct
-      types", "parameters": {"properties": {"score": {"title": "Score", "type": "integer"}},
-      "required": ["score"], "type": "object"}}}]}'
-    headers:
-      accept:
-      - application/json
-      accept-encoding:
-      - gzip, deflate
-      connection:
-      - keep-alive
-      content-length:
-      - '615'
-      content-type:
-      - application/json
-      cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.47.0
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.47.0
-      x-stainless-raw-response:
-      - 'true'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.11.7
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    content: "{\n  \"id\": \"chatcmpl-AB7gIZve3ZatwmBGEZC5vq0KyNoer\",\n  \"object\":
-      \"chat.completion\",\n  \"created\": 1727214498,\n  \"model\": \"gpt-4o-2024-05-13\",\n
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-      \"assistant\",\n        \"content\": null,\n        \"tool_calls\": [\n          {\n
-      \           \"id\": \"call_r9KqsHWbX5RJmpAjboufenUD\",\n            \"type\":
-      \"function\",\n            \"function\": {\n              \"name\": \"ScoreOutput\",\n
-      \             \"arguments\": \"{\\\"score\\\":5}\"\n            }\n          }\n
-      \       ],\n        \"refusal\": null\n      },\n      \"logprobs\": null,\n
-      \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
-      100,\n    \"completion_tokens\": 5,\n    \"total_tokens\": 105,\n    \"completion_tokens_details\":
-      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_e375328146\"\n}\n"
-    headers:
-      CF-Cache-Status:
-      - DYNAMIC
-      CF-RAY:
-      - 8c85fa54ce921cf3-GRU
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Tue, 24 Sep 2024 21:48:18 GMT
-      Server:
-      - cloudflare
       Transfer-Encoding:
       - chunked
       X-Content-Type-Options:
@@ -182,62 +93,75 @@ interactions:
       - X-Request-ID
       alt-svc:
       - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - user-hortuttj2f3qtmxyik2zxf4q
       openai-processing-ms:
-      - '201'
+      - '730'
+      openai-project:
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
       openai-version:
       - '2020-10-01'
-      strict-transport-security:
+      x-envoy-upstream-service-time:
-      - max-age=31536000; includeSubDomains; preload
+      - '754'
+      x-openai-proxy-wasm:
+      - v0.1
       x-ratelimit-limit-requests:
-      - '10000'
+      - '500'
       x-ratelimit-limit-tokens:
-      - '30000000'
+      - '200000'
       x-ratelimit-remaining-requests:
-      - '9999'
+      - '499'
       x-ratelimit-remaining-tokens:
-      - '29999947'
+      - '199687'
       x-ratelimit-reset-requests:
-      - 6ms
+      - 120ms
       x-ratelimit-reset-tokens:
-      - 0s
+      - 93ms
       x-request-id:
-      - req_26afd78702318c20698fb0f69e884cee
+      - req_REDACTED
-    http_version: HTTP/1.1
+    status:
-    status_code: 200
+      code: 200
+      message: OK
 - request:
-    body: '{"messages": [{"role": "system", "content": "You are Scorer. You''re an
+    body: '{"messages":[{"role":"system","content":"You are Scorer. You''re an expert
-      expert scorer, specialized in scoring titles.\nYour personal goal is: Score
+      scorer, specialized in scoring titles.\nYour personal goal is: Score the title\nTo
-      the title\nTo give my best complete final answer to the task use the exact following
+      give my best complete final answer to the task respond using the exact following
       format:\n\nThought: I now can give a great answer\nFinal Answer: Your final
       answer must be the great and the most complete as possible, it must be outcome
-      described.\n\nI MUST use these formats, my job depends on it!"}, {"role": "user",
+      described.\n\nI MUST use these formats, my job depends on it!"},{"role":"user","content":"\nCurrent
-      "content": "\nCurrent Task: Given the score the title ''The impact of AI in
+      Task: Given the score the title ''The impact of AI in the future of work'' got,
-      the future of work'' got, give me an integer score between 1-5 for the following
+      give me an integer score between 1-5 for the following title: ''Return of the
-      title: ''Return of the Jedi''\n\nThis is the expect criteria for your final
+      Jedi''\n\nThis is the expected criteria for your final answer: The score of
-      answer: The score of the title.\nyou MUST return the actual complete content
+      the title.\nyou MUST return the actual complete content as the final answer,
-      as the final answer, not a summary.\n\nThis is the context you''re working with:\n5\n\nBegin!
+      not a summary.\nEnsure your final answer strictly adheres to the following OpenAPI
-      This is VERY important to you, use the tools available and give your best Final
+      schema: {\n  \"properties\": {\n    \"score\": {\n      \"title\": \"Score\",\n      \"type\":
-      Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o"}'
+      \"integer\"\n    }\n  },\n  \"required\": [\n    \"score\"\n  ],\n  \"title\":
+      \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\": false\n}\n\nDo
+      not include the OpenAPI schema in the final output. Ensure the final output
+      does not include any code block markers like ```json or ```python.\n\nThis is
+      the context you''re working with:\n{\n  \"score\": 4\n}\n\nBegin! This is VERY
+      important to you, use the tools available and give your best Final Answer, your
+      job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
     headers:
       accept:
       - application/json
       accept-encoding:
-      - gzip, deflate
+      - gzip, deflate, zstd
       connection:
       - keep-alive
       content-length:
-      - '1014'
+      - '1512'
       content-type:
       - application/json
       cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
+      - __cf_bm=REDACTED;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
+        _cfuvid=REDACTED
       host:
       - api.openai.com
       user-agent:
-      - OpenAI/Python 1.47.0
+      - OpenAI/Python 1.109.1
       x-stainless-arch:
       - arm64
       x-stainless-async:
@@ -247,29 +171,32 @@ interactions:
       x-stainless-os:
       - MacOS
       x-stainless-package-version:
-      - 1.47.0
+      - 1.109.1
-      x-stainless-raw-response:
+      x-stainless-read-timeout:
-      - 'true'
+      - '600'
+      x-stainless-retry-count:
+      - '0'
       x-stainless-runtime:
       - CPython
       x-stainless-runtime-version:
-      - 3.11.7
+      - 3.12.9
     method: POST
     uri: https://api.openai.com/v1/chat/completions
   response:
-    content: "{\n  \"id\": \"chatcmpl-AB7gJtNzcSrxFvm0ZW3YWTS29zXY4\",\n  \"object\":
+    body:
-      \"chat.completion\",\n  \"created\": 1727214499,\n  \"model\": \"gpt-4o-2024-05-13\",\n
+      string: !!binary |
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+        H4sIAAAAAAAAAwAAAP//jFLBjtMwEL3nK0Y+N6skTUuVG1tA4lBOe6Aiq8h1JonBGRvb2YKq/jty
-      \"assistant\",\n        \"content\": \"Thought: I now can give a great answer\\nFinal
+        2m2ysEh7sWS/eeP33swpAmCyZgUw0XEveqPi7b5Ndh/3Jt3hYTtkuN3d/9wev/ov+4fDB7YIDH34
-      Answer: 4\",\n        \"refusal\": null\n      },\n      \"logprobs\": null,\n
+        jsI/s+6E7o1CLzVdYGGRewxd03frbLlJ1qt8BHpdowq01vg4v0vjXpKMsyRbxUkep/mV3mkp0LEC
-      \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
+        vkUAAKfxDEKpxl+sgGTx/NKjc7xFVtyKAJjVKrww7px0npNniwkUmjzSqP2h00Pb+QI+A+kjCE7Q
-      209,\n    \"completion_tokens\": 15,\n    \"total_tokens\": 224,\n    \"completion_tokens_details\":
+        yicEDm0wAJzcEW1JnyRxBe/HWwGnkgBK5oS2WLICliWd5x9YbAbHg0salJoBnEh7HlIarT1ekfPN
-      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_e375328146\"\n}\n"
+        jNKtsfrg/qKyRpJ0XWWRO01BuPPasBE9RwCPY2jDixyYsbo3vvL6B47fLbP80o9Nw5rQLLuCXnuu
+        Zqx8vXilX1Wj51K5WexMcNFhPVGnGfGhlnoGRDPX/6p5rffFuaT2Le0nQAg0HuvKWKyleOl4KrMY
+        dvl/ZbeUR8HMoX2SAisv0YZJ1NjwQV0WjLnfzmNfNZJatMbKy5Y1pspFtlmlzWadsegc/QEAAP//
+        AwA95GMtdAMAAA==
     headers:
-      CF-Cache-Status:
-      - DYNAMIC
       CF-RAY:
-      - 8c85fa5a0e381cf3-GRU
+      - REDACTED-RAY
       Connection:
       - keep-alive
       Content-Encoding:
@@ -277,139 +204,48 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Tue, 24 Sep 2024 21:48:19 GMT
+      - Wed, 05 Nov 2025 22:10:55 GMT
       Server:
       - cloudflare
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
       Transfer-Encoding:
       - chunked
       X-Content-Type-Options:
       - nosniff
       access-control-expose-headers:
       - X-Request-ID
-      openai-organization:
+      alt-svc:
-      - crewai-iuxna1
+      - h3=":443"; ma=86400
-      openai-processing-ms:
+      cf-cache-status:
-      - '369'
-      openai-version:
-      - '2020-10-01'
-      strict-transport-security:
-      - max-age=31536000; includeSubDomains; preload
-      x-ratelimit-limit-requests:
-      - '10000'
-      x-ratelimit-limit-tokens:
-      - '30000000'
-      x-ratelimit-remaining-requests:
-      - '9999'
-      x-ratelimit-remaining-tokens:
-      - '29999758'
-      x-ratelimit-reset-requests:
-      - 6ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_6bf91248e69797b82612f729998244a4
-    http_version: HTTP/1.1
-    status_code: 200
-- request:
-    body: '{"messages": [{"role": "user", "content": "4"}, {"role": "system", "content":
-      "I''m gonna convert this raw text into valid JSON.\n\nThe json should have the
-      following structure, with the following keys:\n{\n    score: int\n}"}], "model":
-      "gpt-4o", "tool_choice": {"type": "function", "function": {"name": "ScoreOutput"}},
-      "tools": [{"type": "function", "function": {"name": "ScoreOutput", "description":
-      "Correctly extracted `ScoreOutput` with all the required parameters with correct
-      types", "parameters": {"properties": {"score": {"title": "Score", "type": "integer"}},
-      "required": ["score"], "type": "object"}}}]}'
-    headers:
-      accept:
-      - application/json
-      accept-encoding:
-      - gzip, deflate
-      connection:
-      - keep-alive
-      content-length:
-      - '615'
-      content-type:
-      - application/json
-      cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.47.0
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.47.0
-      x-stainless-raw-response:
-      - 'true'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.11.7
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    content: "{\n  \"id\": \"chatcmpl-AB7gKvnUU5ovpyWJidIVbzE9iftLT\",\n  \"object\":
-      \"chat.completion\",\n  \"created\": 1727214500,\n  \"model\": \"gpt-4o-2024-05-13\",\n
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-      \"assistant\",\n        \"content\": null,\n        \"tool_calls\": [\n          {\n
-      \           \"id\": \"call_TPSNuX6inpyw6Mt5l7oKo52Z\",\n            \"type\":
-      \"function\",\n            \"function\": {\n              \"name\": \"ScoreOutput\",\n
-      \             \"arguments\": \"{\\\"score\\\":4}\"\n            }\n          }\n
-      \       ],\n        \"refusal\": null\n      },\n      \"logprobs\": null,\n
-      \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
-      100,\n    \"completion_tokens\": 5,\n    \"total_tokens\": 105,\n    \"completion_tokens_details\":
-      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_e375328146\"\n}\n"
-    headers:
-      CF-Cache-Status:
       - DYNAMIC
-      CF-RAY:
-      - 8c85fa5ebd181cf3-GRU
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Tue, 24 Sep 2024 21:48:20 GMT
-      Server:
-      - cloudflare
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - nosniff
-      access-control-expose-headers:
-      - X-Request-ID
       openai-organization:
-      - crewai-iuxna1
+      - user-hortuttj2f3qtmxyik2zxf4q
       openai-processing-ms:
-      - '168'
+      - '983'
+      openai-project:
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
       openai-version:
       - '2020-10-01'
-      strict-transport-security:
+      x-envoy-upstream-service-time:
-      - max-age=31536000; includeSubDomains; preload
+      - '1002'
+      x-openai-proxy-wasm:
+      - v0.1
       x-ratelimit-limit-requests:
-      - '10000'
+      - '500'
       x-ratelimit-limit-tokens:
-      - '30000000'
+      - '200000'
       x-ratelimit-remaining-requests:
-      - '9999'
+      - '499'
       x-ratelimit-remaining-tokens:
-      - '29999947'
+      - '199659'
       x-ratelimit-reset-requests:
-      - 6ms
+      - 120ms
       x-ratelimit-reset-tokens:
-      - 0s
+      - 102ms
       x-request-id:
-      - req_e569eccb13b64502d7058424df211cf1
+      - req_REDACTED
-    http_version: HTTP/1.1
+    status:
-    status_code: 200
+      code: 200
+      message: OK
 version: 1

lib/crewai/tests/cassettes/test_output_pydantic_hierarchical.yaml

@@ -1,105 +1,4 @@
 interactions:
-- request:
-    body: '{"trace_id": "e97144c4-2bdc-48ac-bbe5-59e4d9814c49", "execution_type":
-      "crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
-      "crew_name": "crew", "flow_name": null, "crewai_version": "1.2.1", "privacy_level":
-      "standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
-      0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-10-31T07:44:22.182046+00:00"},
-      "ephemeral_trace_id": "e97144c4-2bdc-48ac-bbe5-59e4d9814c49"}'
-    headers:
-      Accept:
-      - '*/*'
-      Accept-Encoding:
-      - gzip, deflate, zstd
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '488'
-      Content-Type:
-      - application/json
-      User-Agent:
-      - CrewAI-CLI/1.2.1
-      X-Crewai-Organization-Id:
-      - 73c2b193-f579-422c-84c7-76a39a1da77f
-      X-Crewai-Version:
-      - 1.2.1
-    method: POST
-    uri: https://app.crewai.com/crewai_plus/api/v1/tracing/ephemeral/batches
-  response:
-    body:
-      string: '{"id":"dfc603d5-afb3-49bb-808c-dfae122dde9d","ephemeral_trace_id":"e97144c4-2bdc-48ac-bbe5-59e4d9814c49","execution_type":"crew","crew_name":"crew","flow_name":null,"status":"running","duration_ms":null,"crewai_version":"1.2.1","total_events":0,"execution_context":{"crew_fingerprint":null,"crew_name":"crew","flow_name":null,"crewai_version":"1.2.1","privacy_level":"standard"},"created_at":"2025-10-31T07:44:22.756Z","updated_at":"2025-10-31T07:44:22.756Z","access_code":"TRACE-0d13ac15e6","user_identifier":null}'
-    headers:
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '515'
-      Content-Type:
-      - application/json; charset=utf-8
-      Date:
-      - Fri, 31 Oct 2025 07:44:22 GMT
-      cache-control:
-      - no-store
-      content-security-policy:
-      - 'default-src ''self'' *.app.crewai.com app.crewai.com; script-src ''self''
-        ''unsafe-inline'' *.app.crewai.com app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts
-        https://www.gstatic.com https://run.pstmn.io https://apis.google.com https://apis.google.com/js/api.js
-        https://accounts.google.com https://accounts.google.com/gsi/client https://cdnjs.cloudflare.com/ajax/libs/normalize/8.0.1/normalize.min.css.map
-        https://*.google.com https://docs.google.com https://slides.google.com https://js.hs-scripts.com
-        https://js.sentry-cdn.com https://browser.sentry-cdn.com https://www.googletagmanager.com
-        https://js-na1.hs-scripts.com https://js.hubspot.com http://js-na1.hs-scripts.com
-        https://bat.bing.com https://cdn.amplitude.com https://cdn.segment.com https://d1d3n03t5zntha.cloudfront.net/
-        https://descriptusercontent.com https://edge.fullstory.com https://googleads.g.doubleclick.net
-        https://js.hs-analytics.net https://js.hs-banner.com https://js.hsadspixel.net
-        https://js.hscollectedforms.net https://js.usemessages.com https://snap.licdn.com
-        https://static.cloudflareinsights.com https://static.reo.dev https://www.google-analytics.com
-        https://share.descript.com/; style-src ''self'' ''unsafe-inline'' *.app.crewai.com
-        app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self'' data:
-        *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
-        https://cdn.jsdelivr.net https://forms.hsforms.com https://track.hubspot.com
-        https://px.ads.linkedin.com https://px4.ads.linkedin.com https://www.google.com
-        https://www.google.com.br; font-src ''self'' data: *.app.crewai.com app.crewai.com;
-        connect-src ''self'' *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com
-        https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
-        https://run.pstmn.io https://connect.tools.crewai.com/ https://*.sentry.io
-        https://www.google-analytics.com https://edge.fullstory.com https://rs.fullstory.com
-        https://api.hubspot.com https://forms.hscollectedforms.net https://api.hubapi.com
-        https://px.ads.linkedin.com https://px4.ads.linkedin.com https://google.com/pagead/form-data/16713662509
-        https://google.com/ccm/form-data/16713662509 https://www.google.com/ccm/collect
-        https://worker-actionkit.tools.crewai.com https://api.reo.dev; frame-src ''self''
-        *.app.crewai.com app.crewai.com https://connect.useparagon.com/ https://zeus.tools.crewai.com
-        https://zeus.useparagon.com/* https://connect.tools.crewai.com/ https://docs.google.com
-        https://drive.google.com https://slides.google.com https://accounts.google.com
-        https://*.google.com https://app.hubspot.com/ https://td.doubleclick.net https://www.googletagmanager.com/
-        https://www.youtube.com https://share.descript.com'
-      etag:
-      - W/"c886631dcc4aae274f1bdcfb3b17fb01"
-      expires:
-      - '0'
-      permissions-policy:
-      - camera=(), microphone=(self), geolocation=()
-      pragma:
-      - no-cache
-      referrer-policy:
-      - strict-origin-when-cross-origin
-      strict-transport-security:
-      - max-age=63072000; includeSubDomains
-      vary:
-      - Accept
-      x-content-type-options:
-      - nosniff
-      x-frame-options:
-      - SAMEORIGIN
-      x-permitted-cross-domain-policies:
-      - none
-      x-request-id:
-      - 9b9d1dac-6f4b-455b-8be9-fa8bb0c85a4f
-      x-runtime:
-      - '0.073038'
-      x-xss-protection:
-      - 1; mode=block
-    status:
-      code: 201
-      message: Created
 - request:
     body: '{"messages":[{"role":"system","content":"You are Crew Manager. You are
       a seasoned manager with a knack for getting the best out of your team.\nYou
@@ -137,11 +36,12 @@ interactions:
       score between 1-5 for the following title: ''The impact of AI in the future
       of work''\n\nThis is the expected criteria for your final answer: The score
       of the title.\nyou MUST return the actual complete content as the final answer,
-      not a summary.\nEnsure your final answer contains only the content in the following
+      not a summary.\nEnsure your final answer strictly adheres to the following OpenAPI
-      format: {\n  \"properties\": {\n    \"score\": {\n      \"title\": \"Score\",\n      \"type\":
+      schema: {\n  \"properties\": {\n    \"score\": {\n      \"title\": \"Score\",\n      \"type\":
       \"integer\"\n    }\n  },\n  \"required\": [\n    \"score\"\n  ],\n  \"title\":
-      \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\": false\n}\n\nEnsure
+      \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\": false\n}\n\nDo
-      the final output does not include any code block markers like ```json or ```python.\n\nBegin!
+      not include the OpenAPI schema in the final output. Ensure the final output
+      does not include any code block markers like ```json or ```python.\n\nBegin!
       This is VERY important to you, use the tools available and give your best Final
       Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4o"}'
     headers:
@@ -152,7 +52,7 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '3379'
+      - '3433'
       content-type:
       - application/json
       host:
@@ -176,29 +76,27 @@ interactions:
       x-stainless-runtime:
       - CPython
       x-stainless-runtime-version:
-      - 3.12.10
+      - 3.12.9
     method: POST
     uri: https://api.openai.com/v1/chat/completions
   response:
     body:
       string: !!binary |
-        H4sIAAAAAAAAAwAAAP//nFRLb9NAEL7nV4z2wsWJGtq6bW6ocIgQD0EQEhhFm/XYHrreMbvjhFL1
+        H4sIAAAAAAAAA5RUTW/bMAy951cQuvTiFE6aNplvwQYMwb4OKwYMcxEoEm1rkUVDotN2Rf77IDuJ
-        v6P1uknKQ0JcLGu/eXwz38zcTQAUlWoByjRaTNvZ6fVHzE/f2A8/vuU/rj7Q9dd31asXZy9ff3q7
+        07UDtoth8JHvPdKkn0YAwmiRgVCVZFU3dvz2e5nOZzgpftWqnPtq86WoJ5/lkr59+PRRJLGCNj9R
-        rIzKogdvvqKRB6+Z4bazKMQuwcajFoxR5xf5/PIqz/PTAWi5RBvd6k6mZzx9evL0bHpyOT3JR8eG
+        8bHqUlHdWGRDroeVR8kYWSfzm+nVIr25etMBNWm0saxseDyj8TSdzsbpYpzeHAorMgqDyODHCADg
-        yWBQC/g8AQC4G76Roivxu1rASfbw0mIIuka12BsBKM82vigdAgXRTlR2AA07QTewXjGMnBGkQRAd
+        qXtGi07jg8ggTY6RGkOQJYrslAQgPNkYETIEE1g6FskAKnKMrnN9W1FbVpzBChyiBibQaLGUjMAV
-        bjJYgkMsQRhKtFjrEQyGPbkauEq2JBbhyapBoLbTRiLwbAnkBrjqpfcY33bsb57EaPH5vWGPfgaF
+        AsuwBSogKPLGlX3MsEW4uK0QTN1IxTFhuQLjOrhoufUYY/fktxeRMoa/KvLoE7ivCEwAj6EhF8zG
-        K9wzE1u1gOcPWaJlNDQc/9A/mMDSdb0s4K5QkWGhFlCoF1tt++ilXQmd5y2V8R/ICdboB7oIG5Qd
+        IhTkAXfStpKjRmhV1QmHS8hd7pYqDjSDd0djkTfSKopv6I8psHJNyxk85SKW5yLLxXuzQ5AOjGMs
-        ooP59Bwq9v/BfAbX7AKV6KHSRtgHCL1pQAfwaHGrncEMjNWe5DYDdLWusUUnWWLGsdmk7VGuPYlZ
+        0XeNIGyQ7xEdTMbXnfr/t3WZiyTvJ/nAndLtiSNU1FoNG+zVNGxkQA3kQFnpDT8m4NHiTjqFCUin
-        oTIokiLfJdW1aiiM5HdkLWwQ+pDk0CFgCIP7t15bktvHYsQC0LchvpIc8RuYpPz7lGOLh5xJlULd
+        O3ceAx/FDrxR7aV2V7FcHR0cZhAt9DPOxf78a3ss2iDjsrnW2jNAOkcs4+C6Pbs7IPvTZlkqG0+b
-        F+7NJqDf6qTMapwJaHSATeyjR4O0xXI2YMkv8fwnCTY6lsKp0ZgUjAIbT4KeNNS0RZfGY9VwXzey
+        8EepKIwzoVp7lIFc3KLA1IgO3Y8A7roNbp8tpWg81Q2vmbbYyc1ns55PDDczoJN0cUCZWNoBWFxP
-        gGVKsNMkew3HzMLgMXTsStiRNPs5xdnxxHus+qDjwrne2iNAO8cyMBh27cuI3O+3y3Lded6EX1xV
+        k1cI1xpZGhvOjkAoqSrUQ+lwMbLVhs6A0VnbL+28xt23blz5L/QDoBQ2jHrdeNRGPW95SPMY/yl/
-        RY5Cs/aoA7u4SUG4UwN6PwH4Mmxx/2gxVee57WQtfINDuovTeYqnDnfjgM7z8xEVFm0PwOVVnv0h
+        SzuNuTMsAvqdUbhmgz5+Co2FbG1/7iI8BsZ6XRhXom+86W++aNZyvlioa4lFKkb70W8AAAD//wMA
-        4LpE0WTD0SFQRpsGy4Pr4WroviQ+AiZHZf9O50+xU+nk6n8JfwCMwU6wXHceSzKPSz6YeYx39W9m
+        pMkkSfwEAAA=
-        +zYPhFWcVzK4FkIfpSix0r1NJ0+F2yDYrityNfrOU7p7Vbc2m2p+cXl+nl+oyf3kJwAAAP//AwDP
-        kOYqAAYAAA==
     headers:
       CF-RAY:
-      - 997186dc6d3aea38-FCO
+      - REDACTED-RAY
       Connection:
       - keep-alive
       Content-Encoding:
@@ -206,14 +104,14 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Fri, 31 Oct 2025 07:44:26 GMT
+      - Wed, 05 Nov 2025 22:10:42 GMT
       Server:
       - cloudflare
       Set-Cookie:
-      - __cf_bm=n45oVEbg4Ph05GBqJp2KyKI77cF1e_lNGmWrdQjbV20-1761896666-1.0.1.1-hTLlylCKTisapDYTpS63zm.2k2AGNs0DvyKGQ6MEtJHyYJBoXKqzsHRbsZN_dbtjm4Kj_5RG3J73ysTSs817q_9mvPtjHgZOvOPhDwGxV_M;
+      - __cf_bm=REDACTED;
-        path=/; expires=Fri, 31-Oct-25 08:14:26 GMT; domain=.api.openai.com; HttpOnly;
+        path=/; expires=Wed, 05-Nov-25 22:40:42 GMT; domain=.api.openai.com; HttpOnly;
         Secure; SameSite=None
-      - _cfuvid=gOhnFtutoiWlRm84LU88kCfEmlv5P_3_ZJ_wlDnkYy4-1761896666288-0.0.1.1-604800000;
+      - _cfuvid=REDACTED;
         path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
       Strict-Transport-Security:
       - max-age=31536000; includeSubDomains; preload
@@ -228,37 +126,31 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - user-hortuttj2f3qtmxyik2zxf4q
       openai-processing-ms:
-      - '3152'
+      - '2837'
       openai-project:
-      - proj_xitITlrFeen7zjNSzML82h9x
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
       openai-version:
       - '2020-10-01'
       x-envoy-upstream-service-time:
-      - '3196'
+      - '2972'
       x-openai-proxy-wasm:
       - v0.1
-      x-ratelimit-limit-project-requests:
-      - '10000'
       x-ratelimit-limit-requests:
-      - '10000'
+      - '500'
       x-ratelimit-limit-tokens:
-      - '30000000'
+      - '30000'
-      x-ratelimit-remaining-project-requests:
-      - '9999'
       x-ratelimit-remaining-requests:
-      - '9999'
+      - '499'
       x-ratelimit-remaining-tokens:
-      - '29999195'
+      - '29181'
-      x-ratelimit-reset-project-requests:
-      - 6ms
       x-ratelimit-reset-requests:
-      - 6ms
+      - 120ms
       x-ratelimit-reset-tokens:
-      - 1ms
+      - 1.638s
       x-request-id:
-      - req_5011a1ac60f3411f9164a03bedad1bc5
+      - req_REDACTED
     status:
       code: 200
       message: OK
@@ -269,14 +161,13 @@ interactions:
       format:\n\nThought: I now can give a great answer\nFinal Answer: Your final
       answer must be the great and the most complete as possible, it must be outcome
       described.\n\nI MUST use these formats, my job depends on it!"},{"role":"user","content":"\nCurrent
-      Task: Evaluate and provide an integer score between 1-5 for the title ''The
+      Task: Give an integer score between 1-5 for the title ''The impact of AI in
-      impact of AI in the future of work''. Consider factors such as relevance, clarity,
+      the future of work''.\n\nThis is the expected criteria for your final answer:
-      engagement, and potential impact of the title.\n\nThis is the expected criteria
+      Your best answer to your coworker asking you this, accounting for the context
-      for your final answer: Your best answer to your coworker asking you this, accounting
+      shared.\nyou MUST return the actual complete content as the final answer, not
-      for the context shared.\nyou MUST return the actual complete content as the
+      a summary.\n\nThis is the context you''re working with:\nThe title should be
-      final answer, not a summary.\n\nThis is the context you''re working with:\nThis
+      scored based on clarity, relevance, and interest in the context of the future
-      score will be used to assess the quality of the title in terms of its relevance
+      of work and AI.\n\nBegin! This is VERY important to you, use the tools available
-      and impact.\n\nBegin! This is VERY important to you, use the tools available
       and give your best Final Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
     headers:
       accept:
@@ -286,7 +177,7 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '1222'
+      - '1131'
       content-type:
       - application/json
       host:
@@ -310,30 +201,29 @@ interactions:
       x-stainless-runtime:
       - CPython
       x-stainless-runtime-version:
-      - 3.12.10
+      - 3.12.9
     method: POST
     uri: https://api.openai.com/v1/chat/completions
   response:
     body:
       string: !!binary |
-        H4sIAAAAAAAAAwAAAP//jFRNj9tGDL37VxBzlo2113Y2ewsKBNkCRS6L9tANDHqGkpgdDYUZyo4T
+        H4sIAAAAAAAAAwAAAP//nFRNb+M2EL37Vwx4lg3bcT7gW9APxJcWu1hg0W4WBk2NpGmoGYIc2esu
-        7H8vKDlrJ02BXgx5HvnIx69vMwDHwd2D8y2q7/o4/+0v2m7LzR/1l+Vt1z2u059fb99/8L8fTo9f
+        8t8L0nHktClQ9CII8zhPb97o8fsEwFBt1mBcZ9X1wU9/+K2d3z/9+Ht8+HOx+fX2pw+CV/efP26Y
-        P7rKPGT/mbx+91p46fpIypIm2GdCJWNdvtku795ut9vtCHQSKJpb0+t8vVjOO048X92sNvOb9Xy5
+        fnm4NlXukN0f6PTcNXPSB49KwifYRbSKmXVxe7O8upvfrJYF6KVGn9vaoNPVbDHtiWm6nC+vp/PV
-        Pru3wp6Ku4e/ZwAA38ZfSzQF+uLu4ab6/tJRKdiQu381AnBZor04LIWLYlJXXUAvSSmNuT+2MjSt
+        dLF6ae+EHCazhi8TAIDv5ZmFco3fzBrm1bnSY0q2RbN+PQRgovhcMTYlSmpZTTWCTliRi/ZPnQxt
-        3sMDJDmCxwQNHwgQGhMAmMqR8lN6zwkjvBv/mfFRhhigeMkE2hIoayR4co8tAXc9egWp4d0DcBrx
+        p2v41CEoqUd4NPmd+mCdgjRwvwFi0A6hGXSImGsHiU+PBiiB82hjBTVFdOqPENHj3rKCSulRCeRe
-        etAhk70dJT8/OUBYgwyj1WYBj68UXKDlpo0nyBTpgEnHhCYWTlbWwqkBE3gJUVrs7dXI+4ieCmAK
+        aCzX7/BUpe7pCf0xd+0QiBUjJiVuc8Uy2KEmZIfghB1GxhoOpB10csjMB/IeiBs/lEOZNnjrMM1g
-        8Fn20GF+Ji0LeFAj95Ewj2DRjNy0Wks+Yg5G46XrhsQe1chGXdKzr6DDZ3thBcJygloy4BCYkkVS
+        o5AG54iLPCe8x2MqMpKTgOXjaSjLhN6qYizMMijYfkftQHqcwYMccI+xAlJwMvg6y0ye2i6z9hIR
-        gSEFylbnMKkVPxSw8kETMXmaFFJqsKGOkkKkA0XLp0jkUAEWU2L+50qZEginhB17o9JsNd1nQctU
+        kFvbZsUSIQV01JDL6pE7m0Wdh4JmiNphnD3yI/9MbD3cczpgXMMGDoU7uUyo/2clFlaQtUsD12X4
-        KVNRQJ+lFOAUhqKZqSzggxzpQLm66oofe7UnKNH0xhN01jabWIrRdO1PgCHYV+nJc20hTSL0WQ5i
+        cUfn1ZwMv/C4AmwadEr7vAJb1xFTKt6/LtAqdLmrmJ402jx5I/FgYw3ecjvYFivYDfrGIepDlP15
-        5TgQUJxSVwFKrakC1gK92CwxxnPfKyiDb02QWbOka1oo5FXyyO5bjJFSY1l/PFDGGCurMBdAa46k
+        WfZkVH1k2+ef4sKn0EWbXta9E0l6shN7ZJ1d/rsRmyHZHCAevL8ALLOozQEsqfn6gjy/5sRLG6Ls
-        pnodgmqszdS8SdWRtb0Kbi05V+ecRmvdGeeMU1HCYOOC0FOuyStsFtcrkakeCtpepiHGKwBTEkXT
+        0t9aTUNMqdtGtEk4ZyKpBFPQ5wnA15LH4U3ETIjSB92qPGH53HJ5e+Iz4z0woourM6qi1o/A1c2q
-        MS7jpzPy8rp+UZo+y7785OpqTlzanc2rJFu1otK7EX2ZAXwa13z4YXNdn6XrdafyTGO41Xo18bnL
+        eodwW6Na8uki0sZZ12E9to75z9GQC2ByMfY/5bzHfRqduP0v9CPgHAbFehsi1uTejjwei5ij9W/H
-        ebmgy83mjKooxgtw+/ZN9QvCXSBFjuXqUjiPvqVwcb2cFZtvuQJmV7L/nc6vuCfpnJr/Q38BvKde
+        Xm0ugk3CuCeHWyWMeRU1Nnbwp8vLpGNS7LcNcYsxRDrdYE3Yrtzy7nrR3N0szeR58hcAAAD//wMA
-        Kez6TIH9j5IvZpns/P6X2WuZx4RdoXxgTztlytaKQDUOcbqJrpyKUrerOTWU+8zTYaz73dqv7jbL
+        yAb6DNAFAAA=
-        +m67crOX2T8AAAD//wMAu+XbmCcGAAA=
     headers:
       CF-RAY:
-      - 997186f4ef56dd1f-FCO
+      - REDACTED-RAY
       Connection:
       - keep-alive
       Content-Encoding:
@@ -341,14 +231,14 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Fri, 31 Oct 2025 07:44:28 GMT
+      - Wed, 05 Nov 2025 22:10:44 GMT
       Server:
       - cloudflare
       Set-Cookie:
-      - __cf_bm=8qRmqHic3PKOkCdnlc5s2fTHlZ8fBzfDa2aJ.xrQBBg-1761896668-1.0.1.1-JIBosm31AwPEXmz19O636o_doSclt_nENWvAfvp_gbjWPtfO2e99BjAvWJsUWjHVZGRlO6DJILFTRbA7iKdYGQykSCe_mj9a9644nS5E6VA;
+      - __cf_bm=REDACTED;
-        path=/; expires=Fri, 31-Oct-25 08:14:28 GMT; domain=.api.openai.com; HttpOnly;
+        path=/; expires=Wed, 05-Nov-25 22:40:44 GMT; domain=.api.openai.com; HttpOnly;
         Secure; SameSite=None
-      - _cfuvid=TlYX1UMlEMLrIXQ.QBUJAS4tT0N5uBkshUKYyJjd9.g-1761896668679-0.0.1.1-604800000;
+      - _cfuvid=REDACTED;
         path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
       Strict-Transport-Security:
       - max-age=31536000; includeSubDomains; preload
@@ -363,37 +253,31 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - user-hortuttj2f3qtmxyik2zxf4q
       openai-processing-ms:
-      - '2019'
+      - '2541'
       openai-project:
-      - proj_xitITlrFeen7zjNSzML82h9x
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
       openai-version:
       - '2020-10-01'
       x-envoy-upstream-service-time:
-      - '2126'
+      - '2570'
       x-openai-proxy-wasm:
       - v0.1
-      x-ratelimit-limit-project-tokens:
-      - '150000000'
       x-ratelimit-limit-requests:
-      - '30000'
+      - '500'
       x-ratelimit-limit-tokens:
-      - '150000000'
+      - '200000'
-      x-ratelimit-remaining-project-tokens:
-      - '149999720'
       x-ratelimit-remaining-requests:
-      - '29999'
+      - '499'
       x-ratelimit-remaining-tokens:
-      - '149999720'
+      - '199743'
-      x-ratelimit-reset-project-tokens:
-      - 0s
       x-ratelimit-reset-requests:
-      - 2ms
+      - 120ms
       x-ratelimit-reset-tokens:
-      - 0s
+      - 77ms
       x-request-id:
-      - req_019c6c76f5414041b69f973973952df4
+      - req_REDACTED
     status:
       code: 200
       message: OK
@@ -434,29 +318,24 @@ interactions:
       score between 1-5 for the following title: ''The impact of AI in the future
       of work''\n\nThis is the expected criteria for your final answer: The score
       of the title.\nyou MUST return the actual complete content as the final answer,
-      not a summary.\nEnsure your final answer contains only the content in the following
+      not a summary.\nEnsure your final answer strictly adheres to the following OpenAPI
-      format: {\n  \"properties\": {\n    \"score\": {\n      \"title\": \"Score\",\n      \"type\":
+      schema: {\n  \"properties\": {\n    \"score\": {\n      \"title\": \"Score\",\n      \"type\":
       \"integer\"\n    }\n  },\n  \"required\": [\n    \"score\"\n  ],\n  \"title\":
-      \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\": false\n}\n\nEnsure
+      \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\": false\n}\n\nDo
-      the final output does not include any code block markers like ```json or ```python.\n\nBegin!
+      not include the OpenAPI schema in the final output. Ensure the final output
+      does not include any code block markers like ```json or ```python.\n\nBegin!
       This is VERY important to you, use the tools available and give your best Final
-      Answer, your job depends on it!\n\nThought:"},{"role":"assistant","content":"To
+      Answer, your job depends on it!\n\nThought:"},{"role":"assistant","content":"Thought:
-      complete the task, I need to delegate the scoring of the title ''The impact
+      I need to delegate the task of scoring the title ''The impact of AI in the future
-      of AI in the future of work'' to the Scorer. \n\nAction: Delegate work to coworker\nAction
+      of work'' to the Scorer, who is responsible for evaluating such tasks. \n\nAction:
-      Input: {\"task\": \"Evaluate and provide an integer score between 1-5 for the
+      Delegate work to coworker\nAction Input: {\"task\":\"Give an integer score between
-      title ''The impact of AI in the future of work''. Consider factors such as relevance,
+      1-5 for the title ''The impact of AI in the future of work''.\",\"context\":\"The
-      clarity, engagement, and potential impact of the title.\", \"context\": \"This
+      title should be scored based on clarity, relevance, and interest in the context
-      score will be used to assess the quality of the title in terms of its relevance
+      of the future of work and AI.\",\"coworker\":\"Scorer\"}\nObservation: I would
-      and impact.\", \"coworker\": \"Scorer\"}\nObservation: I would score the title
+      score the title \"The impact of AI in the future of work\" a 4 out of 5. It
-      \"The impact of AI in the future of work\" a 4 out of 5. The title is highly
+      is clear, relevant, and interesting, effectively addressing the topic at hand
-      relevant given the increasing role of AI in shaping workplaces and job markets.
+      with straightforward language, but it could be improved with a more dynamic
-      It is clear and straightforward in communicating the topic, making it easy for
+      or specific phrasing to boost engagement."}],"model":"gpt-4o"}'
-      audiences to understand the focus at a glance. The engagement level is solid,
-      as AI and future work dynamics attract broad interest across industries. However,
-      the title could be slightly more compelling by adding specifics or a provocative
-      element to enhance its potential impact, such as mentioning specific sectors
-      or challenges. Overall, it is a strong, relevant, and clear title with potential
-      for broad impact, hence a 4 instead of a perfect 5."}],"model":"gpt-4o"}'
     headers:
       accept:
       - application/json
@@ -465,12 +344,12 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '4667'
+      - '4232'
       content-type:
       - application/json
       cookie:
-      - __cf_bm=n45oVEbg4Ph05GBqJp2KyKI77cF1e_lNGmWrdQjbV20-1761896666-1.0.1.1-hTLlylCKTisapDYTpS63zm.2k2AGNs0DvyKGQ6MEtJHyYJBoXKqzsHRbsZN_dbtjm4Kj_5RG3J73ysTSs817q_9mvPtjHgZOvOPhDwGxV_M;
+      - __cf_bm=REDACTED;
-        _cfuvid=gOhnFtutoiWlRm84LU88kCfEmlv5P_3_ZJ_wlDnkYy4-1761896666288-0.0.1.1-604800000
+        _cfuvid=REDACTED
       host:
       - api.openai.com
       user-agent:
@@ -492,25 +371,23 @@ interactions:
       x-stainless-runtime:
       - CPython
       x-stainless-runtime-version:
-      - 3.12.10
+      - 3.12.9
     method: POST
     uri: https://api.openai.com/v1/chat/completions
   response:
     body:
       string: !!binary |
-        H4sIAAAAAAAAAwAAAP//jJNdb9MwFIbv8yssX7corda05A6QkLhhwJiQWKbItU8SU8f27GPGqPLf
+        H4sIAAAAAAAAAwAAAP//jFJda9wwEHz3rxD7fFd8l/tw/BYKpYVSSD9SSi8YRV7b6slaVVo3Kcf9
-        JydZkxaQuHHk85xPvyfHhBAqBc0J5Q1D3lq1fPcNsl34Ut+m2Hj2/bo9fLyxD28/t+H37ZouYoTZ
+        9yL7cnbaBPoikGZnNLO7h0QI0CXkAlQjWbXOzF9/q9O36+X1jfNfbj6+f5CVC/bn9tPm6/7DNcwi
-        /wCOL1GvuGmtApRGD5g7YAgx62qbrXavsyzb9aA1AlQMqy0ur8xyna6vlulumWZjYGMkB09zcpcQ
+        g+5+oOJH1itFrTPImuwAK4+SMaoutpvlRZZuVpc90FKJJtJqx/MVzZfpcjVPs3m6OREb0goD5OJ7
-        QsixP2OLWsAvmpN08WJpwXtWA81PToRQZ1S0UOa99Mg00sUEudEIuu/6a2NC3WBOPhBtHskhHtgA
+        IoQQh/6MFm2JD5CLdPb40mIIskbIz0VCgCcTX0CGoANLyzAbQUWW0fauPzfU1Q3n4p2wdC/28eAG
-        qaRmijDtH8EV+n1/e9PfcnIsNCEFtc5YcCjBF3Q0RrPnxsHMEm0oUfW2gt4MeDGDT3ZkUiPU4Ao6
+        RaWtNELacI9+Z9/0t6v+lovDDoIijzvIV8eprseqCzLGsp0xE0BaSyxjW/pEtyfkeM5gqHae7sJf
-        wC5+usVQzcFDkA5E9Ly7qBWv96PfZanrgDbgWHBebFDuBJgQMurG1KezuSqmPBS6m7+fgyp4FuXT
+        VKi01aEpPMpANvoNTA569JgIcdv3qnsSH5yn1nHBtMf+u8tFNujBOJ0RXWxPIBNLM2FdrGfP6BUl
-        QakZYFobZDFNr9z9SLqTVsrU1pm9vwilldTSN6UD5o2Oung0lva0S+JwcSfCmczx/VuLJZoD9OVW
+        stQmTLoNSqoGy5E6jkZ2paYJkExS/+vmOe0hubb1/8iPgFLoGMvCeSy1epp4LPMYl/elsnOXe8MQ
-        aTouBZ3WcMLbzQjRIFPzsBM5y1gKQCaVn+0V5Yw3IKbYaQlZENLMQDKb+892/pZ7mF3q+n/ST4Bz
+        0P/SCgvW6OMkSqxkZ4a9gvA7MLZFpW2N3nk9LFflCrnNMrWWWKWQHJM/AAAA//8DAJjmLpVlAwAA
-        sAiitA6E5OcjT24Ootj/cju9c98w9eB+Sg4lSnBRCwEVC2r4g6h/8ghtWUldg7NODr9RZUu+r1bb
-        3WaTbWnSJc8AAAD//wMAQ/5c5U8EAAA=
     headers:
       CF-RAY:
-      - 997187038d85ea38-FCO
+      - REDACTED-RAY
       Connection:
       - keep-alive
       Content-Encoding:
@@ -518,7 +395,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Fri, 31 Oct 2025 07:44:29 GMT
+      - Wed, 05 Nov 2025 22:10:50 GMT
       Server:
       - cloudflare
       Strict-Transport-Security:
@@ -534,155 +411,31 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - user-hortuttj2f3qtmxyik2zxf4q
       openai-processing-ms:
-      - '740'
+      - '1276'
       openai-project:
-      - proj_xitITlrFeen7zjNSzML82h9x
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
       openai-version:
       - '2020-10-01'
       x-envoy-upstream-service-time:
-      - '772'
+      - '5184'
       x-openai-proxy-wasm:
       - v0.1
-      x-ratelimit-limit-project-requests:
-      - '10000'
       x-ratelimit-limit-requests:
-      - '10000'
+      - '500'
       x-ratelimit-limit-tokens:
-      - '30000000'
+      - '30000'
-      x-ratelimit-remaining-project-requests:
-      - '9999'
       x-ratelimit-remaining-requests:
-      - '9999'
+      - '499'
       x-ratelimit-remaining-tokens:
-      - '29998885'
+      - '28993'
-      x-ratelimit-reset-project-requests:
-      - 6ms
       x-ratelimit-reset-requests:
-      - 6ms
+      - 120ms
       x-ratelimit-reset-tokens:
-      - 2ms
+      - 2.013s
       x-request-id:
-      - req_5c525e6992a14138826044dd5a2becf9
+      - req_REDACTED
-    status:
-      code: 200
-      message: OK
-- request:
-    body: '{"messages":[{"role":"system","content":"Please convert the following text
-      into valid JSON.\n\nOutput ONLY the valid JSON and nothing else.\n\nThe JSON
-      must follow this schema exactly:\n```json\n{\n    score: int\n}\n```"},{"role":"user","content":"{\n  \"properties\":
-      {\n    \"score\": {\n      \"title\": \"Score\",\n      \"type\": \"integer\"\n    }\n  },\n  \"required\":
-      [\n    \"score\"\n  ],\n  \"title\": \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\":
-      false\n}"}],"model":"gpt-4o","response_format":{"type":"json_schema","json_schema":{"schema":{"properties":{"score":{"title":"Score","type":"integer"}},"required":["score"],"title":"ScoreOutput","type":"object","additionalProperties":false},"name":"ScoreOutput","strict":true}},"stream":false}'
-    headers:
-      accept:
-      - application/json
-      accept-encoding:
-      - gzip, deflate, zstd
-      connection:
-      - keep-alive
-      content-length:
-      - '779'
-      content-type:
-      - application/json
-      cookie:
-      - __cf_bm=n45oVEbg4Ph05GBqJp2KyKI77cF1e_lNGmWrdQjbV20-1761896666-1.0.1.1-hTLlylCKTisapDYTpS63zm.2k2AGNs0DvyKGQ6MEtJHyYJBoXKqzsHRbsZN_dbtjm4Kj_5RG3J73ysTSs817q_9mvPtjHgZOvOPhDwGxV_M;
-        _cfuvid=gOhnFtutoiWlRm84LU88kCfEmlv5P_3_ZJ_wlDnkYy4-1761896666288-0.0.1.1-604800000
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.109.1
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-helper-method:
-      - chat.completions.parse
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.109.1
-      x-stainless-read-timeout:
-      - '600'
-      x-stainless-retry-count:
-      - '0'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.12.10
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//jJJBj9MwEIXv+RXWnBuUljZNc13BAXFDYgXsKnLtSWpwPJY9QUDV/46c
-        dJssLBIXH/zNG783nnMmBBgNtQB1kqx6b/O7eywP4dMv87548/mePn7A4a6qlHz91r0LsEoKOn5F
-        xU+qV4p6b5ENuQmrgJIxdV3vy3V1KMvyMIKeNNok6zznW8o3xWabF1VelFfhiYzCCLX4kgkhxHk8
-        k0Wn8QfUolg93fQYo+wQ6luREBDIphuQMZrI0jGsZqjIMbrR9fkBoqKAD1AXl2VNwHaIMll0g7UL
-        IJ0jlini6O7xSi43P5Y6H+gY/5BCa5yJpyagjOTS25HJw0gvmRCPY+7hWRTwgXrPDdM3HJ9bb/dT
-        P5gnPdPdlTGxtAvRbrN6oV2jkaWxcTE4UFKdUM/Secpy0IYWIFuE/tvMS72n4MZ1/9N+BkqhZ9SN
-        D6iNeh54LguY9vBfZbchj4YhYvhuFDZsMKSP0NjKwU4rAvFnZOyb1rgOgw9m2pPWN+rYrvfVblfu
-        IbtkvwEAAP//AwCH29h7MAMAAA==
-    headers:
-      CF-RAY:
-      - 997187099d02ea38-FCO
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Fri, 31 Oct 2025 07:44:30 GMT
-      Server:
-      - cloudflare
-      Strict-Transport-Security:
-      - max-age=31536000; includeSubDomains; preload
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - nosniff
-      access-control-expose-headers:
-      - X-Request-ID
-      alt-svc:
-      - h3=":443"; ma=86400
-      cf-cache-status:
-      - DYNAMIC
-      openai-organization:
-      - crewai-iuxna1
-      openai-processing-ms:
-      - '409'
-      openai-project:
-      - proj_xitITlrFeen7zjNSzML82h9x
-      openai-version:
-      - '2020-10-01'
-      x-envoy-upstream-service-time:
-      - '447'
-      x-openai-proxy-wasm:
-      - v0.1
-      x-ratelimit-limit-project-requests:
-      - '10000'
-      x-ratelimit-limit-requests:
-      - '10000'
-      x-ratelimit-limit-tokens:
-      - '30000000'
-      x-ratelimit-remaining-project-requests:
-      - '9999'
-      x-ratelimit-remaining-requests:
-      - '9999'
-      x-ratelimit-remaining-tokens:
-      - '29999903'
-      x-ratelimit-reset-project-requests:
-      - 6ms
-      x-ratelimit-reset-requests:
-      - 6ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_c1d2e65ce5244e49bbc31969732c9b54
     status:
       code: 200
       message: OK

lib/crewai/tests/cassettes/test_output_pydantic_sequential.yaml

@@ -1,213 +1,22 @@
 interactions:
 - request:
-    body: '{"messages": [{"role": "system", "content": "You are Scorer. You''re an
+    body: '{"messages":[{"role":"system","content":"You are Scorer. You''re an expert
-      expert scorer, specialized in scoring titles.\nYour personal goal is: Score
+      scorer, specialized in scoring titles.\nYour personal goal is: Score the title\nTo
-      the title\nTo give my best complete final answer to the task use the exact following
+      give my best complete final answer to the task respond using the exact following
       format:\n\nThought: I now can give a great answer\nFinal Answer: Your final
       answer must be the great and the most complete as possible, it must be outcome
-      described.\n\nI MUST use these formats, my job depends on it!"}, {"role": "user",
+      described.\n\nI MUST use these formats, my job depends on it!"},{"role":"user","content":"\nCurrent
-      "content": "\nCurrent Task: Give me an integer score between 1-5 for the following
+      Task: Give me an integer score between 1-5 for the following title: ''The impact
-      title: ''The impact of AI in the future of work''\n\nThis is the expect criteria
+      of AI in the future of work''\n\nThis is the expected criteria for your final
-      for your final answer: The score of the title.\nyou MUST return the actual complete
+      answer: The score of the title.\nyou MUST return the actual complete content
-      content as the final answer, not a summary.\n\nBegin! This is VERY important
+      as the final answer, not a summary.\nEnsure your final answer strictly adheres
-      to you, use the tools available and give your best Final Answer, your job depends
+      to the following OpenAPI schema: {\n  \"properties\": {\n    \"score\": {\n      \"title\":
-      on it!\n\nThought:"}], "model": "gpt-4o"}'
+      \"Score\",\n      \"type\": \"integer\"\n    }\n  },\n  \"required\": [\n    \"score\"\n  ],\n  \"title\":
-    headers:
+      \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\": false\n}\n\nDo
-      accept:
+      not include the OpenAPI schema in the final output. Ensure the final output
-      - application/json
+      does not include any code block markers like ```json or ```python.\n\nBegin!
-      accept-encoding:
+      This is VERY important to you, use the tools available and give your best Final
-      - gzip, deflate
+      Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
-      connection:
-      - keep-alive
-      content-length:
-      - '915'
-      content-type:
-      - application/json
-      cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.47.0
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.47.0
-      x-stainless-raw-response:
-      - 'true'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.11.7
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    content: "{\n  \"id\": \"chatcmpl-AB7frQCjT9BcDGcDj4QyiHzmwbFSt\",\n  \"object\":
-      \"chat.completion\",\n  \"created\": 1727214471,\n  \"model\": \"gpt-4o-2024-05-13\",\n
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-      \"assistant\",\n        \"content\": \"I now can give a great answer\\nFinal
-      Answer: 4\",\n        \"refusal\": null\n      },\n      \"logprobs\": null,\n
-      \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
-      186,\n    \"completion_tokens\": 13,\n    \"total_tokens\": 199,\n    \"completion_tokens_details\":
-      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_52a7f40b0b\"\n}\n"
-    headers:
-      CF-Cache-Status:
-      - DYNAMIC
-      CF-RAY:
-      - 8c85f9af4ef31cf3-GRU
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Tue, 24 Sep 2024 21:47:52 GMT
-      Server:
-      - cloudflare
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - nosniff
-      access-control-expose-headers:
-      - X-Request-ID
-      openai-organization:
-      - crewai-iuxna1
-      openai-processing-ms:
-      - '170'
-      openai-version:
-      - '2020-10-01'
-      strict-transport-security:
-      - max-age=31536000; includeSubDomains; preload
-      x-ratelimit-limit-requests:
-      - '10000'
-      x-ratelimit-limit-tokens:
-      - '30000000'
-      x-ratelimit-remaining-requests:
-      - '9999'
-      x-ratelimit-remaining-tokens:
-      - '29999781'
-      x-ratelimit-reset-requests:
-      - 6ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_c024216dd5260be75d28056c46183b74
-    http_version: HTTP/1.1
-    status_code: 200
-- request:
-    body: '{"messages": [{"role": "user", "content": "4"}, {"role": "system", "content":
-      "I''m gonna convert this raw text into valid JSON.\n\nThe json should have the
-      following structure, with the following keys:\n{\n    score: int\n}"}], "model":
-      "gpt-4o", "tool_choice": {"type": "function", "function": {"name": "ScoreOutput"}},
-      "tools": [{"type": "function", "function": {"name": "ScoreOutput", "description":
-      "Correctly extracted `ScoreOutput` with all the required parameters with correct
-      types", "parameters": {"properties": {"score": {"title": "Score", "type": "integer"}},
-      "required": ["score"], "type": "object"}}}]}'
-    headers:
-      accept:
-      - application/json
-      accept-encoding:
-      - gzip, deflate
-      connection:
-      - keep-alive
-      content-length:
-      - '615'
-      content-type:
-      - application/json
-      cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.47.0
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.47.0
-      x-stainless-raw-response:
-      - 'true'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.11.7
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    content: "{\n  \"id\": \"chatcmpl-AB7fsjohZBgZL7M0zgaX4R7BxjHuT\",\n  \"object\":
-      \"chat.completion\",\n  \"created\": 1727214472,\n  \"model\": \"gpt-4o-2024-05-13\",\n
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-      \"assistant\",\n        \"content\": null,\n        \"tool_calls\": [\n          {\n
-      \           \"id\": \"call_MzP98lapLUxbi46aCd9gP0Mf\",\n            \"type\":
-      \"function\",\n            \"function\": {\n              \"name\": \"ScoreOutput\",\n
-      \             \"arguments\": \"{\\\"score\\\":4}\"\n            }\n          }\n
-      \       ],\n        \"refusal\": null\n      },\n      \"logprobs\": null,\n
-      \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
-      100,\n    \"completion_tokens\": 5,\n    \"total_tokens\": 105,\n    \"completion_tokens_details\":
-      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_e375328146\"\n}\n"
-    headers:
-      CF-Cache-Status:
-      - DYNAMIC
-      CF-RAY:
-      - 8c85f9b2fc671cf3-GRU
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Tue, 24 Sep 2024 21:47:52 GMT
-      Server:
-      - cloudflare
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - nosniff
-      access-control-expose-headers:
-      - X-Request-ID
-      openai-organization:
-      - crewai-iuxna1
-      openai-processing-ms:
-      - '163'
-      openai-version:
-      - '2020-10-01'
-      strict-transport-security:
-      - max-age=31536000; includeSubDomains; preload
-      x-ratelimit-limit-requests:
-      - '10000'
-      x-ratelimit-limit-tokens:
-      - '30000000'
-      x-ratelimit-remaining-requests:
-      - '9999'
-      x-ratelimit-remaining-tokens:
-      - '29999947'
-      x-ratelimit-reset-requests:
-      - 6ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_d24b98d762df8198d3d365639be80fe4
-    http_version: HTTP/1.1
-    status_code: 200
-- request:
-    body: '{"messages":[{"role":"system","content":"Please convert the following text
-      into valid JSON.\n\nOutput ONLY the valid JSON and nothing else.\n\nThe JSON
-      must follow this schema exactly:\n```json\n{\n    score: int\n}\n```"},{"role":"user","content":"4"}],"model":"gpt-4.1-mini"}'
     headers:
       accept:
       - application/json
@@ -216,7 +25,7 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '277'
+      - '1394'
       content-type:
       - application/json
       host:
@@ -240,23 +49,24 @@ interactions:
       x-stainless-runtime:
       - CPython
       x-stainless-runtime-version:
-      - 3.12.10
+      - 3.12.9
     method: POST
     uri: https://api.openai.com/v1/chat/completions
   response:
     body:
       string: !!binary |
-        H4sIAAAAAAAAA4yST2+cMBDF73wKa85LBITsEm5VKvWUQ0/9RwReM7BOzdi1TbXVar97ZdgspE2l
+        H4sIAAAAAAAAA4xSwWrcMBC9+ysGndfBdrybrW8lEEgJ5NIGSh2MIo9tpfJISHLSsuy/F8nbtdOm
-        XjjMb97w3nhOEWMgWygZiAP3YjAqfvj0+ajl7iM9dI9ff2w5T+Rx3+fvvjx+OL6HTVDo/TMK/6K6
+        0IvB8+Y9vTczhwSAyZZVwMTAvRiNSq+/9tnttbN7enjW9/rhxtD93ZfhKr/ru09sExj66RmF/826
-        EXowCr3UNGNhkXsMU9PdNi12t0lRTGDQLaog642P85s0HiTJOEuyuzjJ4zS/yA9aCnRQsm8RY4yd
+        EHo0Cr3UNMPCIvcYVPOrXXG5z3bbLAKjblEFWm98Wl7k6ShJpkVWbNOsTPPyRB+0FOhYBd8SAIBD
-        pm8wSi0eoWTJ5qUyoHO8RyivTYyB1SpUgDsnnefkYbNAockjTd6bpnl2mio6VRRYBU5oixWULK/o
+        /Aaj1OIPVkEUi5URneM9surcBMCsVqHCuHPSeU6ebRZQaPJI0fvnQU/94Cu4BdKvIDhBL18QOPQh
-        XFHTNGupxW50PPinUakV4ETa85B/Mv10IeerTaV7Y/Xe/SGFTpJ0h9oid5qCJee1gYmeI8aepnWM
+        AHByr2hrupHEFXyMfxUcagKomRPaYs0qKGs6rh+w2E2Oh5Q0KbUCOJH2PEwpRns8IcdzGKV7Y/WT
-        rxKCsXowvvb6O06/y+/ncbC8wgLT2wv02nO11LfZ5o1pdYueS+VW6wTBxQHbRbnsno+t1CsQrTL/
+        +4PKOknSDY1F7jQF485rwyJ6TAAe49CmN3NgxurR+Mbr7xifKz6Usx5blrVCixPotedqqV/mu807
-        beat2XNuSf3/jF+AEGg8trWx2ErxOvDSZjHc6L/arjueDIND+1MKrL1EG96hxY6Paj4ccL+cx6Hu
+        ek2LnkvlVmNngosB24W67IhPrdQrIFml/tvNe9pzckn9/8gvgBBoPLaNsdhK8Tbx0mYx3PK/2s5T
-        JPVojZXz9XSmzkVW3KVdsc0gOke/AQAA//8DAILgqohMAwAA
+        joaZQ/siBTZeog2baLHjk5oPjLmfzuPYdJJ6tMbK+co605Si2G/zbr8rWHJMfgEAAP//AwAwqfO7
+        dAMAAA==
     headers:
       CF-RAY:
-      - 996f4750dfd259cb-MXP
+      - REDACTED-RAY
       Connection:
       - keep-alive
       Content-Encoding:
@@ -264,14 +74,14 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Fri, 31 Oct 2025 01:11:28 GMT
+      - Wed, 05 Nov 2025 22:10:50 GMT
       Server:
       - cloudflare
       Set-Cookie:
-      - __cf_bm=NFLqe8oMW.d350lBeNJ9PQDQM.Rj0B9eCRBNNKM18qg-1761873088-1.0.1.1-Ipgawg95icfLAihgKfper9rYrjt3ZrKVSv_9lKRqJzx.FBfkZrcDqSW3Zt7TiktUIOSgO9JpX3Ia3Fu9g3DMTwWpaGJtoOj3u0I2USV9.qQ;
+      - __cf_bm=REDACTED;
-        path=/; expires=Fri, 31-Oct-25 01:41:28 GMT; domain=.api.openai.com; HttpOnly;
+        path=/; expires=Wed, 05-Nov-25 22:40:50 GMT; domain=.api.openai.com; HttpOnly;
         Secure; SameSite=None
-      - _cfuvid=dQQqd3jb3DFD.LOIZmhxylJs2Rzp3rGIU3yFiaKkBls-1761873088861-0.0.1.1-604800000;
+      - _cfuvid=REDACTED;
         path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
       Strict-Transport-Security:
       - max-age=31536000; includeSubDomains; preload
@@ -286,152 +96,31 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - user-hortuttj2f3qtmxyik2zxf4q
       openai-processing-ms:
-      - '481'
+      - '482'
       openai-project:
-      - proj_xitITlrFeen7zjNSzML82h9x
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
       openai-version:
       - '2020-10-01'
       x-envoy-upstream-service-time:
-      - '570'
+      - '495'
       x-openai-proxy-wasm:
       - v0.1
-      x-ratelimit-limit-project-tokens:
-      - '150000000'
       x-ratelimit-limit-requests:
-      - '30000'
+      - '500'
       x-ratelimit-limit-tokens:
-      - '150000000'
+      - '200000'
-      x-ratelimit-remaining-project-tokens:
-      - '149999952'
       x-ratelimit-remaining-requests:
-      - '29999'
+      - '499'
       x-ratelimit-remaining-tokens:
-      - '149999955'
+      - '199687'
-      x-ratelimit-reset-project-tokens:
-      - 0s
       x-ratelimit-reset-requests:
-      - 2ms
+      - 120ms
       x-ratelimit-reset-tokens:
-      - 0s
+      - 93ms
       x-request-id:
-      - req_1b331f2fb8d943249e9c336608e2f2cf
+      - req_REDACTED
-    status:
-      code: 200
-      message: OK
-- request:
-    body: '{"messages":[{"role":"system","content":"Please convert the following text
-      into valid JSON.\n\nOutput ONLY the valid JSON and nothing else.\n\nThe JSON
-      must follow this schema exactly:\n```json\n{\n    score: int\n}\n```"},{"role":"user","content":"4"}],"model":"gpt-4.1-mini","response_format":{"type":"json_schema","json_schema":{"schema":{"properties":{"score":{"title":"Score","type":"integer"}},"required":["score"],"title":"ScoreOutput","type":"object","additionalProperties":false},"name":"ScoreOutput","strict":true}},"stream":false}'
-    headers:
-      accept:
-      - application/json
-      accept-encoding:
-      - gzip, deflate, zstd
-      connection:
-      - keep-alive
-      content-length:
-      - '541'
-      content-type:
-      - application/json
-      cookie:
-      - __cf_bm=NFLqe8oMW.d350lBeNJ9PQDQM.Rj0B9eCRBNNKM18qg-1761873088-1.0.1.1-Ipgawg95icfLAihgKfper9rYrjt3ZrKVSv_9lKRqJzx.FBfkZrcDqSW3Zt7TiktUIOSgO9JpX3Ia3Fu9g3DMTwWpaGJtoOj3u0I2USV9.qQ;
-        _cfuvid=dQQqd3jb3DFD.LOIZmhxylJs2Rzp3rGIU3yFiaKkBls-1761873088861-0.0.1.1-604800000
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.109.1
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-helper-method:
-      - chat.completions.parse
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.109.1
-      x-stainless-read-timeout:
-      - '600'
-      x-stainless-retry-count:
-      - '0'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.12.10
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//jFLLbtswELzrK4g9W4HlyI6sWx8IeuulQIs2gUCTK4kpRRLkKnBg+N8L
-        SrYl5wH0osPOznBmtIeEMVASSgai5SQ6p9MvP3/t3Tf6JFX79ffL04/b5+/Z/X672zT55x4WkWF3
-        TyjozLoRtnMaSVkzwsIjJ4yq2d0mK+5ul8V2ADorUUda4yjNb7K0U0alq+VqnS7zNMtP9NYqgQFK
-        9idhjLHD8I1GjcQ9lGy5OE86DIE3COVliTHwVscJ8BBUIG4IFhMorCE0g/fDAwRhPT5AmR/nOx7r
-        PvBo1PRazwBujCUegw7uHk/I8eJH28Z5uwuvqFAro0JbeeTBmvh2IOtgQI8JY49D7v4qCjhvO0cV
-        2b84PFesRzmY6p7AM0aWuJ7G21NV12KVROJKh1ltILhoUU7MqWPeS2VnQDKL/NbLe9pjbGWa/5Gf
-        ACHQEcrKeZRKXOed1jzGW/xo7VLxYBgC+mclsCKFPv4GiTXv9XggEF4CYVfVyjTonVfjldSuysWq
-        WGd1sVlBckz+AQAA//8DAKv/0dE0AwAA
-    headers:
-      CF-RAY:
-      - 996f4755989559cb-MXP
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Fri, 31 Oct 2025 01:11:29 GMT
-      Server:
-      - cloudflare
-      Strict-Transport-Security:
-      - max-age=31536000; includeSubDomains; preload
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - nosniff
-      access-control-expose-headers:
-      - X-Request-ID
-      alt-svc:
-      - h3=":443"; ma=86400
-      cf-cache-status:
-      - DYNAMIC
-      openai-organization:
-      - crewai-iuxna1
-      openai-processing-ms:
-      - '400'
-      openai-project:
-      - proj_xitITlrFeen7zjNSzML82h9x
-      openai-version:
-      - '2020-10-01'
-      x-envoy-upstream-service-time:
-      - '659'
-      x-openai-proxy-wasm:
-      - v0.1
-      x-ratelimit-limit-project-tokens:
-      - '150000000'
-      x-ratelimit-limit-requests:
-      - '30000'
-      x-ratelimit-limit-tokens:
-      - '150000000'
-      x-ratelimit-remaining-project-tokens:
-      - '149999955'
-      x-ratelimit-remaining-requests:
-      - '29999'
-      x-ratelimit-remaining-tokens:
-      - '149999955'
-      x-ratelimit-reset-project-tokens:
-      - 0s
-      x-ratelimit-reset-requests:
-      - 2ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_7829900551634a0db8009042f31db7fc
     status:
       code: 200
       message: OK

lib/crewai/tests/cassettes/test_output_pydantic_to_another_task.yaml

@@ -1,105 +1,4 @@
 interactions:
-- request:
-    body: '{"trace_id": "f4e3d2a7-6f34-4327-afca-c78e71cadd72", "execution_type":
-      "crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
-      "crew_name": "crew", "flow_name": null, "crewai_version": "1.2.1", "privacy_level":
-      "standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
-      0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-10-31T21:52:20.918825+00:00"},
-      "ephemeral_trace_id": "f4e3d2a7-6f34-4327-afca-c78e71cadd72"}'
-    headers:
-      Accept:
-      - '*/*'
-      Accept-Encoding:
-      - gzip, deflate, zstd
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '488'
-      Content-Type:
-      - application/json
-      User-Agent:
-      - CrewAI-CLI/1.2.1
-      X-Crewai-Organization-Id:
-      - 73c2b193-f579-422c-84c7-76a39a1da77f
-      X-Crewai-Version:
-      - 1.2.1
-    method: POST
-    uri: https://app.crewai.com/crewai_plus/api/v1/tracing/ephemeral/batches
-  response:
-    body:
-      string: '{"id":"2adb4334-2adb-4585-90b9-03921447ab54","ephemeral_trace_id":"f4e3d2a7-6f34-4327-afca-c78e71cadd72","execution_type":"crew","crew_name":"crew","flow_name":null,"status":"running","duration_ms":null,"crewai_version":"1.2.1","total_events":0,"execution_context":{"crew_fingerprint":null,"crew_name":"crew","flow_name":null,"crewai_version":"1.2.1","privacy_level":"standard"},"created_at":"2025-10-31T21:52:21.259Z","updated_at":"2025-10-31T21:52:21.259Z","access_code":"TRACE-c984d48836","user_identifier":null}'
-    headers:
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '515'
-      Content-Type:
-      - application/json; charset=utf-8
-      Date:
-      - Fri, 31 Oct 2025 21:52:21 GMT
-      cache-control:
-      - no-store
-      content-security-policy:
-      - 'default-src ''self'' *.app.crewai.com app.crewai.com; script-src ''self''
-        ''unsafe-inline'' *.app.crewai.com app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts
-        https://www.gstatic.com https://run.pstmn.io https://apis.google.com https://apis.google.com/js/api.js
-        https://accounts.google.com https://accounts.google.com/gsi/client https://cdnjs.cloudflare.com/ajax/libs/normalize/8.0.1/normalize.min.css.map
-        https://*.google.com https://docs.google.com https://slides.google.com https://js.hs-scripts.com
-        https://js.sentry-cdn.com https://browser.sentry-cdn.com https://www.googletagmanager.com
-        https://js-na1.hs-scripts.com https://js.hubspot.com http://js-na1.hs-scripts.com
-        https://bat.bing.com https://cdn.amplitude.com https://cdn.segment.com https://d1d3n03t5zntha.cloudfront.net/
-        https://descriptusercontent.com https://edge.fullstory.com https://googleads.g.doubleclick.net
-        https://js.hs-analytics.net https://js.hs-banner.com https://js.hsadspixel.net
-        https://js.hscollectedforms.net https://js.usemessages.com https://snap.licdn.com
-        https://static.cloudflareinsights.com https://static.reo.dev https://www.google-analytics.com
-        https://share.descript.com/; style-src ''self'' ''unsafe-inline'' *.app.crewai.com
-        app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self'' data:
-        *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
-        https://cdn.jsdelivr.net https://forms.hsforms.com https://track.hubspot.com
-        https://px.ads.linkedin.com https://px4.ads.linkedin.com https://www.google.com
-        https://www.google.com.br; font-src ''self'' data: *.app.crewai.com app.crewai.com;
-        connect-src ''self'' *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com
-        https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
-        https://run.pstmn.io https://connect.tools.crewai.com/ https://*.sentry.io
-        https://www.google-analytics.com https://edge.fullstory.com https://rs.fullstory.com
-        https://api.hubspot.com https://forms.hscollectedforms.net https://api.hubapi.com
-        https://px.ads.linkedin.com https://px4.ads.linkedin.com https://google.com/pagead/form-data/16713662509
-        https://google.com/ccm/form-data/16713662509 https://www.google.com/ccm/collect
-        https://worker-actionkit.tools.crewai.com https://api.reo.dev; frame-src ''self''
-        *.app.crewai.com app.crewai.com https://connect.useparagon.com/ https://zeus.tools.crewai.com
-        https://zeus.useparagon.com/* https://connect.tools.crewai.com/ https://docs.google.com
-        https://drive.google.com https://slides.google.com https://accounts.google.com
-        https://*.google.com https://app.hubspot.com/ https://td.doubleclick.net https://www.googletagmanager.com/
-        https://www.youtube.com https://share.descript.com'
-      etag:
-      - W/"de8355cd003b150e7c530e4f15d97140"
-      expires:
-      - '0'
-      permissions-policy:
-      - camera=(), microphone=(self), geolocation=()
-      pragma:
-      - no-cache
-      referrer-policy:
-      - strict-origin-when-cross-origin
-      strict-transport-security:
-      - max-age=63072000; includeSubDomains
-      vary:
-      - Accept
-      x-content-type-options:
-      - nosniff
-      x-frame-options:
-      - SAMEORIGIN
-      x-permitted-cross-domain-policies:
-      - none
-      x-request-id:
-      - 09d43be3-106a-44dd-a9a2-816d53f91d5d
-      x-runtime:
-      - '0.066900'
-      x-xss-protection:
-      - 1; mode=block
-    status:
-      code: 201
-      message: Created
 - request:
     body: '{"messages":[{"role":"system","content":"You are Scorer. You''re an expert
       scorer, specialized in scoring titles.\nYour personal goal is: Score the title\nTo
@@ -110,13 +9,14 @@ interactions:
       Task: Give me an integer score between 1-5 for the following title: ''The impact
       of AI in the future of work''\n\nThis is the expected criteria for your final
       answer: The score of the title.\nyou MUST return the actual complete content
-      as the final answer, not a summary.\nEnsure your final answer contains only
+      as the final answer, not a summary.\nEnsure your final answer strictly adheres
-      the content in the following format: {\n  \"properties\": {\n    \"score\":
+      to the following OpenAPI schema: {\n  \"properties\": {\n    \"score\": {\n      \"title\":
-      {\n      \"title\": \"Score\",\n      \"type\": \"integer\"\n    }\n  },\n  \"required\":
+      \"Score\",\n      \"type\": \"integer\"\n    }\n  },\n  \"required\": [\n    \"score\"\n  ],\n  \"title\":
-      [\n    \"score\"\n  ],\n  \"title\": \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\":
+      \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\": false\n}\n\nDo
-      false\n}\n\nEnsure the final output does not include any code block markers
+      not include the OpenAPI schema in the final output. Ensure the final output
-      like ```json or ```python.\n\nBegin! This is VERY important to you, use the
+      does not include any code block markers like ```json or ```python.\n\nBegin!
-      tools available and give your best Final Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4o"}'
+      This is VERY important to you, use the tools available and give your best Final
+      Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4o"}'
     headers:
       accept:
       - application/json
@@ -125,7 +25,7 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '1334'
+      - '1388'
       content-type:
       - application/json
       host:
@@ -149,26 +49,23 @@ interactions:
       x-stainless-runtime:
       - CPython
       x-stainless-runtime-version:
-      - 3.12.10
+      - 3.12.9
     method: POST
     uri: https://api.openai.com/v1/chat/completions
   response:
     body:
       string: !!binary |
-        H4sIAAAAAAAAAwAAAP//jFPLbtswELz7KxY824WdOPHjFgQokPbQFi2aolEgrMmVzIQiWXLlNAn8
+        H4sIAAAAAAAAAwAAAP//jFLBbtswDL37Kwie48FOHCf1bStQoC2G3YYVS2EoEu1okyVBktsOQf59
-        7wElxZLTFuhFAmf2Ncvh8whAaCXWIOQWWVbeTC6vw8fi+pF31dWHO39xap++XH3/ef9kLpc/7sQ4
+        kJ3G7tYBuxgwH9/TeySPCQBKgRUgP7DAO6vS64c2uxMb+nL37fa6fOD5y6fspvxKq/v7/DMuIsPs
-        ZbjNHUl+zXonXeUNsXa2pWUgZEpVZ4vz2Wq+OJvPGqJyikxKKz1P5m5yMj2ZT6bLyfS8S9w6LSmK
+        fxAPr6wP3HRWUZBGjzB3xAJF1XxTLlfbrFznA9AZQSrSWhvSwqTLbFmk2TbNyjPxYCQnjxV8TwAA
-        NdyMAACem28a0Sr6LdYwHb8iFcWIJYn1IQhABGcSIjBGHRkti3FPSmeZbDP1FVj3ABItlHpHgFCm
+        jsM3WtSCXrCCbPFa6ch71hJWlyYAdEbFCjLvpQ9MB1xMIDc6kB5c34I2z8CZhlY+ETBoo2Ng2j+T
-        iQFtfKCQ2ffaooGL5rSG58wCZMIH5ymwppiJDkxwlC7QAEkYazYNlomvLT0ekI++47RlKikcsYqi
+        2+kbqZmCj8NfBccdem4c7bCC4jRXdNT0nsVAuldqBjCtTWBxIEOWxzNyurhXprXO7P0fVGyklv5Q
-        DNqnXbZB37YESU5pSUHTDAoXgLcETRvYYCQFzoLmCIEM7dBKArQKdOVRciba8vv0249bNYF+1TqQ
+        O2Le6OjUB2NxQE8JwOMwpf5NcLTOdDbUwfyk4bnlVTHq4bSXCc03ZzCYwNRUX+X54h29WlBgUvnZ
-        Sk1u3mhJx9su7q2UTzX7mruRh2JaSxwIVEonEWg+H+2tQBOpizmsbp7Z/fCmAhV1xGQUWxszINBa
+        nJEzfiAxUaelsF5IMwOSWeq/3bynPSaXuv0f+QngnGwgUVtHQvK3iac2R/Fs/9V2mfJgGD25J8mp
-        x5jqNh657Zj9wRXGlT64TXyTKgptddzmgTA6mxwQ2XnRsPtRUpvcVx8ZKl145Tlnd09Nu5PlrK0n
+        DpJc3ISghvVqvCj0v3ygrm6kbslZJ8ezamxdrtdlIbZ7tsbklPwGAAD//wMAQREcd18DAAA=
-        er/37GrVkewYTY+fLjvPHtfLFTFqEwf+FRLlllSf2psda6XdgBgNVP85zd9qt8q1Lf+nfE9ISZ5J
-        5T6Q0vJYcR8WKN39v8IOW24GFpHCTkvKWVNIN6GowNq0L1XEx8hU5YW2JQUfdPtcC5/LTTFbLM/O
-        zhditB+9AAAA//8DAB7xWDm3BAAA
     headers:
       CF-RAY:
-      - 99766103c9f57d16-EWR
+      - REDACTED-RAY
       Connection:
       - keep-alive
       Content-Encoding:
@@ -176,14 +73,14 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Fri, 31 Oct 2025 21:52:23 GMT
+      - Wed, 05 Nov 2025 22:10:52 GMT
       Server:
       - cloudflare
       Set-Cookie:
-      - __cf_bm=M0OyXPOd4vZCE92p.8e.is2jhrt7g6vYTBI3Y2Pg7PE-1761947543-1.0.1.1-orJHNWV50gzMMUsFex2S_O1ofp7KQ_r.9iAzzWwYGyBW1puzUvacw0OkY2KXSZf2mcUI_Rwg6lzRuwAT6WkysTCS52D.rp3oNdgPcSk3JSk;
+      - __cf_bm=REDACTED;
-        path=/; expires=Fri, 31-Oct-25 22:22:23 GMT; domain=.api.openai.com; HttpOnly;
+        path=/; expires=Wed, 05-Nov-25 22:40:52 GMT; domain=.api.openai.com; HttpOnly;
         Secure; SameSite=None
-      - _cfuvid=LmEPJTcrhfn7YibgpOHVOK1U30pNnM9.PFftLZG98qs-1761947543691-0.0.1.1-604800000;
+      - _cfuvid=REDACTED;
         path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
       Strict-Transport-Security:
       - max-age=31536000; includeSubDomains; preload
@@ -198,37 +95,31 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - user-hortuttj2f3qtmxyik2zxf4q
       openai-processing-ms:
-      - '1824'
+      - '1337'
       openai-project:
-      - proj_xitITlrFeen7zjNSzML82h9x
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
       openai-version:
       - '2020-10-01'
       x-envoy-upstream-service-time:
-      - '1855'
+      - '1487'
       x-openai-proxy-wasm:
       - v0.1
-      x-ratelimit-limit-project-requests:
-      - '10000'
       x-ratelimit-limit-requests:
-      - '10000'
+      - '500'
       x-ratelimit-limit-tokens:
-      - '30000000'
+      - '30000'
-      x-ratelimit-remaining-project-requests:
-      - '9999'
       x-ratelimit-remaining-requests:
-      - '9999'
+      - '499'
       x-ratelimit-remaining-tokens:
-      - '29999700'
+      - '29687'
-      x-ratelimit-reset-project-requests:
-      - 6ms
       x-ratelimit-reset-requests:
-      - 6ms
+      - 120ms
       x-ratelimit-reset-tokens:
-      - 0s
+      - 626ms
       x-request-id:
-      - req_ef5bf5e7aa51435489f0c9d725916ff7
+      - req_REDACTED
     status:
       code: 200
       message: OK
@@ -244,16 +135,14 @@ interactions:
       Jedi'', you MUST give it a score, use your best judgment\n\nThis is the expected
       criteria for your final answer: The score of the title.\nyou MUST return the
       actual complete content as the final answer, not a summary.\nEnsure your final
-      answer contains only the content in the following format: {\n  \"properties\":
+      answer strictly adheres to the following OpenAPI schema: {\n  \"properties\":
       {\n    \"score\": {\n      \"title\": \"Score\",\n      \"type\": \"integer\"\n    }\n  },\n  \"required\":
       [\n    \"score\"\n  ],\n  \"title\": \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\":
-      false\n}\n\nEnsure the final output does not include any code block markers
+      false\n}\n\nDo not include the OpenAPI schema in the final output. Ensure the
-      like ```json or ```python.\n\nThis is the context you''re working with:\n{\n  \"properties\":
+      final output does not include any code block markers like ```json or ```python.\n\nThis
-      {\n    \"score\": {\n      \"title\": \"Score\",\n      \"type\": \"integer\",\n      \"description\":
+      is the context you''re working with:\n{\"score\": 4}\n\nBegin! This is VERY
-      \"The assigned score for the title based on its relevance and impact\"\n    }\n  },\n  \"required\":
+      important to you, use the tools available and give your best Final Answer, your
-      [\n    \"score\"\n  ],\n  \"title\": \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\":
+      job depends on it!\n\nThought:"}],"model":"gpt-4o"}'
-      false,\n  \"score\": 4\n}\n\nBegin! This is VERY important to you, use the tools
-      available and give your best Final Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4o"}'
     headers:
       accept:
       - application/json
@@ -262,12 +151,12 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '1840'
+      - '1550'
       content-type:
       - application/json
       cookie:
-      - __cf_bm=M0OyXPOd4vZCE92p.8e.is2jhrt7g6vYTBI3Y2Pg7PE-1761947543-1.0.1.1-orJHNWV50gzMMUsFex2S_O1ofp7KQ_r.9iAzzWwYGyBW1puzUvacw0OkY2KXSZf2mcUI_Rwg6lzRuwAT6WkysTCS52D.rp3oNdgPcSk3JSk;
+      - __cf_bm=REDACTED;
-        _cfuvid=LmEPJTcrhfn7YibgpOHVOK1U30pNnM9.PFftLZG98qs-1761947543691-0.0.1.1-604800000
+        _cfuvid=REDACTED
       host:
       - api.openai.com
       user-agent:
@@ -289,25 +178,23 @@ interactions:
       x-stainless-runtime:
       - CPython
       x-stainless-runtime-version:
-      - 3.12.10
+      - 3.12.9
     method: POST
     uri: https://api.openai.com/v1/chat/completions
   response:
     body:
       string: !!binary |
-        H4sIAAAAAAAAAwAAAP//jJNdb5swFIbv8yssX5OJpCRpuJumrZoqtdO6rRelQo59AG/G9uxDuyji
+        H4sIAAAAAAAAAwAAAP//jFJNa9wwEL37VwxzXhfHm/2ob00gtPRQSiildIOZlce2WllSJTlpWPa/
-        v1cGGkjWSbsB+Tzn0+/xYUYIlYKmhPKKIa+tmn+4d9fyvr76Wl5cXcer2215s5R3H3c/xPf9DY1C
+        F9mbtbcf0ItAevOe3puZQwKAssICULQURGdVevulyd7L6sOnPNi2/dF+Xr9+bu5v7vv925uPuIgM
-        hNn9BI6vUe+4qa0ClEb3mDtgCCHrYrNebJPNKkk6UBsBKoSVFueJmS/jZTKPL+fxegisjOTgaUoe
+        s//GIrywXgnTWcVBGj3CwjEFjqpXm3W+3GbrVT4AnalYRVpjQ3pt0jzLr9Nsm2brE7E1UrDHAr4m
-        ZoQQcui+oUUt4A9NSRy9WmrwnpVA06MTIdQZFSyUeS89Mo00GiE3GkF3XX+rTFNWmJLPRJtnwpkm
+        AACH4YwWdcU/sYBs8fLSsffUMBbnIgB0RsUXJO+lD6QDLiZQGB1YD67fgTZPIEhDIx8ZCJroGEj7
-        pXwCwkgZWidM+2dwmf4kNVPkfXdKySHThGTUOmPBoQSf0cEYzJ4bBxNLsKFE1dkyetfjaAL3dmBS
+        J3Y7fSc1KXgz3Ao47NAL43iHBayOc0XHde8pBtK9UjOAtDaBYkOGLA8n5Hh2r0xjndn736hYSy19
-        I5TgMtrDNvzaqK/m4HcjHYjg+XBWKxwfB7/zUrcN2gaHgtNivXZHwISQQTmmvpzMVTDlYfA5jpZk
+        Wzomb3R06oOxOKDHBOBh6FJ/ERytM50NZTDfefhuuVyOejjNZUKvNicwmEBqxlqdenupV1YcSCo/
-        up1eqYOi8SwoqhulJoBpbZCFvJ2YjwNpj/IpU1pndv4slBZSS1/lDpg3Okjl0Vja0XYWpg1r0pwo
+        6zMKEi1XE3UaCvWVNDMgmaX+083ftMfkUjf/Iz8BQrANXJXWcSXFZeKpzHFc23+Vnbs8GEbP7lEK
-        HwSpLeZofkFXLomXfT46LuZILy8GiAaZmkRdrqI38uUCkEnlJ4tGOeMViDF03ErWCGkmYDaZ+u9u
+        LoNkFydRcU29GjcK/bMP3JW11A076+S4VrUtabPdihVxnWFyTH4BAAD//wMAt5Pw3F8DAAA=
-        3srdTy51+T/pR8A5WASRWwdC8tOJRzcHQft/uR1vuWuYenBPkkOOElxQQkDBGtU/Ker3HqHOC6lL
-        cNbJ/l0VNl+stut1wra7DZ21sxcAAAD//wMAwih5UmAEAAA=
     headers:
       CF-RAY:
-      - 99766114cf7c7d16-EWR
+      - REDACTED-RAY
       Connection:
       - keep-alive
       Content-Encoding:
@@ -315,7 +202,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Fri, 31 Oct 2025 21:52:25 GMT
+      - Wed, 05 Nov 2025 22:10:53 GMT
       Server:
       - cloudflare
       Strict-Transport-Security:
@@ -331,37 +218,31 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - user-hortuttj2f3qtmxyik2zxf4q
       openai-processing-ms:
-      - '1188'
+      - '1009'
       openai-project:
-      - proj_xitITlrFeen7zjNSzML82h9x
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
       openai-version:
       - '2020-10-01'
       x-envoy-upstream-service-time:
-      - '1206'
+      - '1106'
       x-openai-proxy-wasm:
       - v0.1
-      x-ratelimit-limit-project-requests:
-      - '10000'
       x-ratelimit-limit-requests:
-      - '10000'
+      - '500'
       x-ratelimit-limit-tokens:
-      - '30000000'
+      - '30000'
-      x-ratelimit-remaining-project-requests:
-      - '9999'
       x-ratelimit-remaining-requests:
-      - '9999'
+      - '499'
       x-ratelimit-remaining-tokens:
-      - '29999586'
+      - '29647'
-      x-ratelimit-reset-project-requests:
-      - 6ms
       x-ratelimit-reset-requests:
-      - 6ms
+      - 120ms
       x-ratelimit-reset-tokens:
-      - 0s
+      - 706ms
       x-request-id:
-      - req_030ffb3d92bb47589d61d50b48f068d4
+      - req_REDACTED
     status:
       code: 200
       message: OK

lib/crewai/tests/cassettes/test_save_task_json_output.yaml

@@ -1,257 +1,136 @@
 interactions:
 - request:
-    body: '{"messages": [{"role": "system", "content": "You are Scorer. You''re an
+    body: '{"trace_id": "00000000-0000-0000-0000-000000000000", "execution_type":
-      expert scorer, specialized in scoring titles.\nYour personal goal is: Score
+      "crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
-      the title\nTo give my best complete final answer to the task use the exact following
+      "crew_name": "crew", "flow_name": null, "crewai_version": "1.3.0", "privacy_level":
-      format:\n\nThought: I now can give a great answer\nFinal Answer: Your final
+      "standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
-      answer must be the great and the most complete as possible, it must be outcome
+      0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-11-05T22:10:38.307164+00:00"},
-      described.\n\nI MUST use these formats, my job depends on it!"}, {"role": "user",
+      "ephemeral_trace_id": "00000000-0000-0000-0000-000000000000"}'
-      "content": "\nCurrent Task: Give me an integer score between 1-5 for the following
-      title: ''The impact of AI in the future of work''\n\nThis is the expect criteria
-      for your final answer: The score of the title.\nyou MUST return the actual complete
-      content as the final answer, not a summary.\n\nBegin! This is VERY important
-      to you, use the tools available and give your best Final Answer, your job depends
-      on it!\n\nThought:"}], "model": "gpt-4o"}'
-    headers:
-      accept:
-      - application/json
-      accept-encoding:
-      - gzip, deflate
-      connection:
-      - keep-alive
-      content-length:
-      - '915'
-      content-type:
-      - application/json
-      cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.47.0
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.47.0
-      x-stainless-raw-response:
-      - 'true'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.11.7
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    content: "{\n  \"id\": \"chatcmpl-AB7gLWcgGc51SE8JOmR5KTAnU3XHn\",\n  \"object\":
-      \"chat.completion\",\n  \"created\": 1727214501,\n  \"model\": \"gpt-4o-2024-05-13\",\n
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-      \"assistant\",\n        \"content\": \"I now can give a great answer\\nFinal
-      Answer: 4\",\n        \"refusal\": null\n      },\n      \"logprobs\": null,\n
-      \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
-      186,\n    \"completion_tokens\": 13,\n    \"total_tokens\": 199,\n    \"completion_tokens_details\":
-      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_52a7f40b0b\"\n}\n"
-    headers:
-      CF-Cache-Status:
-      - DYNAMIC
-      CF-RAY:
-      - 8c85fa681aae1cf3-GRU
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Tue, 24 Sep 2024 21:48:21 GMT
-      Server:
-      - cloudflare
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - nosniff
-      access-control-expose-headers:
-      - X-Request-ID
-      openai-organization:
-      - crewai-iuxna1
-      openai-processing-ms:
-      - '165'
-      openai-version:
-      - '2020-10-01'
-      strict-transport-security:
-      - max-age=31536000; includeSubDomains; preload
-      x-ratelimit-limit-requests:
-      - '10000'
-      x-ratelimit-limit-tokens:
-      - '30000000'
-      x-ratelimit-remaining-requests:
-      - '9999'
-      x-ratelimit-remaining-tokens:
-      - '29999781'
-      x-ratelimit-reset-requests:
-      - 6ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_2b2337796a8c3494046908ea09b8246c
-    http_version: HTTP/1.1
-    status_code: 200
-- request:
-    body: !!binary |
-      CoEpCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkS2CgKEgoQY3Jld2FpLnRl
-      bGVtZXRyeRKQAgoQhLhVvOnglfVOi+c2xoWiyBII1Y/SAd6OFdMqDlRhc2sgRXhlY3V0aW9uMAE5
-      KB3Nwm5M+BdB4Bg2KG9M+BdKLgoIY3Jld19rZXkSIgogZDQyNjA4MzNhYjBjMjBiYjQ0OTIyYzc5
-      OWFhOTZiNGFKMQoHY3Jld19pZBImCiQyMTZiZGRkNi1jNWE5LTQ0OTYtYWVjNy1iM2UwMGE3NDk0
-      NWNKLgoIdGFza19rZXkSIgogNjA5ZGVlMzkxMDg4Y2QxYzg3YjhmYTY2YWE2N2FkYmVKMQoHdGFz
-      a19pZBImCiRiZGQ4YmVmMS1mYTU2LTRkMGMtYWI0NC03YjIxNGM2Njg4YjV6AhgBhQEAAQAAEv8I
-      ChBPYylfehvX8BbndToiYG8mEgjmS5KdOSYVrioMQ3JldyBDcmVhdGVkMAE5KD/4KW9M+BdBuBX7
-      KW9M+BdKGgoOY3Jld2FpX3ZlcnNpb24SCAoGMC42MS4wShoKDnB5dGhvbl92ZXJzaW9uEggKBjMu
-      MTEuN0ouCghjcmV3X2tleRIiCiBhOTU0MGNkMGVhYTUzZjY3NTQzN2U5YmQ0ZmE1ZTQ0Y0oxCgdj
-      cmV3X2lkEiYKJGIwY2JjYzI3LTFhZjAtNDU4Mi04YzlkLTE1NTQ0ZjU3MGE2Y0ocCgxjcmV3X3By
-      b2Nlc3MSDAoKc2VxdWVudGlhbEoRCgtjcmV3X21lbW9yeRICEABKGgoUY3Jld19udW1iZXJfb2Zf
-      dGFza3MSAhgCShsKFWNyZXdfbnVtYmVyX29mX2FnZW50cxICGAFKyAIKC2NyZXdfYWdlbnRzErgC
-      CrUCW3sia2V5IjogIjkyZTdlYjE5MTY2NGM5MzU3ODVlZDdkNDI0MGEyOTRkIiwgImlkIjogImU5
-      MjVlMDQzLTU3YjgtNDYyNS1iYTQ1LTNhNzQzY2QwOWE4YSIsICJyb2xlIjogIlNjb3JlciIsICJ2
-      ZXJib3NlPyI6IGZhbHNlLCAibWF4X2l0ZXIiOiAxNSwgIm1heF9ycG0iOiBudWxsLCAiZnVuY3Rp
-      b25fY2FsbGluZ19sbG0iOiAiIiwgImxsbSI6ICJncHQtNG8iLCAiZGVsZWdhdGlvbl9lbmFibGVk
-      PyI6IGZhbHNlLCAiYWxsb3dfY29kZV9leGVjdXRpb24/IjogZmFsc2UsICJtYXhfcmV0cnlfbGlt
-      aXQiOiAyLCAidG9vbHNfbmFtZXMiOiBbXX1dSuQDCgpjcmV3X3Rhc2tzEtUDCtIDW3sia2V5Ijog
-      IjI3ZWYzOGNjOTlkYTRhOGRlZDcwZWQ0MDZlNDRhYjg2IiwgImlkIjogIjQ0YjE0OTMyLWIxMDAt
-      NDFkMC04YzBmLTgwODRlNTU4YmEzZCIsICJhc3luY19leGVjdXRpb24/IjogZmFsc2UsICJodW1h
-      bl9pbnB1dD8iOiBmYWxzZSwgImFnZW50X3JvbGUiOiAiU2NvcmVyIiwgImFnZW50X2tleSI6ICI5
-      MmU3ZWIxOTE2NjRjOTM1Nzg1ZWQ3ZDQyNDBhMjk0ZCIsICJ0b29sc19uYW1lcyI6IFtdfSwgeyJr
-      ZXkiOiAiYjBkMzRhNmY2MjFhN2IzNTgwZDVkMWY0ZTI2NjViOTIiLCAiaWQiOiAiYTMwY2MzMTct
-      ZjcwMi00ZDZkLWE3NWItY2MxZDI3OWM3YWZhIiwgImFzeW5jX2V4ZWN1dGlvbj8iOiBmYWxzZSwg
-      Imh1bWFuX2lucHV0PyI6IGZhbHNlLCAiYWdlbnRfcm9sZSI6ICJTY29yZXIiLCAiYWdlbnRfa2V5
-      IjogIjkyZTdlYjE5MTY2NGM5MzU3ODVlZDdkNDI0MGEyOTRkIiwgInRvb2xzX25hbWVzIjogW119
-      XXoCGAGFAQABAAASjgIKEOwmsObl8Aep6MgWWZBR25ISCMk2VYgEdtVpKgxUYXNrIENyZWF0ZWQw
-      ATnYkggqb0z4F0GY8Agqb0z4F0ouCghjcmV3X2tleRIiCiBhOTU0MGNkMGVhYTUzZjY3NTQzN2U5
-      YmQ0ZmE1ZTQ0Y0oxCgdjcmV3X2lkEiYKJGIwY2JjYzI3LTFhZjAtNDU4Mi04YzlkLTE1NTQ0ZjU3
-      MGE2Y0ouCgh0YXNrX2tleRIiCiAyN2VmMzhjYzk5ZGE0YThkZWQ3MGVkNDA2ZTQ0YWI4NkoxCgd0
-      YXNrX2lkEiYKJDQ0YjE0OTMyLWIxMDAtNDFkMC04YzBmLTgwODRlNTU4YmEzZHoCGAGFAQABAAAS
-      kAIKEM8nkjhkcMAAcDa5TcwWiVMSCEmwL0+H+FIbKg5UYXNrIEV4ZWN1dGlvbjABOagXCSpvTPgX
-      QXB/goBvTPgXSi4KCGNyZXdfa2V5EiIKIGE5NTQwY2QwZWFhNTNmNjc1NDM3ZTliZDRmYTVlNDRj
-      SjEKB2NyZXdfaWQSJgokYjBjYmNjMjctMWFmMC00NTgyLThjOWQtMTU1NDRmNTcwYTZjSi4KCHRh
-      c2tfa2V5EiIKIDI3ZWYzOGNjOTlkYTRhOGRlZDcwZWQ0MDZlNDRhYjg2SjEKB3Rhc2tfaWQSJgok
-      NDRiMTQ5MzItYjEwMC00MWQwLThjMGYtODA4NGU1NThiYTNkegIYAYUBAAEAABKOAgoQIV5wjBGq
-      gGxaW4dd0yo9yhIIySKkZmJIz2AqDFRhc2sgQ3JlYXRlZDABOdgW3YBvTPgXQXh/44BvTPgXSi4K
-      CGNyZXdfa2V5EiIKIGE5NTQwY2QwZWFhNTNmNjc1NDM3ZTliZDRmYTVlNDRjSjEKB2NyZXdfaWQS
-      JgokYjBjYmNjMjctMWFmMC00NTgyLThjOWQtMTU1NDRmNTcwYTZjSi4KCHRhc2tfa2V5EiIKIGIw
-      ZDM0YTZmNjIxYTdiMzU4MGQ1ZDFmNGUyNjY1YjkySjEKB3Rhc2tfaWQSJgokYTMwY2MzMTctZjcw
-      Mi00ZDZkLWE3NWItY2MxZDI3OWM3YWZhegIYAYUBAAEAABKQAgoQDWnyLVhFvJ9HGT8paVXkJxII
-      WoynnEyhCrsqDlRhc2sgRXhlY3V0aW9uMAE5INvkgG9M+BdBELqp3W9M+BdKLgoIY3Jld19rZXkS
-      IgogYTk1NDBjZDBlYWE1M2Y2NzU0MzdlOWJkNGZhNWU0NGNKMQoHY3Jld19pZBImCiRiMGNiY2My
-      Ny0xYWYwLTQ1ODItOGM5ZC0xNTU0NGY1NzBhNmNKLgoIdGFza19rZXkSIgogYjBkMzRhNmY2MjFh
-      N2IzNTgwZDVkMWY0ZTI2NjViOTJKMQoHdGFza19pZBImCiRhMzBjYzMxNy1mNzAyLTRkNmQtYTc1
-      Yi1jYzFkMjc5YzdhZmF6AhgBhQEAAQAAEpYHChAKN7rFU9r/qXd3Pi0qtGuuEghWidwFFzXA+CoM
-      Q3JldyBDcmVhdGVkMAE5gKn93m9M+BdBCAQH329M+BdKGgoOY3Jld2FpX3ZlcnNpb24SCAoGMC42
-      MS4wShoKDnB5dGhvbl92ZXJzaW9uEggKBjMuMTEuN0ouCghjcmV3X2tleRIiCiA1ZTZlZmZlNjgw
-      YTVkOTdkYzM4NzNiMTQ4MjVjY2ZhM0oxCgdjcmV3X2lkEiYKJGZkZGI4MDY3LTUyZDQtNDRmNC1h
-      ZmU1LTU4Y2UwYmJjM2NjNkocCgxjcmV3X3Byb2Nlc3MSDAoKc2VxdWVudGlhbEoRCgtjcmV3X21l
-      bW9yeRICEABKGgoUY3Jld19udW1iZXJfb2ZfdGFza3MSAhgBShsKFWNyZXdfbnVtYmVyX29mX2Fn
-      ZW50cxICGAFKyAIKC2NyZXdfYWdlbnRzErgCCrUCW3sia2V5IjogIjkyZTdlYjE5MTY2NGM5MzU3
-      ODVlZDdkNDI0MGEyOTRkIiwgImlkIjogIjE2ZGQ4NmUzLTk5Y2UtNDVhZi1iYzY5LTk3NDMxOTBl
-      YjUwMiIsICJyb2xlIjogIlNjb3JlciIsICJ2ZXJib3NlPyI6IGZhbHNlLCAibWF4X2l0ZXIiOiAx
-      NSwgIm1heF9ycG0iOiBudWxsLCAiZnVuY3Rpb25fY2FsbGluZ19sbG0iOiAiIiwgImxsbSI6ICJn
-      cHQtNG8iLCAiZGVsZWdhdGlvbl9lbmFibGVkPyI6IGZhbHNlLCAiYWxsb3dfY29kZV9leGVjdXRp
-      b24/IjogZmFsc2UsICJtYXhfcmV0cnlfbGltaXQiOiAyLCAidG9vbHNfbmFtZXMiOiBbXX1dSvsB
-      CgpjcmV3X3Rhc2tzEuwBCukBW3sia2V5IjogIjI3ZWYzOGNjOTlkYTRhOGRlZDcwZWQ0MDZlNDRh
-      Yjg2IiwgImlkIjogIjA1OWZjYmM2LWUzOWItNDIyMS1iZGUyLTZiNTBkN2I3MWRlMCIsICJhc3lu
-      Y19leGVjdXRpb24/IjogZmFsc2UsICJodW1hbl9pbnB1dD8iOiBmYWxzZSwgImFnZW50X3JvbGUi
-      OiAiU2NvcmVyIiwgImFnZW50X2tleSI6ICI5MmU3ZWIxOTE2NjRjOTM1Nzg1ZWQ3ZDQyNDBhMjk0
-      ZCIsICJ0b29sc19uYW1lcyI6IFtdfV16AhgBhQEAAQAAEo4CChAUgMiGvp21ReE/B78im5S7Eghi
-      jovsilVpfyoMVGFzayBDcmVhdGVkMAE5+Jkm329M+BdB+JMn329M+BdKLgoIY3Jld19rZXkSIgog
-      NWU2ZWZmZTY4MGE1ZDk3ZGMzODczYjE0ODI1Y2NmYTNKMQoHY3Jld19pZBImCiRmZGRiODA2Ny01
-      MmQ0LTQ0ZjQtYWZlNS01OGNlMGJiYzNjYzZKLgoIdGFza19rZXkSIgogMjdlZjM4Y2M5OWRhNGE4
-      ZGVkNzBlZDQwNmU0NGFiODZKMQoHdGFza19pZBImCiQwNTlmY2JjNi1lMzliLTQyMjEtYmRlMi02
-      YjUwZDdiNzFkZTB6AhgBhQEAAQAAEpACChBg/D9k2+taXX67WvVBp+VcEghqguJlB/GnECoOVGFz
-      ayBFeGVjdXRpb24wATlw/Sffb0z4F0FwimsEcEz4F0ouCghjcmV3X2tleRIiCiA1ZTZlZmZlNjgw
-      YTVkOTdkYzM4NzNiMTQ4MjVjY2ZhM0oxCgdjcmV3X2lkEiYKJGZkZGI4MDY3LTUyZDQtNDRmNC1h
-      ZmU1LTU4Y2UwYmJjM2NjNkouCgh0YXNrX2tleRIiCiAyN2VmMzhjYzk5ZGE0YThkZWQ3MGVkNDA2
-      ZTQ0YWI4NkoxCgd0YXNrX2lkEiYKJDA1OWZjYmM2LWUzOWItNDIyMS1iZGUyLTZiNTBkN2I3MWRl
-      MHoCGAGFAQABAAASlgcKEDm+8DkvaTH4DOuPopZIICgSCJDjbz82oeHxKgxDcmV3IENyZWF0ZWQw
-      ATlYhLQGcEz4F0HQvbwGcEz4F0oaCg5jcmV3YWlfdmVyc2lvbhIICgYwLjYxLjBKGgoOcHl0aG9u
-      X3ZlcnNpb24SCAoGMy4xMS43Si4KCGNyZXdfa2V5EiIKIDVlNmVmZmU2ODBhNWQ5N2RjMzg3M2Ix
-      NDgyNWNjZmEzSjEKB2NyZXdfaWQSJgokZTA3OGEwOWUtNmY3MC00YjE1LTkwYjMtMGQ2NDdiNDI1
-      ODBiShwKDGNyZXdfcHJvY2VzcxIMCgpzZXF1ZW50aWFsShEKC2NyZXdfbWVtb3J5EgIQAEoaChRj
-      cmV3X251bWJlcl9vZl90YXNrcxICGAFKGwoVY3Jld19udW1iZXJfb2ZfYWdlbnRzEgIYAUrIAgoL
-      Y3Jld19hZ2VudHMSuAIKtQJbeyJrZXkiOiAiOTJlN2ViMTkxNjY0YzkzNTc4NWVkN2Q0MjQwYTI5
-      NGQiLCAiaWQiOiAiOTkxZWRlZTYtMGI0Ni00OTExLTg5MjQtZjFjN2NiZTg0NzUxIiwgInJvbGUi
-      OiAiU2NvcmVyIiwgInZlcmJvc2U/IjogZmFsc2UsICJtYXhfaXRlciI6IDE1LCAibWF4X3JwbSI6
-      IG51bGwsICJmdW5jdGlvbl9jYWxsaW5nX2xsbSI6ICIiLCAibGxtIjogImdwdC00byIsICJkZWxl
-      Z2F0aW9uX2VuYWJsZWQ/IjogZmFsc2UsICJhbGxvd19jb2RlX2V4ZWN1dGlvbj8iOiBmYWxzZSwg
-      Im1heF9yZXRyeV9saW1pdCI6IDIsICJ0b29sc19uYW1lcyI6IFtdfV1K+wEKCmNyZXdfdGFza3MS
-      7AEK6QFbeyJrZXkiOiAiMjdlZjM4Y2M5OWRhNGE4ZGVkNzBlZDQwNmU0NGFiODYiLCAiaWQiOiAi
-      YjQ0Y2FlODAtMWM3NC00ZjU3LTg4Y2UtMTVhZmZlNDk1NWM2IiwgImFzeW5jX2V4ZWN1dGlvbj8i
-      OiBmYWxzZSwgImh1bWFuX2lucHV0PyI6IGZhbHNlLCAiYWdlbnRfcm9sZSI6ICJTY29yZXIiLCAi
-      YWdlbnRfa2V5IjogIjkyZTdlYjE5MTY2NGM5MzU3ODVlZDdkNDI0MGEyOTRkIiwgInRvb2xzX25h
-      bWVzIjogW119XXoCGAGFAQABAAASjgIKEJKci6aiZkfH4+PbS6B+iqcSCFcq8/ly2cQTKgxUYXNr
-      IENyZWF0ZWQwATnY6ewGcEz4F0FQTe4GcEz4F0ouCghjcmV3X2tleRIiCiA1ZTZlZmZlNjgwYTVk
-      OTdkYzM4NzNiMTQ4MjVjY2ZhM0oxCgdjcmV3X2lkEiYKJGUwNzhhMDllLTZmNzAtNGIxNS05MGIz
-      LTBkNjQ3YjQyNTgwYkouCgh0YXNrX2tleRIiCiAyN2VmMzhjYzk5ZGE0YThkZWQ3MGVkNDA2ZTQ0
-      YWI4NkoxCgd0YXNrX2lkEiYKJGI0NGNhZTgwLTFjNzQtNGY1Ny04OGNlLTE1YWZmZTQ5NTVjNnoC
-      GAGFAQABAAA=
     headers:
       Accept:
       - '*/*'
       Accept-Encoding:
-      - gzip, deflate
+      - gzip, deflate, zstd
       Connection:
       - keep-alive
       Content-Length:
-      - '5252'
+      - '488'
       Content-Type:
-      - application/x-protobuf
+      - application/json
       User-Agent:
-      - OTel-OTLP-Exporter-Python/1.27.0
+      - CrewAI-CLI/1.3.0
+      X-Crewai-Version:
+      - 1.3.0
     method: POST
-    uri: https://telemetry.crewai.com:4319/v1/traces
+    uri: https://app.crewai.com/crewai_plus/api/v1/tracing/ephemeral/batches
   response:
     body:
-      string: "\n\0"
+      string: '{"id": "00000000-0000-0000-0000-000000000000","ephemeral_trace_id": "00000000-0000-0000-0000-000000000000","execution_type":"crew","crew_name":"crew","flow_name":null,"status":"running","duration_ms":null,"crewai_version":"1.3.0","total_events":0,"execution_context":{"crew_fingerprint":null,"crew_name":"crew","flow_name":null,"crewai_version":"1.3.0","privacy_level":"standard"},"created_at":"2025-11-05T22:10:38.904Z","updated_at":"2025-11-05T22:10:38.904Z","access_code": "TRACE-0000000000","user_identifier":null}'
     headers:
+      Connection:
+      - keep-alive
       Content-Length:
-      - '2'
+      - '515'
       Content-Type:
-      - application/x-protobuf
+      - application/json; charset=utf-8
       Date:
-      - Tue, 24 Sep 2024 21:48:22 GMT
+      - Wed, 05 Nov 2025 22:10:38 GMT
+      cache-control:
+      - no-store
+      content-security-policy:
+      - 'default-src ''self'' *.app.crewai.com app.crewai.com; script-src ''self''
+        ''unsafe-inline'' *.app.crewai.com app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts
+        https://www.gstatic.com https://run.pstmn.io https://apis.google.com https://apis.google.com/js/api.js
+        https://accounts.google.com https://accounts.google.com/gsi/client https://cdnjs.cloudflare.com/ajax/libs/normalize/8.0.1/normalize.min.css.map
+        https://*.google.com https://docs.google.com https://slides.google.com https://js.hs-scripts.com
+        https://js.sentry-cdn.com https://browser.sentry-cdn.com https://www.googletagmanager.com
+        https://js-na1.hs-scripts.com https://js.hubspot.com http://js-na1.hs-scripts.com
+        https://bat.bing.com https://cdn.amplitude.com https://cdn.segment.com https://d1d3n03t5zntha.cloudfront.net/
+        https://descriptusercontent.com https://edge.fullstory.com https://googleads.g.doubleclick.net
+        https://js.hs-analytics.net https://js.hs-banner.com https://js.hsadspixel.net
+        https://js.hscollectedforms.net https://js.usemessages.com https://snap.licdn.com
+        https://static.cloudflareinsights.com https://static.reo.dev https://www.google-analytics.com
+        https://share.descript.com/; style-src ''self'' ''unsafe-inline'' *.app.crewai.com
+        app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self'' data:
+        *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
+        https://cdn.jsdelivr.net https://forms.hsforms.com https://track.hubspot.com
+        https://px.ads.linkedin.com https://px4.ads.linkedin.com https://www.google.com
+        https://www.google.com.br; font-src ''self'' data: *.app.crewai.com app.crewai.com;
+        connect-src ''self'' *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com
+        https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
+        https://run.pstmn.io https://connect.tools.crewai.com/ https://*.sentry.io
+        https://www.google-analytics.com https://edge.fullstory.com https://rs.fullstory.com
+        https://api.hubspot.com https://forms.hscollectedforms.net https://api.hubapi.com
+        https://px.ads.linkedin.com https://px4.ads.linkedin.com https://google.com/pagead/form-data/16713662509
+        https://google.com/ccm/form-data/16713662509 https://www.google.com/ccm/collect
+        https://worker-actionkit.tools.crewai.com https://api.reo.dev; frame-src ''self''
+        *.app.crewai.com app.crewai.com https://connect.useparagon.com/ https://zeus.tools.crewai.com
+        https://zeus.useparagon.com/* https://connect.tools.crewai.com/ https://docs.google.com
+        https://drive.google.com https://slides.google.com https://accounts.google.com
+        https://*.google.com https://app.hubspot.com/ https://td.doubleclick.net https://www.googletagmanager.com/
+        https://www.youtube.com https://share.descript.com'
+      etag:
+      - W/"06db9ad73130a1da388846e83fc98135"
+      expires:
+      - '0'
+      permissions-policy:
+      - camera=(), microphone=(self), geolocation=()
+      pragma:
+      - no-cache
+      referrer-policy:
+      - strict-origin-when-cross-origin
+      strict-transport-security:
+      - max-age=63072000; includeSubDomains
+      vary:
+      - Accept
+      x-content-type-options:
+      - nosniff
+      x-frame-options:
+      - SAMEORIGIN
+      x-permitted-cross-domain-policies:
+      - none
+      x-request-id:
+      - 34f34729-198e-482e-8c87-163a997bc3f4
+      x-runtime:
+      - '0.239932'
+      x-xss-protection:
+      - 1; mode=block
     status:
-      code: 200
+      code: 201
-      message: OK
+      message: Created
 - request:
-    body: '{"messages": [{"role": "user", "content": "4"}, {"role": "system", "content":
+    body: '{"messages":[{"role":"system","content":"You are Scorer. You''re an expert
-      "I''m gonna convert this raw text into valid JSON.\n\nThe json should have the
+      scorer, specialized in scoring titles.\nYour personal goal is: Score the title\nTo
-      following structure, with the following keys:\n{\n    score: int\n}"}], "model":
+      give my best complete final answer to the task respond using the exact following
-      "gpt-4o", "tool_choice": {"type": "function", "function": {"name": "ScoreOutput"}},
+      format:\n\nThought: I now can give a great answer\nFinal Answer: Your final
-      "tools": [{"type": "function", "function": {"name": "ScoreOutput", "description":
+      answer must be the great and the most complete as possible, it must be outcome
-      "Correctly extracted `ScoreOutput` with all the required parameters with correct
+      described.\n\nI MUST use these formats, my job depends on it!"},{"role":"user","content":"\nCurrent
-      types", "parameters": {"properties": {"score": {"title": "Score", "type": "integer"}},
+      Task: Give me an integer score between 1-5 for the following title: ''The impact
-      "required": ["score"], "type": "object"}}}]}'
+      of AI in the future of work''\n\nThis is the expected criteria for your final
+      answer: The score of the title.\nyou MUST return the actual complete content
+      as the final answer, not a summary.\nEnsure your final answer strictly adheres
+      to the following OpenAPI schema: {\n  \"properties\": {\n    \"score\": {\n      \"title\":
+      \"Score\",\n      \"type\": \"integer\"\n    }\n  },\n  \"required\": [\n    \"score\"\n  ],\n  \"title\":
+      \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\": false\n}\n\nDo
+      not include the OpenAPI schema in the final output. Ensure the final output
+      does not include any code block markers like ```json or ```python.\n\nBegin!
+      This is VERY important to you, use the tools available and give your best Final
+      Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
     headers:
       accept:
       - application/json
       accept-encoding:
-      - gzip, deflate
+      - gzip, deflate, zstd
       connection:
       - keep-alive
       content-length:
-      - '615'
+      - '1394'
       content-type:
       - application/json
-      cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
       host:
       - api.openai.com
       user-agent:
-      - OpenAI/Python 1.47.0
+      - OpenAI/Python 1.109.1
       x-stainless-arch:
       - arm64
       x-stainless-async:
@@ -261,32 +140,32 @@ interactions:
       x-stainless-os:
       - MacOS
       x-stainless-package-version:
-      - 1.47.0
+      - 1.109.1
-      x-stainless-raw-response:
+      x-stainless-read-timeout:
-      - 'true'
+      - '600'
+      x-stainless-retry-count:
+      - '0'
       x-stainless-runtime:
       - CPython
       x-stainless-runtime-version:
-      - 3.11.7
+      - 3.12.9
     method: POST
     uri: https://api.openai.com/v1/chat/completions
   response:
-    content: "{\n  \"id\": \"chatcmpl-AB7gLFujxt3lCTjCAqcN0vCEyx0ZC\",\n  \"object\":
+    body:
-      \"chat.completion\",\n  \"created\": 1727214501,\n  \"model\": \"gpt-4o-2024-05-13\",\n
+      string: !!binary |
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+        H4sIAAAAAAAAAwAAAP//jFJNb5wwEL3zK0Y+LxGwLN1w64eq5tZDVbUqEfKaAdyYsWubpNVq/3tl
-      \"assistant\",\n        \"content\": null,\n        \"tool_calls\": [\n          {\n
+        2CykTaRckJg3b/zemzlGAEw2rAQmeu7FYFT8/nuXFLui0+2Hz4e7T/Tr6zt/yPlOfMtvErYJDH34
-      \           \"id\": \"call_Oztn2jqT5UJAXmx6kuOpM4wH\",\n            \"type\":
+        icI/sq6EHoxCLzXNsLDIPYap6Zsi2+6TYrufgEE3qAKtMz7Or9J4kCTjLMl2cZLHaX6m91oKdKyE
-      \"function\",\n            \"function\": {\n              \"name\": \"ScoreOutput\",\n
+        HxEAwHH6BqHU4G9WQrJ5rAzoHO+QlZcmAGa1ChXGnZPOc/Jss4BCk0eatH/p9dj1voQbIP0AghN0
-      \             \"arguments\": \"{\\\"score\\\":4}\"\n            }\n          }\n
+        8h6BQxcMACf3gLaij5K4grfTXwnHigAq5oS2WLES8opO6wcstqPjwSWNSq0ATqQ9DylN1m7PyOli
-      \       ],\n        \"refusal\": null\n      },\n      \"logprobs\": null,\n
+        RunOWH1w/1BZK0m6vrbInaYg3Hlt2ISeIoDbKbTxSQ7MWD0YX3t9h9Nz2XU+z2PLslZodga99lwt
-      \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
+        9W1abJ6ZVzfouVRuFTsTXPTYLNRlR3xspF4B0cr1/2qemz07l9S9ZvwCCIHGY1Mbi40UTx0vbRbD
-      100,\n    \"completion_tokens\": 5,\n    \"total_tokens\": 105,\n    \"completion_tokens_details\":
+        Lb/Udkl5Eswc2nspsPYSbdhEgy0f1XxgzP1xHoe6ldShNVbOV9aaOhfZfpe2+yJj0Sn6CwAA//8D
-      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_e375328146\"\n}\n"
+        ACQm7KN0AwAA
     headers:
-      CF-Cache-Status:
-      - DYNAMIC
       CF-RAY:
-      - 8c85fa6bafd31cf3-GRU
+      - REDACTED-RAY
       Connection:
       - keep-alive
       Content-Encoding:
@@ -294,37 +173,54 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Tue, 24 Sep 2024 21:48:22 GMT
+      - Wed, 05 Nov 2025 22:10:39 GMT
       Server:
       - cloudflare
+      Set-Cookie:
+      - __cf_bm=REDACTED;
+        path=/; expires=Wed, 05-Nov-25 22:40:39 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=REDACTED;
+        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
       Transfer-Encoding:
       - chunked
       X-Content-Type-Options:
       - nosniff
       access-control-expose-headers:
       - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - user-hortuttj2f3qtmxyik2zxf4q
       openai-processing-ms:
-      - '203'
+      - '491'
+      openai-project:
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
       openai-version:
       - '2020-10-01'
-      strict-transport-security:
+      x-envoy-upstream-service-time:
-      - max-age=31536000; includeSubDomains; preload
+      - '511'
+      x-openai-proxy-wasm:
+      - v0.1
       x-ratelimit-limit-requests:
-      - '10000'
+      - '500'
       x-ratelimit-limit-tokens:
-      - '30000000'
+      - '200000'
       x-ratelimit-remaining-requests:
-      - '9999'
+      - '499'
       x-ratelimit-remaining-tokens:
-      - '29999947'
+      - '199687'
       x-ratelimit-reset-requests:
-      - 6ms
+      - 120ms
       x-ratelimit-reset-tokens:
-      - 0s
+      - 93ms
       x-request-id:
-      - req_d13a07d98d55b75c847778f3bd31ba49
+      - req_REDACTED
-    http_version: HTTP/1.1
+    status:
-    status_code: 200
+      code: 200
+      message: OK
 version: 1

lib/crewai/tests/cassettes/test_save_task_pydantic_output.yaml

@@ -1,539 +1,22 @@
 interactions:
 - request:
-    body: '{"messages": [{"role": "system", "content": "You are Scorer. You''re an
+    body: '{"messages":[{"role":"system","content":"You are Scorer. You''re an expert
-      expert scorer, specialized in scoring titles.\nYour personal goal is: Score
+      scorer, specialized in scoring titles.\nYour personal goal is: Score the title\nTo
-      the title\nTo give my best complete final answer to the task use the exact following
+      give my best complete final answer to the task respond using the exact following
       format:\n\nThought: I now can give a great answer\nFinal Answer: Your final
       answer must be the great and the most complete as possible, it must be outcome
-      described.\n\nI MUST use these formats, my job depends on it!"}, {"role": "user",
+      described.\n\nI MUST use these formats, my job depends on it!"},{"role":"user","content":"\nCurrent
-      "content": "\nCurrent Task: Give me an integer score between 1-5 for the following
-      title: ''The impact of AI in the future of work''\n\nThis is the expect criteria
-      for your final answer: The score of the title.\nyou MUST return the actual complete
-      content as the final answer, not a summary.\n\nBegin! This is VERY important
-      to you, use the tools available and give your best Final Answer, your job depends
-      on it!\n\nThought:"}], "model": "gpt-4o"}'
-    headers:
-      accept:
-      - application/json
-      accept-encoding:
-      - gzip, deflate
-      connection:
-      - keep-alive
-      content-length:
-      - '915'
-      content-type:
-      - application/json
-      cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.47.0
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.47.0
-      x-stainless-raw-response:
-      - 'true'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.11.7
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    content: "{\n  \"id\": \"chatcmpl-AB7gMdbh6Ncs7ekM3mpk0rfbH9oHy\",\n  \"object\":
-      \"chat.completion\",\n  \"created\": 1727214502,\n  \"model\": \"gpt-4o-2024-05-13\",\n
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-      \"assistant\",\n        \"content\": \"Thought: I now can give a great answer\\nFinal
-      Answer: 4\",\n        \"refusal\": null\n      },\n      \"logprobs\": null,\n
-      \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
-      186,\n    \"completion_tokens\": 15,\n    \"total_tokens\": 201,\n    \"completion_tokens_details\":
-      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_52a7f40b0b\"\n}\n"
-    headers:
-      CF-Cache-Status:
-      - DYNAMIC
-      CF-RAY:
-      - 8c85fa6eecc81cf3-GRU
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Tue, 24 Sep 2024 21:48:22 GMT
-      Server:
-      - cloudflare
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - nosniff
-      access-control-expose-headers:
-      - X-Request-ID
-      openai-organization:
-      - crewai-iuxna1
-      openai-processing-ms:
-      - '231'
-      openai-version:
-      - '2020-10-01'
-      strict-transport-security:
-      - max-age=31536000; includeSubDomains; preload
-      x-ratelimit-limit-requests:
-      - '10000'
-      x-ratelimit-limit-tokens:
-      - '30000000'
-      x-ratelimit-remaining-requests:
-      - '9999'
-      x-ratelimit-remaining-tokens:
-      - '29999781'
-      x-ratelimit-reset-requests:
-      - 6ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_04be4057cf9dce611e16f95ffa36a88a
-    http_version: HTTP/1.1
-    status_code: 200
-- request:
-    body: '{"messages": [{"role": "user", "content": "4"}, {"role": "system", "content":
-      "I''m gonna convert this raw text into valid JSON.\n\nThe json should have the
-      following structure, with the following keys:\n{\n    score: int\n}"}], "model":
-      "gpt-4o", "tool_choice": {"type": "function", "function": {"name": "ScoreOutput"}},
-      "tools": [{"type": "function", "function": {"name": "ScoreOutput", "description":
-      "Correctly extracted `ScoreOutput` with all the required parameters with correct
-      types", "parameters": {"properties": {"score": {"title": "Score", "type": "integer"}},
-      "required": ["score"], "type": "object"}}}]}'
-    headers:
-      accept:
-      - application/json
-      accept-encoding:
-      - gzip, deflate
-      connection:
-      - keep-alive
-      content-length:
-      - '615'
-      content-type:
-      - application/json
-      cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.47.0
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.47.0
-      x-stainless-raw-response:
-      - 'true'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.11.7
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    content: "{\n  \"id\": \"chatcmpl-AB7gNjFjFYTE9aEM06OLFECfe74NF\",\n  \"object\":
-      \"chat.completion\",\n  \"created\": 1727214503,\n  \"model\": \"gpt-4o-2024-05-13\",\n
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-      \"assistant\",\n        \"content\": null,\n        \"tool_calls\": [\n          {\n
-      \           \"id\": \"call_BriklYUCRXEHjLYyyPiFo1w7\",\n            \"type\":
-      \"function\",\n            \"function\": {\n              \"name\": \"ScoreOutput\",\n
-      \             \"arguments\": \"{\\\"score\\\":4}\"\n            }\n          }\n
-      \       ],\n        \"refusal\": null\n      },\n      \"logprobs\": null,\n
-      \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
-      100,\n    \"completion_tokens\": 5,\n    \"total_tokens\": 105,\n    \"completion_tokens_details\":
-      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_e375328146\"\n}\n"
-    headers:
-      CF-Cache-Status:
-      - DYNAMIC
-      CF-RAY:
-      - 8c85fa72fadb1cf3-GRU
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Tue, 24 Sep 2024 21:48:23 GMT
-      Server:
-      - cloudflare
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - nosniff
-      access-control-expose-headers:
-      - X-Request-ID
-      openai-organization:
-      - crewai-iuxna1
-      openai-processing-ms:
-      - '221'
-      openai-version:
-      - '2020-10-01'
-      strict-transport-security:
-      - max-age=31536000; includeSubDomains; preload
-      x-ratelimit-limit-requests:
-      - '10000'
-      x-ratelimit-limit-tokens:
-      - '30000000'
-      x-ratelimit-remaining-requests:
-      - '9999'
-      x-ratelimit-remaining-tokens:
-      - '29999947'
-      x-ratelimit-reset-requests:
-      - 6ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_d75a37a0ce046c6a74a19fb24a97be79
-    http_version: HTTP/1.1
-    status_code: 200
-- request:
-    body: '{"trace_id": "b4e722b9-c407-4653-ba06-1786963c9c4a", "execution_type":
-      "crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
-      "crew_name": "crew", "flow_name": null, "crewai_version": "0.201.1", "privacy_level":
-      "standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
-      0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-10-08T18:15:00.412875+00:00"}}'
-    headers:
-      Accept:
-      - '*/*'
-      Accept-Encoding:
-      - gzip, deflate, zstd
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '428'
-      Content-Type:
-      - application/json
-      User-Agent:
-      - CrewAI-CLI/0.201.1
-      X-Crewai-Organization-Id:
-      - d3a3d10c-35db-423f-a7a4-c026030ba64d
-      X-Crewai-Version:
-      - 0.201.1
-    method: POST
-    uri: http://localhost:3000/crewai_plus/api/v1/tracing/batches
-  response:
-    body:
-      string: '{"id":"1a36dd2f-483b-4934-a9b6-f7b95cee2824","trace_id":"b4e722b9-c407-4653-ba06-1786963c9c4a","execution_type":"crew","crew_name":"crew","flow_name":null,"status":"running","duration_ms":null,"crewai_version":"0.201.1","privacy_level":"standard","total_events":0,"execution_context":{"crew_fingerprint":null,"crew_name":"crew","flow_name":null,"crewai_version":"0.201.1","privacy_level":"standard"},"created_at":"2025-10-08T18:15:00.934Z","updated_at":"2025-10-08T18:15:00.934Z"}'
-    headers:
-      Content-Length:
-      - '480'
-      cache-control:
-      - no-store
-      content-security-policy:
-      - 'default-src ''self'' *.crewai.com crewai.com; script-src ''self'' ''unsafe-inline''
-        *.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts https://www.gstatic.com
-        https://run.pstmn.io https://apis.google.com https://apis.google.com/js/api.js
-        https://accounts.google.com https://accounts.google.com/gsi/client https://cdnjs.cloudflare.com/ajax/libs/normalize/8.0.1/normalize.min.css.map
-        https://*.google.com https://docs.google.com https://slides.google.com https://js.hs-scripts.com
-        https://js.sentry-cdn.com https://browser.sentry-cdn.com https://www.googletagmanager.com
-        https://js-na1.hs-scripts.com https://share.descript.com/; style-src ''self''
-        ''unsafe-inline'' *.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts;
-        img-src ''self'' data: *.crewai.com crewai.com https://zeus.tools.crewai.com
-        https://dashboard.tools.crewai.com https://cdn.jsdelivr.net; font-src ''self''
-        data: *.crewai.com crewai.com; connect-src ''self'' *.crewai.com crewai.com
-        https://zeus.tools.crewai.com https://connect.useparagon.com/ https://zeus.useparagon.com/*
-        https://*.useparagon.com/* https://run.pstmn.io https://connect.tools.crewai.com/
-        https://*.sentry.io https://www.google-analytics.com ws://localhost:3036 wss://localhost:3036;
-        frame-src ''self'' *.crewai.com crewai.com https://connect.useparagon.com/
-        https://zeus.tools.crewai.com https://zeus.useparagon.com/* https://connect.tools.crewai.com/
-        https://docs.google.com https://drive.google.com https://slides.google.com
-        https://accounts.google.com https://*.google.com https://www.youtube.com https://share.descript.com'
-      content-type:
-      - application/json; charset=utf-8
-      etag:
-      - W/"31db72e28a68dfa1c4f3568b388bc2f0"
-      expires:
-      - '0'
-      permissions-policy:
-      - camera=(), microphone=(self), geolocation=()
-      pragma:
-      - no-cache
-      referrer-policy:
-      - strict-origin-when-cross-origin
-      server-timing:
-      - cache_read.active_support;dur=0.18, sql.active_record;dur=73.01, cache_generate.active_support;dur=16.53,
-        cache_write.active_support;dur=0.22, cache_read_multi.active_support;dur=0.33,
-        start_processing.action_controller;dur=0.01, instantiation.active_record;dur=1.29,
-        feature_operation.flipper;dur=0.50, start_transaction.active_record;dur=0.01,
-        transaction.active_record;dur=21.52, process_action.action_controller;dur=459.22
-      vary:
-      - Accept
-      x-content-type-options:
-      - nosniff
-      x-frame-options:
-      - SAMEORIGIN
-      x-permitted-cross-domain-policies:
-      - none
-      x-request-id:
-      - ebc8e3ab-5979-48b7-8816-667a1fd98ce2
-      x-runtime:
-      - '0.524429'
-      x-xss-protection:
-      - 1; mode=block
-    status:
-      code: 201
-      message: Created
-- request:
-    body: '{"events": [{"event_id": "4a27c1d9-f908-42e4-b4dc-7091db74915b", "timestamp":
-      "2025-10-08T18:15:00.950855+00:00", "type": "crew_kickoff_started", "event_data":
-      {"timestamp": "2025-10-08T18:15:00.412055+00:00", "type": "crew_kickoff_started",
-      "source_fingerprint": null, "source_type": null, "fingerprint_metadata": null,
-      "crew_name": "crew", "crew": null, "inputs": null}}, {"event_id": "eaa85c90-02d2-444c-bf52-1178d68bae6d",
-      "timestamp": "2025-10-08T18:15:00.952277+00:00", "type": "task_started", "event_data":
-      {"task_description": "Give me an integer score between 1-5 for the following
-      title: ''The impact of AI in the future of work''", "expected_output": "The
-      score of the title.", "task_name": "Give me an integer score between 1-5 for
-      the following title: ''The impact of AI in the future of work''", "context":
-      "", "agent_role": "Scorer", "task_id": "3dca2ae4-e374-42e6-a6de-ecae1e8ac310"}},
-      {"event_id": "8f1cce5b-7a60-4b53-aac1-05a9d7c3335e", "timestamp": "2025-10-08T18:15:00.952865+00:00",
-      "type": "agent_execution_started", "event_data": {"agent_role": "Scorer", "agent_goal":
-      "Score the title", "agent_backstory": "You''re an expert scorer, specialized
-      in scoring titles."}}, {"event_id": "754a8fb5-bb3a-4204-839e-7b622eb3d6dd",
-      "timestamp": "2025-10-08T18:15:00.953005+00:00", "type": "llm_call_started",
-      "event_data": {"timestamp": "2025-10-08T18:15:00.952957+00:00", "type": "llm_call_started",
-      "source_fingerprint": null, "source_type": null, "fingerprint_metadata": null,
-      "task_name": "Give me an integer score between 1-5 for the following title:
-      ''The impact of AI in the future of work''", "task_id": "3dca2ae4-e374-42e6-a6de-ecae1e8ac310",
-      "agent_id": "2ba6f80d-a1da-409f-bd89-13a286b7dfb7", "agent_role": "Scorer",
-      "from_task": null, "from_agent": null, "model": "gpt-4o-mini", "messages": [{"role":
-      "system", "content": "You are Scorer. You''re an expert scorer, specialized
-      in scoring titles.\nYour personal goal is: Score the title\nTo give my best
-      complete final answer to the task respond using the exact following format:\n\nThought:
-      I now can give a great answer\nFinal Answer: Your final answer must be the great
-      and the most complete as possible, it must be outcome described.\n\nI MUST use
-      these formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent
       Task: Give me an integer score between 1-5 for the following title: ''The impact
       of AI in the future of work''\n\nThis is the expected criteria for your final
       answer: The score of the title.\nyou MUST return the actual complete content
-      as the final answer, not a summary.\nEnsure your final answer contains only
+      as the final answer, not a summary.\nEnsure your final answer strictly adheres
-      the content in the following format: {\n  \"score\": int\n}\n\nEnsure the final
+      to the following OpenAPI schema: {\n  \"properties\": {\n    \"score\": {\n      \"title\":
-      output does not include any code block markers like ```json or ```python.\n\nBegin!
+      \"Score\",\n      \"type\": \"integer\"\n    }\n  },\n  \"required\": [\n    \"score\"\n  ],\n  \"title\":
+      \"ScoreOutput\",\n  \"type\": \"object\",\n  \"additionalProperties\": false\n}\n\nDo
+      not include the OpenAPI schema in the final output. Ensure the final output
+      does not include any code block markers like ```json or ```python.\n\nBegin!
       This is VERY important to you, use the tools available and give your best Final
-      Answer, your job depends on it!\n\nThought:"}], "tools": null, "callbacks":
+      Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
-      ["<crewai.utilities.token_counter_callback.TokenCalcHandler object at 0x300f52060>"],
-      "available_functions": null}}, {"event_id": "1a15dcc3-8827-4803-ac61-ab70d5be90f3",
-      "timestamp": "2025-10-08T18:15:01.085142+00:00", "type": "llm_call_completed",
-      "event_data": {"timestamp": "2025-10-08T18:15:01.084844+00:00", "type": "llm_call_completed",
-      "source_fingerprint": null, "source_type": null, "fingerprint_metadata": null,
-      "task_name": "Give me an integer score between 1-5 for the following title:
-      ''The impact of AI in the future of work''", "task_id": "3dca2ae4-e374-42e6-a6de-ecae1e8ac310",
-      "agent_id": "2ba6f80d-a1da-409f-bd89-13a286b7dfb7", "agent_role": "Scorer",
-      "from_task": null, "from_agent": null, "messages": [{"role": "system", "content":
-      "You are Scorer. You''re an expert scorer, specialized in scoring titles.\nYour
-      personal goal is: Score the title\nTo give my best complete final answer to
-      the task respond using the exact following format:\n\nThought: I now can give
-      a great answer\nFinal Answer: Your final answer must be the great and the most
-      complete as possible, it must be outcome described.\n\nI MUST use these formats,
-      my job depends on it!"}, {"role": "user", "content": "\nCurrent Task: Give me
-      an integer score between 1-5 for the following title: ''The impact of AI in
-      the future of work''\n\nThis is the expected criteria for your final answer:
-      The score of the title.\nyou MUST return the actual complete content as the
-      final answer, not a summary.\nEnsure your final answer contains only the content
-      in the following format: {\n  \"score\": int\n}\n\nEnsure the final output does
-      not include any code block markers like ```json or ```python.\n\nBegin! This
-      is VERY important to you, use the tools available and give your best Final Answer,
-      your job depends on it!\n\nThought:"}], "response": "Thought: I now can give
-      a great answer\nFinal Answer: 4", "call_type": "<LLMCallType.LLM_CALL: ''llm_call''>",
-      "model": "gpt-4o-mini"}}, {"event_id": "c6742bd6-5a92-41e8-94f6-49ba267d785f",
-      "timestamp": "2025-10-08T18:15:01.085480+00:00", "type": "agent_execution_completed",
-      "event_data": {"agent_role": "Scorer", "agent_goal": "Score the title", "agent_backstory":
-      "You''re an expert scorer, specialized in scoring titles."}}, {"event_id": "486c254c-57b6-477b-aadc-d5be745613fb",
-      "timestamp": "2025-10-08T18:15:01.085639+00:00", "type": "task_failed", "event_data":
-      {"serialization_error": "Circular reference detected (id repeated)", "object_type":
-      "TaskFailedEvent"}}, {"event_id": "b2ce4ceb-74f6-4379-b65e-8d6dc371f956", "timestamp":
-      "2025-10-08T18:15:01.086242+00:00", "type": "crew_kickoff_failed", "event_data":
-      {"timestamp": "2025-10-08T18:15:01.086226+00:00", "type": "crew_kickoff_failed",
-      "source_fingerprint": null, "source_type": null, "fingerprint_metadata": null,
-      "crew_name": "crew", "crew": null, "error": "Failed to convert text into a Pydantic
-      model due to error: ''NoneType'' object has no attribute ''supports_function_calling''"}}],
-      "batch_metadata": {"events_count": 8, "batch_sequence": 1, "is_final_batch":
-      false}}'
-    headers:
-      Accept:
-      - '*/*'
-      Accept-Encoding:
-      - gzip, deflate, zstd
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '5982'
-      Content-Type:
-      - application/json
-      User-Agent:
-      - CrewAI-CLI/0.201.1
-      X-Crewai-Organization-Id:
-      - d3a3d10c-35db-423f-a7a4-c026030ba64d
-      X-Crewai-Version:
-      - 0.201.1
-    method: POST
-    uri: http://localhost:3000/crewai_plus/api/v1/tracing/batches/b4e722b9-c407-4653-ba06-1786963c9c4a/events
-  response:
-    body:
-      string: '{"events_created":8,"trace_batch_id":"1a36dd2f-483b-4934-a9b6-f7b95cee2824"}'
-    headers:
-      Content-Length:
-      - '76'
-      cache-control:
-      - no-store
-      content-security-policy:
-      - 'default-src ''self'' *.crewai.com crewai.com; script-src ''self'' ''unsafe-inline''
-        *.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts https://www.gstatic.com
-        https://run.pstmn.io https://apis.google.com https://apis.google.com/js/api.js
-        https://accounts.google.com https://accounts.google.com/gsi/client https://cdnjs.cloudflare.com/ajax/libs/normalize/8.0.1/normalize.min.css.map
-        https://*.google.com https://docs.google.com https://slides.google.com https://js.hs-scripts.com
-        https://js.sentry-cdn.com https://browser.sentry-cdn.com https://www.googletagmanager.com
-        https://js-na1.hs-scripts.com https://share.descript.com/; style-src ''self''
-        ''unsafe-inline'' *.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts;
-        img-src ''self'' data: *.crewai.com crewai.com https://zeus.tools.crewai.com
-        https://dashboard.tools.crewai.com https://cdn.jsdelivr.net; font-src ''self''
-        data: *.crewai.com crewai.com; connect-src ''self'' *.crewai.com crewai.com
-        https://zeus.tools.crewai.com https://connect.useparagon.com/ https://zeus.useparagon.com/*
-        https://*.useparagon.com/* https://run.pstmn.io https://connect.tools.crewai.com/
-        https://*.sentry.io https://www.google-analytics.com ws://localhost:3036 wss://localhost:3036;
-        frame-src ''self'' *.crewai.com crewai.com https://connect.useparagon.com/
-        https://zeus.tools.crewai.com https://zeus.useparagon.com/* https://connect.tools.crewai.com/
-        https://docs.google.com https://drive.google.com https://slides.google.com
-        https://accounts.google.com https://*.google.com https://www.youtube.com https://share.descript.com'
-      content-type:
-      - application/json; charset=utf-8
-      etag:
-      - W/"ec084df3e365d72581f5734016786212"
-      expires:
-      - '0'
-      permissions-policy:
-      - camera=(), microphone=(self), geolocation=()
-      pragma:
-      - no-cache
-      referrer-policy:
-      - strict-origin-when-cross-origin
-      server-timing:
-      - cache_read.active_support;dur=0.05, sql.active_record;dur=60.65, cache_generate.active_support;dur=2.12,
-        cache_write.active_support;dur=0.12, cache_read_multi.active_support;dur=0.09,
-        start_processing.action_controller;dur=0.00, instantiation.active_record;dur=0.51,
-        start_transaction.active_record;dur=0.00, transaction.active_record;dur=115.06,
-        process_action.action_controller;dur=475.82
-      vary:
-      - Accept
-      x-content-type-options:
-      - nosniff
-      x-frame-options:
-      - SAMEORIGIN
-      x-permitted-cross-domain-policies:
-      - none
-      x-request-id:
-      - 96f38d13-8f41-4b6f-b41a-cc526f821efd
-      x-runtime:
-      - '0.520997'
-      x-xss-protection:
-      - 1; mode=block
-    status:
-      code: 200
-      message: OK
-- request:
-    body: '{"status": "completed", "duration_ms": 1218, "final_event_count": 8}'
-    headers:
-      Accept:
-      - '*/*'
-      Accept-Encoding:
-      - gzip, deflate, zstd
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '68'
-      Content-Type:
-      - application/json
-      User-Agent:
-      - CrewAI-CLI/0.201.1
-      X-Crewai-Organization-Id:
-      - d3a3d10c-35db-423f-a7a4-c026030ba64d
-      X-Crewai-Version:
-      - 0.201.1
-    method: PATCH
-    uri: http://localhost:3000/crewai_plus/api/v1/tracing/batches/b4e722b9-c407-4653-ba06-1786963c9c4a/finalize
-  response:
-    body:
-      string: '{"id":"1a36dd2f-483b-4934-a9b6-f7b95cee2824","trace_id":"b4e722b9-c407-4653-ba06-1786963c9c4a","execution_type":"crew","crew_name":"crew","flow_name":null,"status":"completed","duration_ms":1218,"crewai_version":"0.201.1","privacy_level":"standard","total_events":8,"execution_context":{"crew_name":"crew","flow_name":null,"privacy_level":"standard","crewai_version":"0.201.1","crew_fingerprint":null},"created_at":"2025-10-08T18:15:00.934Z","updated_at":"2025-10-08T18:15:02.539Z"}'
-    headers:
-      Content-Length:
-      - '482'
-      cache-control:
-      - no-store
-      content-security-policy:
-      - 'default-src ''self'' *.crewai.com crewai.com; script-src ''self'' ''unsafe-inline''
-        *.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts https://www.gstatic.com
-        https://run.pstmn.io https://apis.google.com https://apis.google.com/js/api.js
-        https://accounts.google.com https://accounts.google.com/gsi/client https://cdnjs.cloudflare.com/ajax/libs/normalize/8.0.1/normalize.min.css.map
-        https://*.google.com https://docs.google.com https://slides.google.com https://js.hs-scripts.com
-        https://js.sentry-cdn.com https://browser.sentry-cdn.com https://www.googletagmanager.com
-        https://js-na1.hs-scripts.com https://share.descript.com/; style-src ''self''
-        ''unsafe-inline'' *.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts;
-        img-src ''self'' data: *.crewai.com crewai.com https://zeus.tools.crewai.com
-        https://dashboard.tools.crewai.com https://cdn.jsdelivr.net; font-src ''self''
-        data: *.crewai.com crewai.com; connect-src ''self'' *.crewai.com crewai.com
-        https://zeus.tools.crewai.com https://connect.useparagon.com/ https://zeus.useparagon.com/*
-        https://*.useparagon.com/* https://run.pstmn.io https://connect.tools.crewai.com/
-        https://*.sentry.io https://www.google-analytics.com ws://localhost:3036 wss://localhost:3036;
-        frame-src ''self'' *.crewai.com crewai.com https://connect.useparagon.com/
-        https://zeus.tools.crewai.com https://zeus.useparagon.com/* https://connect.tools.crewai.com/
-        https://docs.google.com https://drive.google.com https://slides.google.com
-        https://accounts.google.com https://*.google.com https://www.youtube.com https://share.descript.com'
-      content-type:
-      - application/json; charset=utf-8
-      etag:
-      - W/"f69bd753b6206f7d8f00bfae64391d7a"
-      expires:
-      - '0'
-      permissions-policy:
-      - camera=(), microphone=(self), geolocation=()
-      pragma:
-      - no-cache
-      referrer-policy:
-      - strict-origin-when-cross-origin
-      server-timing:
-      - cache_read.active_support;dur=0.13, sql.active_record;dur=20.82, cache_generate.active_support;dur=2.02,
-        cache_write.active_support;dur=0.18, cache_read_multi.active_support;dur=0.08,
-        start_processing.action_controller;dur=0.00, instantiation.active_record;dur=1.08,
-        unpermitted_parameters.action_controller;dur=0.00, start_transaction.active_record;dur=0.00,
-        transaction.active_record;dur=2.90, process_action.action_controller;dur=844.67
-      vary:
-      - Accept
-      x-content-type-options:
-      - nosniff
-      x-frame-options:
-      - SAMEORIGIN
-      x-permitted-cross-domain-policies:
-      - none
-      x-request-id:
-      - 80da6a7c-c07d-4a00-b5d9-fb85448ef76a
-      x-runtime:
-      - '0.904849'
-      x-xss-protection:
-      - 1; mode=block
-    status:
-      code: 200
-      message: OK
-- request:
-    body: '{"messages":[{"role":"system","content":"Please convert the following text
-      into valid JSON.\n\nOutput ONLY the valid JSON and nothing else.\n\nThe JSON
-      must follow this schema exactly:\n```json\n{\n    score: int\n}\n```"},{"role":"user","content":"4"}],"model":"gpt-4.1-mini"}'
     headers:
       accept:
       - application/json
@@ -542,7 +25,7 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '277'
+      - '1394'
       content-type:
       - application/json
       host:
@@ -566,23 +49,27 @@ interactions:
       x-stainless-runtime:
       - CPython
       x-stainless-runtime-version:
-      - 3.12.10
+      - 3.12.9
     method: POST
     uri: https://api.openai.com/v1/chat/completions
   response:
     body:
       string: !!binary |
-        H4sIAAAAAAAAAwAAAP//jJIxb9swEIV3/QriZiuwFNlxtBadig6ZGrQKJJo8SbQpkiWpwoHh/16Q
+        H4sIAAAAAAAAAwAAAP//jFPLbtswELz7KxY824btOImjW5CiqE8tiqBAWwUGTa2krSkuQ67sBoH/
-        ci0lTYEuGu679/TueOeEEBAcSgKsp54NRqafvj2ffh4PX56e2n37+vW7Gj8/n/qjE/64OcAqKPT+
+        vaD8kNMH0Isg7OwMZ7nD1wGAokJloEytxTTejh6+VpNPy9nzfPNZlptnXu4e7N3jl+YbvZuwGiYG
-        gMz/Ud0xPRiJXmg1YWaRegyu2cM22z3crx/XEQyaowyyzvi0uMvSQSiR5ut8k66LNCuu8l4Lhg5K
+        r3+gkRNrbLjxFoXYHWATUAsm1entzexqMbm5vu2Ahgu0iVZ5Gc3H01FDjkazyex6NJmPpvMjvWYy
-        8iMhhJBz/IagiuMJShLNYmVA52iHUN6aCAGrZagAdU44T5WH1QyZVh5VzN40zcFpValzpQKrwDFt
+        GFUG3wcAAK/dNxl1Bf5UGUyGp0qDMeoKVXZuAlCBbaooHSNF0U7UsAcNO0HXeX+sua1qyeCxRhAS
-        sYKSFJW6VKppmqXUYjs6GvKrUcoFoEppT8P8MfTLlVxuMaXujNV7904KrVDC9bVF6rQKkZzXBiK9
+        i5Cr9E+N10aAS7hfAjmQGqFspQ2YajsOm1wBRTAWdRhCQItb7WQI2hVg2BmKOIalgDamDVrQvkDA
-        JIS8xHWMbyYEY/VgfO31EePvisfJDuZXmGF2f4Veeyrn+jZffeBWc/RUSLdYJzDKeuSzct49HbnQ
+        0qKRCBoiVY5KMtrJgdGGgE5A2JMBqbUkcUubxBMGLRKSH3KCAaOM4QPvcIthCCRguLUFrBEaDgjR
-        C5AsZv47zEfe09xCdf9jPwPG0HjktbHIBXs78NxmMdzov9puO46BwaH9JRjWXqAN78CxpaOcDgfc
+        o0naoNfcSudcXnzn+zRVgGjYY1Ju9AaTRkdNW0RryVVj+LjFoK3tDqDOswR2VWcXyxKN0PZ4Z+Pc
-        q/M41K1QHVpjxXQ9rakLlu82Wbvb5pBckt8AAAD//wMA5Zmg4EwDAAA=
+        5e49OW3h3sUdhgxecweQq2g4YK4ymOduf7mDgGUbdQqCa629ALRzLDoFqdv+0xHZn/dtufKB1/E3
+        qirJUaxXAXVkl3Ybhb3q0P0A4KnLVfsmKsoHbryshDfYHTe7mx/0VJ/nHl0cQ6eERdu+fnV7Yr3R
+        WxUommy8SKYy2tRY9NQ+xrotiC+AwcXUf7r5m/ZhcnLV/8j3gDHoBYuVD1iQeTtx3xYwPfd/tZ1v
+        uTOsIoYtGVwJYUibKLDUrT28QRVfomCzKslVGHygw0Ms/WpuZovrabm4manBfvALAAD//wMAJZym
+        nZcEAAA=
     headers:
       CF-RAY:
-      - 996f475b7e3fedda-MXP
+      - REDACTED-RAY
       Connection:
       - keep-alive
       Content-Encoding:
@@ -590,14 +77,14 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Fri, 31 Oct 2025 01:11:31 GMT
+      - Wed, 05 Nov 2025 22:10:59 GMT
       Server:
       - cloudflare
       Set-Cookie:
-      - __cf_bm=9OwoBJAn84Nsq0RZdCIu06cNB6RLqor4C1.Q58nU28U-1761873091-1.0.1.1-p82_h8Vnxe0NfH5Iv6MFt.SderZj.v9VnCx_ro6ti2MGhlJOLFsPd6XhBxPsnmuV7Vt_4_uqAbE57E5f1Epl1cmGBT.0844N3CLnTwZFWQI;
+      - __cf_bm=REDACTED;
-        path=/; expires=Fri, 31-Oct-25 01:41:31 GMT; domain=.api.openai.com; HttpOnly;
+        path=/; expires=Wed, 05-Nov-25 22:40:59 GMT; domain=.api.openai.com; HttpOnly;
         Secure; SameSite=None
-      - _cfuvid=E4.xW3I8m58fngo4vkTKo8hmBumar1HkV.yU8KKjlZg-1761873091967-0.0.1.1-604800000;
+      - _cfuvid=REDACTED;
         path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
       Strict-Transport-Security:
       - max-age=31536000; includeSubDomains; preload
@@ -612,152 +99,31 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - user-hortuttj2f3qtmxyik2zxf4q
       openai-processing-ms:
-      - '1770'
+      - '1476'
       openai-project:
-      - proj_xitITlrFeen7zjNSzML82h9x
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
       openai-version:
       - '2020-10-01'
       x-envoy-upstream-service-time:
-      - '1998'
+      - '1508'
       x-openai-proxy-wasm:
       - v0.1
-      x-ratelimit-limit-project-tokens:
-      - '150000000'
       x-ratelimit-limit-requests:
-      - '30000'
+      - '500'
       x-ratelimit-limit-tokens:
-      - '150000000'
+      - '200000'
-      x-ratelimit-remaining-project-tokens:
-      - '149999955'
       x-ratelimit-remaining-requests:
-      - '29999'
+      - '499'
       x-ratelimit-remaining-tokens:
-      - '149999952'
+      - '199687'
-      x-ratelimit-reset-project-tokens:
-      - 0s
       x-ratelimit-reset-requests:
-      - 2ms
+      - 120ms
       x-ratelimit-reset-tokens:
-      - 0s
+      - 93ms
       x-request-id:
-      - req_ba7a12cb40744f648d17844196f9c2c6
+      - req_REDACTED
-    status:
-      code: 200
-      message: OK
-- request:
-    body: '{"messages":[{"role":"system","content":"Please convert the following text
-      into valid JSON.\n\nOutput ONLY the valid JSON and nothing else.\n\nThe JSON
-      must follow this schema exactly:\n```json\n{\n    score: int\n}\n```"},{"role":"user","content":"4"}],"model":"gpt-4.1-mini","response_format":{"type":"json_schema","json_schema":{"schema":{"properties":{"score":{"title":"Score","type":"integer"}},"required":["score"],"title":"ScoreOutput","type":"object","additionalProperties":false},"name":"ScoreOutput","strict":true}},"stream":false}'
-    headers:
-      accept:
-      - application/json
-      accept-encoding:
-      - gzip, deflate, zstd
-      connection:
-      - keep-alive
-      content-length:
-      - '541'
-      content-type:
-      - application/json
-      cookie:
-      - __cf_bm=9OwoBJAn84Nsq0RZdCIu06cNB6RLqor4C1.Q58nU28U-1761873091-1.0.1.1-p82_h8Vnxe0NfH5Iv6MFt.SderZj.v9VnCx_ro6ti2MGhlJOLFsPd6XhBxPsnmuV7Vt_4_uqAbE57E5f1Epl1cmGBT.0844N3CLnTwZFWQI;
-        _cfuvid=E4.xW3I8m58fngo4vkTKo8hmBumar1HkV.yU8KKjlZg-1761873091967-0.0.1.1-604800000
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.109.1
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-helper-method:
-      - chat.completions.parse
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.109.1
-      x-stainless-read-timeout:
-      - '600'
-      x-stainless-retry-count:
-      - '0'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.12.10
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//jFLBbqMwFLzzFdY7hypQklKuVS899NpK2wo59gPcGtuyH92uovz7ypAE
-        0t1KvXB482Y8M7x9whgoCRUD0XESvdPp3dPzZ/gty77xO7fZPj4MMs/ldYf3Lt/CKjLs7g0FnVhX
-        wvZOIylrJlh45IRRNbvZZuXN9fo2H4HeStSR1jpKi6ss7ZVRab7ON+m6SLPiSO+sEhigYr8Sxhjb
-        j99o1Ej8hIqtV6dJjyHwFqE6LzEG3uo4AR6CCsQNwWoGhTWEZvS+f4EgrMcXqIrDcsdjMwQejZpB
-        6wXAjbHEY9DR3esROZz9aNs6b3fhCxUaZVToao88WBPfDmQdjOghYex1zD1cRAHnbe+oJvuO43Pl
-        ZpKDue4ZPGFkiet5fHus6lKslkhc6bCoDQQXHcqZOXfMB6nsAkgWkf/18j/tKbYy7U/kZ0AIdISy
-        dh6lEpd55zWP8Ra/WztXPBqGgP5DCaxJoY+/QWLDBz0dCIQ/gbCvG2Va9M6r6UoaVxciLzdZU25z
-        SA7JXwAAAP//AwAXjqY4NAMAAA==
-    headers:
-      CF-RAY:
-      - 996f47692b63edda-MXP
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Fri, 31 Oct 2025 01:11:33 GMT
-      Server:
-      - cloudflare
-      Strict-Transport-Security:
-      - max-age=31536000; includeSubDomains; preload
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - nosniff
-      access-control-expose-headers:
-      - X-Request-ID
-      alt-svc:
-      - h3=":443"; ma=86400
-      cf-cache-status:
-      - DYNAMIC
-      openai-organization:
-      - crewai-iuxna1
-      openai-processing-ms:
-      - '929'
-      openai-project:
-      - proj_xitITlrFeen7zjNSzML82h9x
-      openai-version:
-      - '2020-10-01'
-      x-envoy-upstream-service-time:
-      - '991'
-      x-openai-proxy-wasm:
-      - v0.1
-      x-ratelimit-limit-project-tokens:
-      - '150000000'
-      x-ratelimit-limit-requests:
-      - '30000'
-      x-ratelimit-limit-tokens:
-      - '150000000'
-      x-ratelimit-remaining-project-tokens:
-      - '149999955'
-      x-ratelimit-remaining-requests:
-      - '29999'
-      x-ratelimit-remaining-tokens:
-      - '149999955'
-      x-ratelimit-reset-project-tokens:
-      - 0s
-      x-ratelimit-reset-requests:
-      - 2ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_892607f68e764ba3846c431954608c36
     status:
       code: 200
       message: OK

lib/crewai/tests/cassettes/test_task_guardrail_process_output.yaml

@@ -1,41 +1,149 @@
 interactions:
 - request:
-    body: '{"messages": [{"role": "system", "content": "You are Guardrail Agent. You
+    body: '{"trace_id": "00000000-0000-0000-0000-000000000000", "execution_type":
-      are a expert at validating the output of a task. By providing effective feedback
+      "crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
-      if the output is not valid.\nYour personal goal is: Validate the output of the
+      "crew_name": "Unknown Crew", "flow_name": null, "crewai_version": "1.3.0", "privacy_level":
-      task\n\nTo give my best complete final answer to the task respond using the
+      "standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
-      exact following format:\n\nThought: I now can give a great answer\nFinal Answer:
+      0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-11-05T22:19:56.074812+00:00"}}'
-      Your final answer must be the great and the most complete as possible, it must
+    headers:
-      be outcome described.\n\nI MUST use these formats, my job depends on it!\nIMPORTANT:
+      Accept:
-      Your final answer MUST contain all the information requested in the following
+      - '*/*'
-      format: {\n  \"valid\": bool,\n  \"feedback\": str | None\n}\n\nIMPORTANT: Ensure
+      Accept-Encoding:
-      the final output does not include any code block markers like ```json or ```python."},
+      - gzip, deflate, zstd
-      {"role": "user", "content": "\n        Ensure the following task result complies
+      Connection:
-      with the given guardrail.\n\n        Task result:\n        \n        Lorem Ipsum
+      - keep-alive
-      is simply dummy text of the printing and typesetting industry. Lorem Ipsum has
+      Content-Length:
-      been the industry''s standard dummy text ever\n        \n\n        Guardrail:\n        Ensure
+      - '434'
-      the result has less than 10 words\n        \n        Your task:\n        - Confirm
+      Content-Type:
-      if the Task result complies with the guardrail.\n        - If not, provide clear
+      - application/json
-      feedback explaining what is wrong (e.g., by how much it violates the rule, or
+      User-Agent:
-      what specific part fails).\n        - Focus only on identifying issues \u2014
+      - CrewAI-CLI/1.3.0
-      do not propose corrections.\n        - If the Task result complies with the
+      X-Crewai-Version:
-      guardrail, saying that is valid\n        "}], "model": "gpt-4o-mini", "stop":
+      - 1.3.0
-      ["\nObservation:"]}'
+    method: POST
+    uri: https://app.crewai.com/crewai_plus/api/v1/tracing/batches
+  response:
+    body:
+      string: '{"error":"bad_credentials","message":"Bad credentials"}'
+    headers:
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '55'
+      Content-Type:
+      - application/json; charset=utf-8
+      Date:
+      - Wed, 05 Nov 2025 22:19:56 GMT
+      cache-control:
+      - no-store
+      content-security-policy:
+      - 'default-src ''self'' *.app.crewai.com app.crewai.com; script-src ''self''
+        ''unsafe-inline'' *.app.crewai.com app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts
+        https://www.gstatic.com https://run.pstmn.io https://apis.google.com https://apis.google.com/js/api.js
+        https://accounts.google.com https://accounts.google.com/gsi/client https://cdnjs.cloudflare.com/ajax/libs/normalize/8.0.1/normalize.min.css.map
+        https://*.google.com https://docs.google.com https://slides.google.com https://js.hs-scripts.com
+        https://js.sentry-cdn.com https://browser.sentry-cdn.com https://www.googletagmanager.com
+        https://js-na1.hs-scripts.com https://js.hubspot.com http://js-na1.hs-scripts.com
+        https://bat.bing.com https://cdn.amplitude.com https://cdn.segment.com https://d1d3n03t5zntha.cloudfront.net/
+        https://descriptusercontent.com https://edge.fullstory.com https://googleads.g.doubleclick.net
+        https://js.hs-analytics.net https://js.hs-banner.com https://js.hsadspixel.net
+        https://js.hscollectedforms.net https://js.usemessages.com https://snap.licdn.com
+        https://static.cloudflareinsights.com https://static.reo.dev https://www.google-analytics.com
+        https://share.descript.com/; style-src ''self'' ''unsafe-inline'' *.app.crewai.com
+        app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self'' data:
+        *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
+        https://cdn.jsdelivr.net https://forms.hsforms.com https://track.hubspot.com
+        https://px.ads.linkedin.com https://px4.ads.linkedin.com https://www.google.com
+        https://www.google.com.br; font-src ''self'' data: *.app.crewai.com app.crewai.com;
+        connect-src ''self'' *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com
+        https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
+        https://run.pstmn.io https://connect.tools.crewai.com/ https://*.sentry.io
+        https://www.google-analytics.com https://edge.fullstory.com https://rs.fullstory.com
+        https://api.hubspot.com https://forms.hscollectedforms.net https://api.hubapi.com
+        https://px.ads.linkedin.com https://px4.ads.linkedin.com https://google.com/pagead/form-data/16713662509
+        https://google.com/ccm/form-data/16713662509 https://www.google.com/ccm/collect
+        https://worker-actionkit.tools.crewai.com https://api.reo.dev; frame-src ''self''
+        *.app.crewai.com app.crewai.com https://connect.useparagon.com/ https://zeus.tools.crewai.com
+        https://zeus.useparagon.com/* https://connect.tools.crewai.com/ https://docs.google.com
+        https://drive.google.com https://slides.google.com https://accounts.google.com
+        https://*.google.com https://app.hubspot.com/ https://td.doubleclick.net https://www.googletagmanager.com/
+        https://www.youtube.com https://share.descript.com'
+      expires:
+      - '0'
+      permissions-policy:
+      - camera=(), microphone=(self), geolocation=()
+      pragma:
+      - no-cache
+      referrer-policy:
+      - strict-origin-when-cross-origin
+      strict-transport-security:
+      - max-age=63072000; includeSubDomains
+      vary:
+      - Accept
+      x-content-type-options:
+      - nosniff
+      x-frame-options:
+      - SAMEORIGIN
+      x-permitted-cross-domain-policies:
+      - none
+      x-request-id:
+      - 230c6cb5-92c7-448d-8c94-e5548a9f4259
+      x-runtime:
+      - '0.073220'
+      x-xss-protection:
+      - 1; mode=block
+    status:
+      code: 401
+      message: Unauthorized
+- request:
+    body: "{\"messages\":[{\"role\":\"system\",\"content\":\"You are Guardrail Agent.
+      You are a expert at validating the output of a task. By providing effective
+      feedback if the output is not valid.\\nYour personal goal is: Validate the output
+      of the task\\n\\nTo give my best complete final answer to the task respond using
+      the exact following format:\\n\\nThought: I now can give a great answer\\nFinal
+      Answer: Your final answer must be the great and the most complete as possible,
+      it must be outcome described.\\n\\nI MUST use these formats, my job depends
+      on it!Ensure your final answer strictly adheres to the following OpenAPI schema:
+      {\\n  \\\"type\\\": \\\"json_schema\\\",\\n  \\\"json_schema\\\": {\\n    \\\"name\\\":
+      \\\"LLMGuardrailResult\\\",\\n    \\\"strict\\\": true,\\n    \\\"schema\\\":
+      {\\n      \\\"properties\\\": {\\n        \\\"valid\\\": {\\n          \\\"description\\\":
+      \\\"Whether the task output complies with the guardrail\\\",\\n          \\\"title\\\":
+      \\\"Valid\\\",\\n          \\\"type\\\": \\\"boolean\\\"\\n        },\\n        \\\"feedback\\\":
+      {\\n          \\\"anyOf\\\": [\\n            {\\n              \\\"type\\\":
+      \\\"string\\\"\\n            },\\n            {\\n              \\\"type\\\":
+      \\\"null\\\"\\n            }\\n          ],\\n          \\\"default\\\": null,\\n
+      \         \\\"description\\\": \\\"A feedback about the task output if it is
+      not valid\\\",\\n          \\\"title\\\": \\\"Feedback\\\"\\n        }\\n      },\\n
+      \     \\\"required\\\": [\\n        \\\"valid\\\",\\n        \\\"feedback\\\"\\n
+      \     ],\\n      \\\"title\\\": \\\"LLMGuardrailResult\\\",\\n      \\\"type\\\":
+      \\\"object\\\",\\n      \\\"additionalProperties\\\": false\\n    }\\n  }\\n}\\n\\nDo
+      not include the OpenAPI schema in the final output. Ensure the final output
+      does not include any code block markers like ```json or ```python.\"},{\"role\":\"user\",\"content\":\"\\n
+      \       Ensure the following task result complies with the given guardrail.\\n\\n
+      \       Task result:\\n        \\n        Lorem Ipsum is simply dummy text of
+      the printing and typesetting industry. Lorem Ipsum has been the industry's standard
+      dummy text ever\\n        \\n\\n        Guardrail:\\n        Ensure the result
+      has less than 10 words\\n\\n        Your task:\\n        - Confirm if the Task
+      result complies with the guardrail.\\n        - If not, provide clear feedback
+      explaining what is wrong (e.g., by how much it violates the rule, or what specific
+      part fails).\\n        - Focus only on identifying issues \u2014 do not propose
+      corrections.\\n        - If the Task result complies with the guardrail, saying
+      that is valid\\n        \"}],\"model\":\"gpt-4o\"}"
     headers:
       accept:
       - application/json
       accept-encoding:
-      - gzip, deflate
+      - gzip, deflate, zstd
       connection:
       - keep-alive
       content-length:
-      - '1629'
+      - '2452'
       content-type:
       - application/json
       host:
       - api.openai.com
       user-agent:
-      - OpenAI/Python 1.68.2
+      - OpenAI/Python 1.109.1
       x-stainless-arch:
       - arm64
       x-stainless-async:
@@ -45,11 +153,9 @@ interactions:
       x-stainless-os:
       - MacOS
       x-stainless-package-version:
-      - 1.68.2
+      - 1.109.1
-      x-stainless-raw-response:
-      - 'true'
       x-stainless-read-timeout:
-      - '600.0'
+      - '600'
       x-stainless-retry-count:
       - '0'
       x-stainless-runtime:
@@ -61,19 +167,19 @@ interactions:
   response:
     body:
       string: !!binary |
-        H4sIAAAAAAAAAwAAAP//jFPLbtswELz7KxY824GkxLGtW4KiQB+XBmkRtAqENbmSmFAkQVJ2UsP/
+        H4sIAAAAAAAAAwAAAP//jFPBjtowEL3zFSOfYUXowkJubaWq7aUV2kvVrKLBniQujp3akwBC/Hvl
-        HlByLKdNgV4IcGdnOPvgbgLApGA5MN5g4K1Vs+ub718rm324+5z+/CLt1dXD5fU3s1jd3Wx//GbT
+        wG5gu5V68WHezPObeTPHEYDQSqQgZIUs68ZMPv4oV4u1PszWX9d7++Fz59bf2u2h/r7adUGMY4Xb
-        yDDrB+LhlXXGTWsVBWn0AHNHGCiqpouL+XKVZum8B1ojSEVabcPswsxaqeUsS7KLWbKYpcsDuzGS
+        /CLJz1V30tWNIdbOnmHpCZkia/KwmL1bJslq0QO1U2RiWdnw5N5NZtPZ/WS6nEwXl8LKaUlBpPBz
-        k2c5/JoAAOz6M/rUgp5YDsn0NdKS91gTy49JAMwZFSMMvZc+oA5sOoLc6EC6t37bmK5uQg6fQJst
+        BABw7N8o0SraixSm4+dITSFgSSJ9SQIQ3pkYERiCDoyWxXgApbNMtlf9WLm2rDiFL2CJFLADWZHc
-        cNRQyw0BQh39A2q/JQdQ6I9So4Kr/p7DrtAABdugkqJgOVSoPE2HYEUk1sgfY7xgtw1BQP8Ijnyn
+        gi6AKwLGsAVPoTUMNRGHPurpd6s91WQZXAEVdtqWYChEGC0kU9g5r8JdZjP7SVs08N6GHfkUjpkF
-        AsTHUWoP6SVsjRN+CvTEiYTUNYSGoO7QCYdSgZKtDGAqqCiaCA1qSJOBBetnOAicFazQ+9MCHVWd
+        yESHRqtMpFCgCTQ+BwsitUG5jfFMPL76PqpGbQPUztPtP2PotDPIUUXUV7bolUdt7qBnoT1D412n
-        x9hk3Sl1AqDWJmAcUt/a+wOyPzZTmdo6s/Z/UFkltfRN6Qi90bFxPhjLenQ/Abjvh9a9mQOzzrQ2
+        FamBBzeuZZglz1pFZk/XY/JUtAGjS7Y15gpAax1jdLk36OmCnF4sMa5svNuEV6Wi0FaHKveEwdk4
-        lME8Uv/ceTIf9Ni4KyM6Tw9gMAHVCWt+OX1HrxQUUCp/MnbGkTckRuq4I9gJaU6AyUnVf7t5T3uo
+        /sCuET16GgE89da3N26Kxru64Zzdlvrv7perM58Ylm1AF8kFZMdohvh8flmYW75cEaM24Wp5hERZ
-        XOr6f+RHgHOygURpHQnJ31Y8pjmKX+lfaccu94aZJ7eRnMogycVJCKqwU8OCM//sA7VlJXVNzjo5
+        kRpKh03DVml3BYyuuv5bzVvc5861Lf+HfgCkpIZJ5Y0npeVtx0Oap3iL/0p7mXIvWATynZaUsyYf
-        bHlly+R8lS2zLFklbLKfvAAAAP//AwCHe/Jh8wMAAA==
+        nVBUYGvOZyLCITDVeaFtSb7x+nwrRZPLTZE8LOfzxYMYnUZ/AAAA//8DAK3pA/U0BAAA
     headers:
       CF-RAY:
-      - 937b20ddf9607def-GRU
+      - REDACTED-RAY
       Connection:
       - keep-alive
       Content-Encoding:
@@ -81,15 +187,17 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Tue, 29 Apr 2025 01:46:56 GMT
+      - Wed, 05 Nov 2025 22:19:58 GMT
       Server:
       - cloudflare
       Set-Cookie:
-      - __cf_bm=nHa2kVJI_yO1RIsmZcEednJ1e9UVy1liv_sjBNtSj7Q-1745891216-1.0.1.1-jUH9kFawVBjnbq8sIL2.MQx.p7JvBZWUhqlkNKRlStWSgQxT0eZMPcgq9TCQoJAjuyNwhqfpK4HuX6x5n8UbQgAb6JrWJEG823e6GpGROEA;
+      - __cf_bm=REDACTED;
-        path=/; expires=Tue, 29-Apr-25 02:16:56 GMT; domain=.api.openai.com; HttpOnly;
+        path=/; expires=Wed, 05-Nov-25 22:49:58 GMT; domain=.api.openai.com; HttpOnly;
         Secure; SameSite=None
-      - _cfuvid=gg2UeahMCOOR8YhitRtzDwENMOnTOuQdyTMVJVHG0Mg-1745891216085-0.0.1.1-604800000;
+      - _cfuvid=REDACTED;
         path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
       Transfer-Encoding:
       - chunked
       X-Content-Type-Options:
@@ -101,84 +209,85 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - user-hortuttj2f3qtmxyik2zxf4q
       openai-processing-ms:
-      - '896'
+      - '2201'
+      openai-project:
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
       openai-version:
       - '2020-10-01'
-      strict-transport-security:
+      x-envoy-upstream-service-time:
-      - max-age=31536000; includeSubDomains; preload
+      - '2401'
+      x-openai-proxy-wasm:
+      - v0.1
       x-ratelimit-limit-requests:
-      - '30000'
+      - '500'
       x-ratelimit-limit-tokens:
-      - '150000000'
+      - '30000'
       x-ratelimit-remaining-requests:
-      - '29999'
+      - '499'
       x-ratelimit-remaining-tokens:
-      - '149999631'
+      - '29439'
       x-ratelimit-reset-requests:
-      - 2ms
+      - 120ms
       x-ratelimit-reset-tokens:
-      - 0s
+      - 1.122s
       x-request-id:
-      - req_859221ed1aedb26cc9d335004ccf183e
+      - req_REDACTED
     status:
       code: 200
       message: OK
 - request:
-    body: '{"messages": [{"role": "system", "content": "You are Guardrail Agent. You
+    body: '{"messages":[{"role":"system","content":"Ensure your final answer strictly
-      are a expert at validating the output of a task. By providing effective feedback
+      adheres to the following OpenAPI schema: {\n  \"type\": \"json_schema\",\n  \"json_schema\":
-      if the output is not valid.\nYour personal goal is: Validate the output of the
+      {\n    \"name\": \"LLMGuardrailResult\",\n    \"strict\": true,\n    \"schema\":
-      task\n\nTo give my best complete final answer to the task respond using the
+      {\n      \"properties\": {\n        \"valid\": {\n          \"description\":
-      exact following format:\n\nThought: I now can give a great answer\nFinal Answer:
+      \"Whether the task output complies with the guardrail\",\n          \"title\":
-      Your final answer must be the great and the most complete as possible, it must
+      \"Valid\",\n          \"type\": \"boolean\"\n        },\n        \"feedback\":
-      be outcome described.\n\nI MUST use these formats, my job depends on it!\nIMPORTANT:
+      {\n          \"anyOf\": [\n            {\n              \"type\": \"string\"\n            },\n            {\n              \"type\":
-      Your final answer MUST contain all the information requested in the following
+      \"null\"\n            }\n          ],\n          \"default\": null,\n          \"description\":
-      format: {\n  \"valid\": bool,\n  \"feedback\": str | None\n}\n\nIMPORTANT: Ensure
+      \"A feedback about the task output if it is not valid\",\n          \"title\":
-      the final output does not include any code block markers like ```json or ```python."},
+      \"Feedback\"\n        }\n      },\n      \"required\": [\n        \"valid\",\n        \"feedback\"\n      ],\n      \"title\":
-      {"role": "user", "content": "\n        Ensure the following task result complies
+      \"LLMGuardrailResult\",\n      \"type\": \"object\",\n      \"additionalProperties\":
-      with the given guardrail.\n\n        Task result:\n        \n        Lorem Ipsum
+      false\n    }\n  }\n}\n\nDo not include the OpenAPI schema in the final output.
-      is simply dummy text of the printing and typesetting industry. Lorem Ipsum has
+      Ensure the final output does not include any code block markers like ```json
-      been the industry''s standard dummy text ever\n        \n\n        Guardrail:\n        Ensure
+      or ```python."},{"role":"user","content":"{\n  \"valid\": false,\n  \"feedback\":
-      the result has less than 500 words\n        \n        Your task:\n        -
+      \"The task result contains more than 10 words, violating the guardrail. The
-      Confirm if the Task result complies with the guardrail.\n        - If not, provide
+      text provided contains about 21 words.\"\n}"}],"model":"gpt-4o","response_format":{"type":"json_schema","json_schema":{"schema":{"properties":{"valid":{"description":"Whether
-      clear feedback explaining what is wrong (e.g., by how much it violates the rule,
+      the task output complies with the guardrail","title":"Valid","type":"boolean"},"feedback":{"anyOf":[{"type":"string"},{"type":"null"}],"description":"A
-      or what specific part fails).\n        - Focus only on identifying issues \u2014
+      feedback about the task output if it is not valid","title":"Feedback"}},"required":["valid","feedback"],"title":"LLMGuardrailResult","type":"object","additionalProperties":false},"name":"LLMGuardrailResult","strict":true}},"stream":false}'
-      do not propose corrections.\n        - If the Task result complies with the
-      guardrail, saying that is valid\n        "}], "model": "gpt-4o-mini", "stop":
-      ["\nObservation:"]}'
     headers:
       accept:
       - application/json
       accept-encoding:
-      - gzip, deflate
+      - gzip, deflate, zstd
       connection:
       - keep-alive
       content-length:
-      - '1630'
+      - '1884'
       content-type:
       - application/json
       cookie:
-      - __cf_bm=nHa2kVJI_yO1RIsmZcEednJ1e9UVy1liv_sjBNtSj7Q-1745891216-1.0.1.1-jUH9kFawVBjnbq8sIL2.MQx.p7JvBZWUhqlkNKRlStWSgQxT0eZMPcgq9TCQoJAjuyNwhqfpK4HuX6x5n8UbQgAb6JrWJEG823e6GpGROEA;
+      - __cf_bm=REDACTED;
-        _cfuvid=gg2UeahMCOOR8YhitRtzDwENMOnTOuQdyTMVJVHG0Mg-1745891216085-0.0.1.1-604800000
+        _cfuvid=REDACTED
       host:
       - api.openai.com
       user-agent:
-      - OpenAI/Python 1.68.2
+      - OpenAI/Python 1.109.1
       x-stainless-arch:
       - arm64
       x-stainless-async:
       - 'false'
+      x-stainless-helper-method:
+      - chat.completions.parse
       x-stainless-lang:
       - python
       x-stainless-os:
       - MacOS
       x-stainless-package-version:
-      - 1.68.2
+      - 1.109.1
-      x-stainless-raw-response:
-      - 'true'
       x-stainless-read-timeout:
-      - '600.0'
+      - '600'
       x-stainless-retry-count:
       - '0'
       x-stainless-runtime:
@@ -190,18 +299,18 @@ interactions:
   response:
     body:
       string: !!binary |
-        H4sIAAAAAAAAAwAAAP//jJJNb9swDIbv/hWEzvHgfHRpfesOG3opsGE7LYXBSLStRZY0iU43BPnv
+        H4sIAAAAAAAAAwAAAP//jFNBbtswELzrFQueZcNyHFnWNbcCLRDAhzRVINDkSmJNkQS5chMY/nsh
-        g5wPu10H7GLAfPhSfEkeMgChlShByBZZdt7kH758e1wzbnfbO6o/f1osV3T/+BO7UNNDIWZJ4bY/
+        ybGUNgV64WFnZzg7S54jAKYky4GJhpNonV48fK932aN+zr7t/WO6S7fpV/f09PZgn7/sMxb3DHv4
-        SPJF9U66zhti7ewJy0DIlKrO16ub27v5srgZQOcUmSRrPOcrl3fa6nxRLFZ5sc7nt2d167SkKEr4
+        iYLeWUthW6eRlDUjLDxywl412abruyxJdtkAtFai7mm1o8XGLtar9Waxyhar9EpsrBIYWA4/IgCA
-        ngEAHIZv6tMq+iVKKGaXSEcxYkOivCYBiOBMigiMUUdGy2I2Qukskx1a/9q6vmm5hAew7hkkWmj0
+        83D2Fo3EV5bDKn6vtBgCr5HltyYA5q3uK4yHoAJxQyyeQGENoRlcnwt24lrJguUV1wHjglWI8sDF
-        ngChSf0D2vhMAWBjP2qLBu6H/xIOGwuwEXs0Wm1ECRx6mp1iNZHaotylsO2N2djj9PFAdR/RnOEE
+        sWB5wfYNAvFwBI+h0wQ9lSsToLUegRpuIFnBL+tliOGkrOakTA3UINQd99JzpZcwqOArgfP2pCTK
-        oLWOMQ1wsP10JserUeMaH9w2vpKKWlsd2yoQRmeTqcjOi4EeM4CnYaD9ixkJH1znuWK3o+G583KG
+        SYcfbEewTkaNZcEuc6ceqy7wPijTaT0DuDGWeB/0kNHLFbncUtG2dt4ewh9UVimjQlN65MGaPoFA
-        4Vz2ONLF7RmyYzQT1XI5e6NepYhRmzhZiZAoW1KjdNwf9kq7Ccgmrv/u5q3aJ+faNv9TfgRSkmdS
+        1rEBvUQAL0P63YdAmfO2dVSSPeJw3d12M+qxad8zdH0FyRLXU32zSuNP9EqJxJUOs/0xwUWDcqJO
-        lQ+ktHzpeEwLlM78X2nXKQ8Ni0hhryVVrCmkTSiqsTen4xPxd2TqqlrbhoIP+nSBta/SueD7QtWF
+        y+adVHYGRLOp/3bzmfY4uTL1/8hPgBDoCGXpPEolPk48tXnsv8O/2m4pD4ZZQH9SAktS6PtNSKx4
-        yI7ZHwAAAP//AwAiLXhqjwMAAA==
+        p8eXysJbIGzLSpkavfNqfK6VK8WhSrbZ/X26ZdEl+g0AAP//AwAJs8yXtwMAAA==
     headers:
       CF-RAY:
-      - 937b2311ee091b1b-GRU
+      - REDACTED-RAY
       Connection:
       - keep-alive
       Content-Encoding:
@@ -209,9 +318,11 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Tue, 29 Apr 2025 01:48:26 GMT
+      - Wed, 05 Nov 2025 22:19:59 GMT
       Server:
       - cloudflare
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
       Transfer-Encoding:
       - chunked
       X-Content-Type-Options:
@@ -223,27 +334,294 @@ interactions:
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - user-hortuttj2f3qtmxyik2zxf4q
       openai-processing-ms:
-      - '610'
+      - '419'
+      openai-project:
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
       openai-version:
       - '2020-10-01'
-      strict-transport-security:
+      x-envoy-upstream-service-time:
-      - max-age=31536000; includeSubDomains; preload
+      - '432'
+      x-openai-proxy-wasm:
+      - v0.1
       x-ratelimit-limit-requests:
-      - '30000'
+      - '500'
       x-ratelimit-limit-tokens:
-      - '150000000'
+      - '30000'
       x-ratelimit-remaining-requests:
-      - '29999'
+      - '499'
       x-ratelimit-remaining-tokens:
-      - '149999631'
+      - '29702'
       x-ratelimit-reset-requests:
-      - 2ms
+      - 120ms
       x-ratelimit-reset-tokens:
-      - 0s
+      - 596ms
       x-request-id:
-      - req_c136835c16be6bc1e4d820f239c4b620
+      - req_REDACTED
+    status:
+      code: 200
+      message: OK
+- request:
+    body: "{\"messages\":[{\"role\":\"system\",\"content\":\"You are Guardrail Agent.
+      You are a expert at validating the output of a task. By providing effective
+      feedback if the output is not valid.\\nYour personal goal is: Validate the output
+      of the task\\n\\nTo give my best complete final answer to the task respond using
+      the exact following format:\\n\\nThought: I now can give a great answer\\nFinal
+      Answer: Your final answer must be the great and the most complete as possible,
+      it must be outcome described.\\n\\nI MUST use these formats, my job depends
+      on it!Ensure your final answer strictly adheres to the following OpenAPI schema:
+      {\\n  \\\"type\\\": \\\"json_schema\\\",\\n  \\\"json_schema\\\": {\\n    \\\"name\\\":
+      \\\"LLMGuardrailResult\\\",\\n    \\\"strict\\\": true,\\n    \\\"schema\\\":
+      {\\n      \\\"properties\\\": {\\n        \\\"valid\\\": {\\n          \\\"description\\\":
+      \\\"Whether the task output complies with the guardrail\\\",\\n          \\\"title\\\":
+      \\\"Valid\\\",\\n          \\\"type\\\": \\\"boolean\\\"\\n        },\\n        \\\"feedback\\\":
+      {\\n          \\\"anyOf\\\": [\\n            {\\n              \\\"type\\\":
+      \\\"string\\\"\\n            },\\n            {\\n              \\\"type\\\":
+      \\\"null\\\"\\n            }\\n          ],\\n          \\\"default\\\": null,\\n
+      \         \\\"description\\\": \\\"A feedback about the task output if it is
+      not valid\\\",\\n          \\\"title\\\": \\\"Feedback\\\"\\n        }\\n      },\\n
+      \     \\\"required\\\": [\\n        \\\"valid\\\",\\n        \\\"feedback\\\"\\n
+      \     ],\\n      \\\"title\\\": \\\"LLMGuardrailResult\\\",\\n      \\\"type\\\":
+      \\\"object\\\",\\n      \\\"additionalProperties\\\": false\\n    }\\n  }\\n}\\n\\nDo
+      not include the OpenAPI schema in the final output. Ensure the final output
+      does not include any code block markers like ```json or ```python.\"},{\"role\":\"user\",\"content\":\"\\n
+      \       Ensure the following task result complies with the given guardrail.\\n\\n
+      \       Task result:\\n        \\n        Lorem Ipsum is simply dummy text of
+      the printing and typesetting industry. Lorem Ipsum has been the industry's standard
+      dummy text ever\\n        \\n\\n        Guardrail:\\n        Ensure the result
+      has less than 500 words\\n\\n        Your task:\\n        - Confirm if the Task
+      result complies with the guardrail.\\n        - If not, provide clear feedback
+      explaining what is wrong (e.g., by how much it violates the rule, or what specific
+      part fails).\\n        - Focus only on identifying issues \u2014 do not propose
+      corrections.\\n        - If the Task result complies with the guardrail, saying
+      that is valid\\n        \"}],\"model\":\"gpt-4o\"}"
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '2453'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.109.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.109.1
+      x-stainless-read-timeout:
+      - '600'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA4ySTW/bMAyG7/4VBM/JkDif860dNmAfvQ0thqUwGIm2tcqSJsnpuiL/vZCTxunW
+        AbsYMB++FF+SjxkAKokFoGgoitbp8btv9eXV9bLqVu931/nlz99X8hN9fvhyUU9vbnCUFHb7g0V8
+        Vr0RtnWao7LmgIVnipyqTlfLfLaezmbLHrRWsk6y2sXx3I7zST4fT9bjyfIobKwSHLCA7xkAwGP/
+        TS0ayb+wgMnoOdJyCFQzFqckAPRWpwhSCCpEMhFHAxTWRDZ9118b29VNLOAjGHsPggzUasdAUKfW
+        gUy4Z78xH5QhDRf9XwGPG9yRVnKDBUTf8Qg2WDHLLYm7FDOd1vvzFz1XXSB9RGeAjLGR0sB6r7dH
+        sj+507Z23m7DH1KslFGhKT1TsCY5CdE67Ok+A7jtp9i9GAw6b1sXy2jvuH9uvn57qIfD3gaaz44w
+        2kh6iC+m+eiVeqXkSEqHsz2gINGwHKTD0qiTyp6B7Mz13928VvvgXJn6f8oPQAh2kWXpPEslXjoe
+        0jyns/5X2mnKfcMY2O+U4DIq9mkTkivq9OHiMDyEyG1ZKVOzd14dzq5ypdhW09V6sViuMNtnTwAA
+        AP//AwA2fPW9fwMAAA==
+    headers:
+      CF-RAY:
+      - REDACTED-RAY
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 05 Nov 2025 22:22:16 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - __cf_bm=REDACTED;
+        path=/; expires=Wed, 05-Nov-25 22:52:16 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=REDACTED;
+        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - user-hortuttj2f3qtmxyik2zxf4q
+      openai-processing-ms:
+      - '327'
+      openai-project:
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
+      openai-version:
+      - '2020-10-01'
+      x-envoy-upstream-service-time:
+      - '372'
+      x-openai-proxy-wasm:
+      - v0.1
+      x-ratelimit-limit-requests:
+      - '500'
+      x-ratelimit-limit-tokens:
+      - '30000'
+      x-ratelimit-remaining-requests:
+      - '499'
+      x-ratelimit-remaining-tokens:
+      - '29438'
+      x-ratelimit-reset-requests:
+      - 120ms
+      x-ratelimit-reset-tokens:
+      - 1.124s
+      x-request-id:
+      - req_REDACTED
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages":[{"role":"system","content":"Ensure your final answer strictly
+      adheres to the following OpenAPI schema: {\n  \"type\": \"json_schema\",\n  \"json_schema\":
+      {\n    \"name\": \"LLMGuardrailResult\",\n    \"strict\": true,\n    \"schema\":
+      {\n      \"properties\": {\n        \"valid\": {\n          \"description\":
+      \"Whether the task output complies with the guardrail\",\n          \"title\":
+      \"Valid\",\n          \"type\": \"boolean\"\n        },\n        \"feedback\":
+      {\n          \"anyOf\": [\n            {\n              \"type\": \"string\"\n            },\n            {\n              \"type\":
+      \"null\"\n            }\n          ],\n          \"default\": null,\n          \"description\":
+      \"A feedback about the task output if it is not valid\",\n          \"title\":
+      \"Feedback\"\n        }\n      },\n      \"required\": [\n        \"valid\",\n        \"feedback\"\n      ],\n      \"title\":
+      \"LLMGuardrailResult\",\n      \"type\": \"object\",\n      \"additionalProperties\":
+      false\n    }\n  }\n}\n\nDo not include the OpenAPI schema in the final output.
+      Ensure the final output does not include any code block markers like ```json
+      or ```python."},{"role":"user","content":"{\"valid\": true, \"feedback\": null}"}],"model":"gpt-4o","response_format":{"type":"json_schema","json_schema":{"schema":{"properties":{"valid":{"description":"Whether
+      the task output complies with the guardrail","title":"Valid","type":"boolean"},"feedback":{"anyOf":[{"type":"string"},{"type":"null"}],"description":"A
+      feedback about the task output if it is not valid","title":"Feedback"}},"required":["valid","feedback"],"title":"LLMGuardrailResult","type":"object","additionalProperties":false},"name":"LLMGuardrailResult","strict":true}},"stream":false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '1762'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=REDACTED;
+        _cfuvid=REDACTED
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.109.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-helper-method:
+      - chat.completions.parse
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.109.1
+      x-stainless-read-timeout:
+      - '600'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jJJBj9MwEIXv+RXWnBOUtmlacgMOe4EeKiGE6Cpy7Ulq1rGNPalAVf87
+        ctJtsrBIXHzwN+/5zXguCWOgJFQMxImT6JzOPnxt33/6vMz3xfrHwwP/uCvPu3fdl8VuX+xLSKPC
+        Hr+joGfVG2E7p5GUNSMWHjlhdF1syuVqu1itygF0VqKOstZRVthsmS+LLN9m+c1XnKwSGKBi3xLG
+        GLsMZ4xoJP6EiuXp802HIfAWoboXMQbe6ngDPAQViBuCdILCGkIzpL4c4My1kgeoyPeYHqBBlEcu
+        ng5QmV7r61zosekDj7kjmgFujCUe+x4iP97I9R5S29Z5ewx/SKFRRoVT7ZEHa2KgQNbBQK8JY4/D
+        MPoX/YHztnNUk33C4blVsRn9YBr/RN/eGFnieiZal+krdrVE4kqH2TRBcHFCOUmn0fNeKjsDyazp
+        v8O85j02rkz7P/YTEAIdoaydR6nEy4anMo9xOf9Vdh/yEBgC+rMSWJNCHz9CYsN7Pe4NhF+BsKsb
+        ZVr0zqtxeRpXi2Oz2GzX63IDyTX5DQAA//8DAMF71y1FAwAA
+    headers:
+      CF-RAY:
+      - REDACTED-RAY
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 05 Nov 2025 22:22:17 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - user-hortuttj2f3qtmxyik2zxf4q
+      openai-processing-ms:
+      - '1081'
+      openai-project:
+      - proj_fL4UBWR1CMpAAdgzaSKqsVvA
+      openai-version:
+      - '2020-10-01'
+      x-envoy-upstream-service-time:
+      - '1241'
+      x-openai-proxy-wasm:
+      - v0.1
+      x-ratelimit-limit-requests:
+      - '500'
+      x-ratelimit-limit-tokens:
+      - '30000'
+      x-ratelimit-remaining-requests:
+      - '499'
+      x-ratelimit-remaining-tokens:
+      - '29478'
+      x-ratelimit-reset-requests:
+      - 120ms
+      x-ratelimit-reset-tokens:
+      - 1.042s
+      x-request-id:
+      - req_REDACTED
     status:
       code: 200
       message: OK

lib/crewai/tests/cassettes/test_task_with_max_execution_time_exceeded.yaml

@@ -208,4 +208,100 @@ interactions:
     status:
       code: 200
       message: OK
+- request:
+    body: '{"trace_id": "22b47496-d65c-4781-846f-5493606a51cc", "execution_type":
+      "crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
+      "crew_name": "Unknown Crew", "flow_name": null, "crewai_version": "1.3.0", "privacy_level":
+      "standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
+      0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-11-05T23:31:51.004551+00:00"}}'
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate, zstd
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '434'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - CrewAI-CLI/1.3.0
+      X-Crewai-Version:
+      - 1.3.0
+    method: POST
+    uri: https://app.crewai.com/crewai_plus/api/v1/tracing/batches
+  response:
+    body:
+      string: '{"error":"bad_credentials","message":"Bad credentials"}'
+    headers:
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '55'
+      Content-Type:
+      - application/json; charset=utf-8
+      Date:
+      - Wed, 05 Nov 2025 23:31:51 GMT
+      cache-control:
+      - no-store
+      content-security-policy:
+      - 'default-src ''self'' *.app.crewai.com app.crewai.com; script-src ''self''
+        ''unsafe-inline'' *.app.crewai.com app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts
+        https://www.gstatic.com https://run.pstmn.io https://apis.google.com https://apis.google.com/js/api.js
+        https://accounts.google.com https://accounts.google.com/gsi/client https://cdnjs.cloudflare.com/ajax/libs/normalize/8.0.1/normalize.min.css.map
+        https://*.google.com https://docs.google.com https://slides.google.com https://js.hs-scripts.com
+        https://js.sentry-cdn.com https://browser.sentry-cdn.com https://www.googletagmanager.com
+        https://js-na1.hs-scripts.com https://js.hubspot.com http://js-na1.hs-scripts.com
+        https://bat.bing.com https://cdn.amplitude.com https://cdn.segment.com https://d1d3n03t5zntha.cloudfront.net/
+        https://descriptusercontent.com https://edge.fullstory.com https://googleads.g.doubleclick.net
+        https://js.hs-analytics.net https://js.hs-banner.com https://js.hsadspixel.net
+        https://js.hscollectedforms.net https://js.usemessages.com https://snap.licdn.com
+        https://static.cloudflareinsights.com https://static.reo.dev https://www.google-analytics.com
+        https://share.descript.com/; style-src ''self'' ''unsafe-inline'' *.app.crewai.com
+        app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self'' data:
+        *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
+        https://cdn.jsdelivr.net https://forms.hsforms.com https://track.hubspot.com
+        https://px.ads.linkedin.com https://px4.ads.linkedin.com https://www.google.com
+        https://www.google.com.br; font-src ''self'' data: *.app.crewai.com app.crewai.com;
+        connect-src ''self'' *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com
+        https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
+        https://run.pstmn.io https://connect.tools.crewai.com/ https://*.sentry.io
+        https://www.google-analytics.com https://edge.fullstory.com https://rs.fullstory.com
+        https://api.hubspot.com https://forms.hscollectedforms.net https://api.hubapi.com
+        https://px.ads.linkedin.com https://px4.ads.linkedin.com https://google.com/pagead/form-data/16713662509
+        https://google.com/ccm/form-data/16713662509 https://www.google.com/ccm/collect
+        https://worker-actionkit.tools.crewai.com https://api.reo.dev; frame-src ''self''
+        *.app.crewai.com app.crewai.com https://connect.useparagon.com/ https://zeus.tools.crewai.com
+        https://zeus.useparagon.com/* https://connect.tools.crewai.com/ https://docs.google.com
+        https://drive.google.com https://slides.google.com https://accounts.google.com
+        https://*.google.com https://app.hubspot.com/ https://td.doubleclick.net https://www.googletagmanager.com/
+        https://www.youtube.com https://share.descript.com'
+      expires:
+      - '0'
+      permissions-policy:
+      - camera=(), microphone=(self), geolocation=()
+      pragma:
+      - no-cache
+      referrer-policy:
+      - strict-origin-when-cross-origin
+      strict-transport-security:
+      - max-age=63072000; includeSubDomains
+      vary:
+      - Accept
+      x-content-type-options:
+      - nosniff
+      x-frame-options:
+      - SAMEORIGIN
+      x-permitted-cross-domain-policies:
+      - none
+      x-request-id:
+      - ba6636f8-2374-4a67-8176-88341f2999ed
+      x-runtime:
+      - '0.081473'
+      x-xss-protection:
+      - 1; mode=block
+    status:
+      code: 401
+      message: Unauthorized
 version: 1

lib/crewai/tests/test_task.py

@@ -340,7 +340,7 @@ def test_output_pydantic_hierarchical():
     )
     result = crew.kickoff()
     assert isinstance(result.pydantic, ScoreOutput)
-    assert result.to_dict() == {"score": 0}
+    assert result.to_dict() == {"score": 4}
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
@@ -599,7 +599,7 @@ def test_output_pydantic_to_another_task():
     assert isinstance(pydantic_result, ScoreOutput), (
         "Expected pydantic result to be of type ScoreOutput"
     )
-    assert pydantic_result.score == 4
+    assert pydantic_result.score == 5
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
@@ -630,7 +630,7 @@ def test_output_json_to_another_task():
 
     crew = Crew(agents=[scorer], tasks=[task1, task2])
     result = crew.kickoff()
-    assert '{"score": 4}' == result.json
+    assert '{"score": 3}' == result.json
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])

lib/crewai/tests/test_task_guardrails.py

@@ -181,7 +181,7 @@ def test_task_guardrail_process_output(task_output):
     result = guardrail(task_output)
     assert result[0] is False
 
-    assert "exceeding the guardrail limit of fewer than" in result[1].lower()
+    assert result[1] == "The task result contains more than 10 words, violating the guardrail. The text provided contains about 21 words."
 
     guardrail = LLMGuardrail(
         description="Ensure the result has less than 500 words", llm=LLM(model="gpt-4o")
@@ -252,10 +252,7 @@ def test_guardrail_emits_events(sample_agent):
             {
                 "success": False,
                 "result": None,
-                "error": "The task result does not comply with the guardrail because none of "
+                "error": "The output indicates that none of the authors mentioned are from Italy, while the guardrail requires authors to be from Italy. Therefore, the output does not comply with the guardrail.",
-                "the listed authors are from Italy. All authors mentioned are from "
-                "different countries, including Germany, the UK, the USA, and others, "
-                "which violates the requirement that authors must be Italian.",
                 "retry_count": 0,
             },
             {"success": True, "result": result.raw, "error": None, "retry_count": 1},

lib/crewai/tests/utilities/test_converter.py

@@ -227,28 +227,22 @@ def test_get_conversion_instructions_gpt() -> None:
     with patch.object(LLM, "supports_function_calling") as supports_function_calling:
         supports_function_calling.return_value = True
         instructions = get_conversion_instructions(SimpleModel, llm)
-        model_schema = PydanticSchemaParser(model=SimpleModel).get_schema()
+        # Now using OpenAPI schema format for all models
-        expected_instructions = (
+        assert "Ensure your final answer strictly adheres to the following OpenAPI schema:" in instructions
-            "Please convert the following text into valid JSON.\n\n"
+        assert '"type": "json_schema"' in instructions
-            "Output ONLY the valid JSON and nothing else.\n\n"
+        assert '"name": "SimpleModel"' in instructions
-            "Use this format exactly:\n```json\n"
+        assert "Do not include the OpenAPI schema in the final output" in instructions
-            f"{model_schema}\n```"
-        )
-        assert instructions == expected_instructions
 
 
 def test_get_conversion_instructions_non_gpt() -> None:
     llm = LLM(model="ollama/llama3.1", base_url="http://localhost:11434")
     with patch.object(LLM, "supports_function_calling", return_value=False):
         instructions = get_conversion_instructions(SimpleModel, llm)
-        # Check that the JSON schema is properly formatted
+        # Now using OpenAPI schema format for all models
-        assert "Please convert the following text into valid JSON" in instructions
+        assert "Ensure your final answer strictly adheres to the following OpenAPI schema:" in instructions
-        assert "Output ONLY the valid JSON and nothing else" in instructions
+        assert '"type": "json_schema"' in instructions
-        assert "Use this format exactly" in instructions
+        assert '"name": "SimpleModel"' in instructions
-        assert "```json" in instructions
+        assert "Do not include the OpenAPI schema in the final output" in instructions
-        assert '"type": "object"' in instructions
-        assert '"properties"' in instructions
-        assert "'type': 'json_schema'" not in instructions
 
 
 # Tests for is_gpt