diff --git a/src/crewai/agent.py b/src/crewai/agent.py
index c4be058ec..c8e34b2e6 100644
--- a/src/crewai/agent.py
+++ b/src/crewai/agent.py
@@ -1,6 +1,6 @@
 import shutil
 import subprocess
-from typing import Any, Dict, List, Literal, Optional, Sequence, Type, Union
+from typing import Any, Callable, Dict, List, Literal, Optional, Sequence, Tuple, Type, Union
 
 from pydantic import Field, InstanceOf, PrivateAttr, model_validator
 
@@ -155,6 +155,13 @@ class Agent(BaseAgent):
         default=None,
         description="The Agent's role to be used from your repository.",
     )
+    guardrail: Optional[Union[Callable[[Any], Tuple[bool, Any]], str]] = Field(
+        default=None,
+        description="Function or string description of a guardrail to validate agent output"
+    )
+    guardrail_max_retries: int = Field(
+        default=3, description="Maximum number of retries when guardrail fails"
+    )
 
     @model_validator(mode="before")
     def validate_from_repository(cls, v):
@@ -780,6 +787,8 @@ class Agent(BaseAgent):
             response_format=response_format,
             i18n=self.i18n,
             original_agent=self,
+            guardrail=self.guardrail,
+            guardrail_max_retries=self.guardrail_max_retries,
         )
 
         return lite_agent.kickoff(messages)
diff --git a/src/crewai/lite_agent.py b/src/crewai/lite_agent.py
index 4cb46c1f0..f90492427 100644
--- a/src/crewai/lite_agent.py
+++ b/src/crewai/lite_agent.py
@@ -1,9 +1,14 @@
 import asyncio
+import inspect
 import uuid
-from datetime import datetime
-from typing import Any, Callable, Dict, List, Optional, Type, Union, cast
+from typing import Any, Callable, Dict, List, Optional, Tuple, Type, Union, cast, get_args, get_origin
 
-from pydantic import BaseModel, Field, InstanceOf, PrivateAttr, model_validator
+try:
+    from typing import Self
+except ImportError:
+    from typing_extensions import Self
+
+from pydantic import BaseModel, Field, InstanceOf, PrivateAttr, model_validator, field_validator
 
 from crewai.agents.agent_builder.base_agent import BaseAgent
 from crewai.agents.agent_builder.utilities.base_token_process import TokenProcess
@@ -18,6 +23,7 @@ from crewai.llm import LLM
 from crewai.tools.base_tool import BaseTool
 from crewai.tools.structured_tool import CrewStructuredTool
 from crewai.utilities import I18N
+from crewai.utilities.guardrail import process_guardrail
 from crewai.utilities.agent_utils import (
     enforce_rpm_limit,
     format_message_for_llm,
@@ -35,7 +41,7 @@ from crewai.utilities.agent_utils import (
     render_text_description_and_args,
     show_agent_logs,
 )
-from crewai.utilities.converter import convert_to_model, generate_model_description
+from crewai.utilities.converter import generate_model_description
 from crewai.utilities.events.agent_events import (
     LiteAgentExecutionCompletedEvent,
     LiteAgentExecutionErrorEvent,
@@ -146,6 +152,15 @@ class LiteAgent(FlowTrackable, BaseModel):
         default=[], description="Callbacks to be used for the agent"
     )
 
+    # Guardrail Properties
+    guardrail: Optional[Union[Callable[[LiteAgentOutput], Tuple[bool, Any]], str]] = Field(
+        default=None,
+        description="Function or string description of a guardrail to validate agent output"
+    )
+    guardrail_max_retries: int = Field(
+        default=3, description="Maximum number of retries when guardrail fails"
+    )
+
     # State and Results
     tools_results: List[Dict[str, Any]] = Field(
         default=[], description="Results of the tools used by the agent."
@@ -163,6 +178,9 @@ class LiteAgent(FlowTrackable, BaseModel):
     _messages: List[Dict[str, str]] = PrivateAttr(default_factory=list)
     _iterations: int = PrivateAttr(default=0)
     _printer: Printer = PrivateAttr(default_factory=Printer)
+    _guardrail: Optional[Callable] = PrivateAttr(default=None)
+    _guardrail_retry_count: int = PrivateAttr(default=0)
+
 
     @model_validator(mode="after")
     def setup_llm(self):
@@ -184,6 +202,60 @@ class LiteAgent(FlowTrackable, BaseModel):
 
         return self
 
+    @model_validator(mode="after")
+    def ensure_guardrail_is_callable(self) -> Self:
+        if callable(self.guardrail):
+            self._guardrail = self.guardrail
+        elif isinstance(self.guardrail, str):
+            from crewai.tasks.llm_guardrail import LLMGuardrail
+            assert isinstance(self.llm, LLM)
+
+            self._guardrail = LLMGuardrail(
+                description=self.guardrail, llm=self.llm
+            )
+
+        return self
+
+    @field_validator("guardrail", mode="before")
+    @classmethod
+    def validate_guardrail_function(cls, v: Optional[Union[Callable, str]]) -> Optional[Union[Callable, str]]:
+        """Validate that the guardrail function has the correct signature.
+
+        If v is a callable, validate that it has the correct signature.
+        If v is a string, return it as is.
+
+        Args:
+            v: The guardrail function to validate or a string describing the guardrail task
+
+        Returns:
+            The validated guardrail function or a string describing the guardrail task
+        """
+        if v is None or isinstance(v, str):
+            return v
+
+        # Check function signature
+        sig = inspect.signature(v)
+        if len(sig.parameters) != 1:
+            raise ValueError(
+                f"Guardrail function must accept exactly 1 parameter (LiteAgentOutput), "
+                f"but it accepts {len(sig.parameters)}"
+            )
+
+        # Check return annotation if present
+        if sig.return_annotation is not sig.empty:
+            if sig.return_annotation == Tuple[bool, Any]:
+                return v
+
+            origin = get_origin(sig.return_annotation)
+            args = get_args(sig.return_annotation)
+
+            if origin is not tuple or len(args) != 2 or args[0] is not bool:
+                raise ValueError(
+                    "If return type is annotated, it must be Tuple[bool, Any]"
+                )
+
+        return v
+
     @property
     def key(self) -> str:
         """Get the unique key for this agent instance."""
@@ -223,54 +295,7 @@ class LiteAgent(FlowTrackable, BaseModel):
             # Format messages for the LLM
             self._messages = self._format_messages(messages)
 
-            # Emit event for agent execution start
-            crewai_event_bus.emit(
-                self,
-                event=LiteAgentExecutionStartedEvent(
-                    agent_info=agent_info,
-                    tools=self._parsed_tools,
-                    messages=messages,
-                ),
-            )
-
-            # Execute the agent using invoke loop
-            agent_finish = self._invoke_loop()
-            formatted_result: Optional[BaseModel] = None
-            if self.response_format:
-                try:
-                    # Cast to BaseModel to ensure type safety
-                    result = self.response_format.model_validate_json(
-                        agent_finish.output
-                    )
-                    if isinstance(result, BaseModel):
-                        formatted_result = result
-                except Exception as e:
-                    self._printer.print(
-                        content=f"Failed to parse output into response format: {str(e)}",
-                        color="yellow",
-                    )
-
-            # Calculate token usage metrics
-            usage_metrics = self._token_process.get_summary()
-
-            # Create output
-            output = LiteAgentOutput(
-                raw=agent_finish.output,
-                pydantic=formatted_result,
-                agent_role=self.role,
-                usage_metrics=usage_metrics.model_dump() if usage_metrics else None,
-            )
-
-            # Emit completion event
-            crewai_event_bus.emit(
-                self,
-                event=LiteAgentExecutionCompletedEvent(
-                    agent_info=agent_info,
-                    output=agent_finish.output,
-                ),
-            )
-
-            return output
+            return self._execute_core(agent_info=agent_info)
 
         except Exception as e:
             self._printer.print(
@@ -288,6 +313,94 @@ class LiteAgent(FlowTrackable, BaseModel):
             )
             raise e
 
+    def _execute_core(self, agent_info: Dict[str, Any]) -> LiteAgentOutput:
+        # Emit event for agent execution start
+        crewai_event_bus.emit(
+            self,
+            event=LiteAgentExecutionStartedEvent(
+                agent_info=agent_info,
+                tools=self._parsed_tools,
+                messages=self._messages,
+            ),
+        )
+
+        # Execute the agent using invoke loop
+        agent_finish = self._invoke_loop()
+        formatted_result: Optional[BaseModel] = None
+        if self.response_format:
+            try:
+                # Cast to BaseModel to ensure type safety
+                result = self.response_format.model_validate_json(
+                    agent_finish.output
+                )
+                if isinstance(result, BaseModel):
+                    formatted_result = result
+            except Exception as e:
+                self._printer.print(
+                    content=f"Failed to parse output into response format: {str(e)}",
+                    color="yellow",
+                )
+
+        # Calculate token usage metrics
+        usage_metrics = self._token_process.get_summary()
+
+        # Create output
+        output = LiteAgentOutput(
+            raw=agent_finish.output,
+            pydantic=formatted_result,
+            agent_role=self.role,
+            usage_metrics=usage_metrics.model_dump() if usage_metrics else None,
+        )
+
+        # Process guardrail if set
+        if self._guardrail is not None:
+            guardrail_result = process_guardrail(
+                output=output,
+                guardrail=self._guardrail,
+                retry_count=self._guardrail_retry_count
+            )
+
+            if not guardrail_result.success:
+                if self._guardrail_retry_count >= self.guardrail_max_retries:
+                        raise Exception(
+                            f"Agent's guardrail failed validation after {self.guardrail_max_retries} retries. "
+                            f"Last error: {guardrail_result.error}"
+                        )
+                self._guardrail_retry_count += 1
+                if self.verbose:
+                    self._printer.print(
+                        f"Guardrail failed. Retrying ({self._guardrail_retry_count}/{self.guardrail_max_retries})..."
+                        f"\n{guardrail_result.error}"
+                    )
+
+                self._messages.append({
+                    "role": "user",
+                    "content": guardrail_result.error or "Guardrail validation failed"
+                })
+
+                return self._execute_core(agent_info=agent_info)
+
+            # Apply guardrail result if available
+            if guardrail_result.result is not None:
+                if isinstance(guardrail_result.result, str):
+                    output.raw = guardrail_result.result
+                elif isinstance(guardrail_result.result, BaseModel):
+                    output.pydantic = guardrail_result.result
+
+            usage_metrics = self._token_process.get_summary()
+            output.usage_metrics = usage_metrics.model_dump() if usage_metrics else None
+
+        # Emit completion event
+        crewai_event_bus.emit(
+            self,
+            event=LiteAgentExecutionCompletedEvent(
+                agent_info=agent_info,
+                output=agent_finish.output,
+            ),
+        )
+
+        return output
+
     async def kickoff_async(
         self, messages: Union[str, List[Dict[str, str]]]
     ) -> LiteAgentOutput:
diff --git a/src/crewai/task.py b/src/crewai/task.py
index 96e52cad5..a320a6896 100644
--- a/src/crewai/task.py
+++ b/src/crewai/task.py
@@ -35,12 +35,12 @@ from pydantic_core import PydanticCustomError
 
 from crewai.agents.agent_builder.base_agent import BaseAgent
 from crewai.security import Fingerprint, SecurityConfig
-from crewai.tasks.guardrail_result import GuardrailResult
 from crewai.tasks.output_format import OutputFormat
 from crewai.tasks.task_output import TaskOutput
 from crewai.tools.base_tool import BaseTool
 from crewai.utilities.config import process_config
 from crewai.utilities.constants import NOT_SPECIFIED
+from crewai.utilities.guardrail import process_guardrail, GuardrailResult
 from crewai.utilities.converter import Converter, convert_to_model
 from crewai.utilities.events import (
     TaskCompletedEvent,
@@ -431,7 +431,11 @@ class Task(BaseModel):
             )
 
             if self._guardrail:
-                guardrail_result = self._process_guardrail(task_output)
+                guardrail_result = process_guardrail(
+                    output=task_output,
+                    guardrail=self._guardrail,
+                    retry_count=self.retry_count
+                )
                 if not guardrail_result.success:
                     if self.retry_count >= self.max_retries:
                         raise Exception(
@@ -527,10 +531,10 @@ class Task(BaseModel):
 
     def prompt(self) -> str:
         """Generates the task prompt with optional markdown formatting.
-        
+
         When the markdown attribute is True, instructions for formatting the
         response in Markdown syntax will be added to the prompt.
-        
+
         Returns:
             str: The formatted prompt string containing the task description,
                  expected output, and optional markdown formatting instructions.
@@ -541,7 +545,7 @@ class Task(BaseModel):
             expected_output=self.expected_output
         )
         tasks_slices = [self.description, output]
-        
+
         if self.markdown:
             markdown_instruction = """Your final answer MUST be formatted in Markdown syntax.
 Follow these guidelines:
diff --git a/src/crewai/tools/base_tool.py b/src/crewai/tools/base_tool.py
index e7d43422b..bf8d72cb3 100644
--- a/src/crewai/tools/base_tool.py
+++ b/src/crewai/tools/base_tool.py
@@ -64,7 +64,7 @@ class BaseTool(BaseModel, ABC):
                 },
             },
         )
-        
+
     @field_validator("max_usage_count", mode="before")
     @classmethod
     def validate_max_usage_count(cls, v: int | None) -> int | None:
@@ -88,11 +88,11 @@ class BaseTool(BaseModel, ABC):
         # If _run is async, we safely run it
         if asyncio.iscoroutine(result):
             result = asyncio.run(result)
-            
+
         self.current_usage_count += 1
-        
+
         return result
-        
+
     def reset_usage_count(self) -> None:
         """Reset the current usage count to zero."""
         self.current_usage_count = 0
@@ -279,7 +279,7 @@ def to_langchain(
 def tool(*args, result_as_answer: bool = False, max_usage_count: int | None = None) -> Callable:
     """
     Decorator to create a tool from a function.
-    
+
     Args:
         *args: Positional arguments, either the function to decorate or the tool name.
         result_as_answer: Flag to indicate if the tool result should be used as the final agent answer.
diff --git a/src/crewai/tasks/guardrail_result.py b/src/crewai/utilities/guardrail.py
similarity index 57%
rename from src/crewai/tasks/guardrail_result.py
rename to src/crewai/utilities/guardrail.py
index ba8ebc552..2f159e479 100644
--- a/src/crewai/tasks/guardrail_result.py
+++ b/src/crewai/utilities/guardrail.py
@@ -1,15 +1,7 @@
-"""
-Module for handling task guardrail validation results.
-
-This module provides the GuardrailResult class which standardizes
-the way task guardrails return their validation results.
-"""
-
-from typing import Any, Optional, Tuple, Union
+from typing import Any, Callable, Optional, Tuple, Union
 
 from pydantic import BaseModel, field_validator
 
-
 class GuardrailResult(BaseModel):
     """Result from a task guardrail execution.
 
@@ -54,3 +46,48 @@ class GuardrailResult(BaseModel):
             result=data if success else None,
             error=data if not success else None
         )
+
+
+def process_guardrail(output: Any, guardrail: Callable, retry_count: int) -> GuardrailResult:
+    """Process the guardrail for the agent output.
+
+    Args:
+        output: The output to validate with the guardrail
+
+    Returns:
+        GuardrailResult: The result of the guardrail validation
+    """
+    from crewai.task import TaskOutput
+    from crewai.lite_agent import LiteAgentOutput
+
+    assert isinstance(output, TaskOutput) or isinstance(output, LiteAgentOutput), "Output must be a TaskOutput or LiteAgentOutput"
+
+    assert guardrail is not None
+
+    from crewai.utilities.events import (
+        LLMGuardrailCompletedEvent,
+        LLMGuardrailStartedEvent,
+    )
+    from crewai.utilities.events.crewai_event_bus import crewai_event_bus
+
+    crewai_event_bus.emit(
+        None,
+        LLMGuardrailStartedEvent(
+            guardrail=guardrail, retry_count=retry_count
+        ),
+    )
+
+    result = guardrail(output)
+    guardrail_result = GuardrailResult.from_tuple(result)
+
+    crewai_event_bus.emit(
+        None,
+        LLMGuardrailCompletedEvent(
+            success=guardrail_result.success,
+            result=guardrail_result.result,
+            error=guardrail_result.error,
+            retry_count=retry_count,
+        ),
+    )
+
+    return guardrail_result
diff --git a/tests/cassettes/test_agent_output_when_guardrail_returns_base_model.yaml b/tests/cassettes/test_agent_output_when_guardrail_returns_base_model.yaml
new file mode 100644
index 000000000..61d765e31
--- /dev/null
+++ b/tests/cassettes/test_agent_output_when_guardrail_returns_base_model.yaml
@@ -0,0 +1,137 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Sports Analyst. You
+      are an expert at gathering and organizing information. You carefully collect
+      details and present them in a structured way.\nYour personal goal is: Gather
+      information about the best soccer players\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": "Top 10 best players
+      in the world?"}], "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '694'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.78.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.78.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      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//nFfNchtHDr7rKVBz0a6KVJGUZMm6SVrJcSw6Ktmb7NY6pQJ7wBlEPd1T
+        6B5S3JTP+yw55AVy9T7YFnr4Jy7pRLmwioP+wfcB+Br4eQ8g4zw7h8yUGE1V2+5l0dh/xOvXo5MT
+        ufDvJk//lNvJm+9HvR9+errPOrrDj34iExe7Do2vakuRvWvNRggj6an90+PXJ69OX50dJUPlc7K6
+        rahj99h3K3bcHfQGx93eabd/Nt9dejYUsnP41x4AwM/pV/10OT1l59DrLL5UFAIWlJ0vFwFk4q1+
+        yTAEDhFdzDoro/Eukkuufyx9U5TxHN6C81Mw6KDgCQFCof4DujAlAfjkbtihhYv0/xw+lgRjb62f
+        siuAAyCEKI2JjVAOfkIyYZqCH0MsCUwjQi5C9DX0exC8MSRQW5yRBGCXFk292BxGGPSA9IkFapKx
+        lwqdodABNCXThCpyUf+59ia0Friq0cT5PiiwIsCg139noh+RwKA3ODr/5D65/iEcHNyyd2RhSCHw
+        wQH85a2LJDBkrPivnxwAdOHg4M4H1ngeHJzDjZcpSr60XfnGRZmp6UIKcpEdLo0Xa27qilO4RGu9
+        g3z/OwHUg0IHqsZGri3B369vLuCqxKpm7wLcEhYNQeRoFbMlzJXj5TUQvaLpw5WvES6qL78IG0xs
+        DHqDAdy8vbmAHxKZV00NEzbRy+xQsQ8U+7uZZXQwHGFdf/lF0d+hcIAPyC5235BUyO7FLNyIxmgn
+        BRtOTdk5Eo38oNc/64BrKhLfBLhlxd5fon90fupg7AVKDhBqorwDufBoZNkVbQ4UHm03GC9KUy1+
+        SiEkuEcK91p0JXyDaNHlCneIzpQUNOJXHGcvhvpeTbPdUDFECnGe3hotITTlCqP6m7J+a+A7aaO6
+        jGCkMYwWtJp1w4bn+wGi0MhSV/nULYEweNfyOhioqhwlJo5T4GnCDv5GcCnNzNEfpmLI+ZjJ5iTb
+        2LgkW3BT7aTjHc0SogofSVIkNy5dq4Q7oYpJNktAg/w8EejJUK3+oYUJB/YuLapV7pS5EVuObc6f
+        KPQr4RAZnYd73ZN7BX9hu+8xBHlxAtx5iU2Bdifmk60Fj9Z2I1e0LGlNBNDEbUtBlWtHSszrxY9X
+        XNl1jnT7tSs0wzvwoUZ2LWtvI9qWhldKw3uaVSjwrRzO8X/DFu2L8V8K/pt3o3/3LFRjiyzJmfDI
+        1nagJCgxwNS7jWpvQ6hVkwPChONa5rdX7gdwOA97JKwgNMZQCB1gZ2yTSF2UgrI5V0hSgUwsnCoL
+        9/ogRLilKbrcT8NjegIuUQxZ7/BPpIPyvpOOe1I+KE+MPNOqeZp2Ehfqb1LJSxWPIbn9AHethKQE
+        mhd1byH0/Q7oOy48aqIeVhJO2M5Uby51l4Nh49iU+2HBEgUY0dgLQeUniSJdOked6DlLb2PziDD0
+        ufB//6PE3BNaGGIunP8ZfbgSj5F3P476ADwrlzbXNaTaUeg6tAp+zY/9sOW9FG6qumyzaFFh88sV
+        qfI71h4mLLqSdPPyTUoEvFYChr7EinL4gBZLZeCWJyS19y+vlOtiVsfflca5Li6v0Rqx9TyJKyUk
+        +buhjorz662DrljqxRtvc3Jw6X2cKxJsPTfx0O8pEd+z+/Kr4SbAt19+c+xlazp8lY+vSMf2YuEk
+        4CGibEg+FqlY1pVkqRU1T/y6WvxOqsxbogV+LaZuap3a5zMx8LGkQMsWtcQJablpM00u2hnkZDVc
+        lAM9RUEvOTuU2bOGddGOpupIjpfe5hC4cDxmgy4Cu7FtyBmCKcfyWSfsx/NGeaPQ21xmSQoY9teq
+        OzVDKI6SurDLecJ5gxbQGG8xp3C4PgYIjZuAOoq4xto1AzrnY9LZNID8OLd8Xo4c1he1+FHY2JqN
+        2XEoHyTRqONFiL7OkvXzHsCPabRpnk0rWS2+quND9I+UrusPBu152WqiWllPjxbWqBFfGc5Ojjtb
+        DnzIKSLbsDYdZQZNSflq62qUwiZnv2bYW4P9/+5sO7uFzq74I8evDEbbGcofaqGczXPIq2VCOnHu
+        WrakOTmcBR3BDD1EJtFQ5DTGxrZzYBZmIVL1MGZXkNTC7TA4rh9eDXBwhGd9Gmd7n/f+BwAA//8D
+        AMMI9CsaDwAA
+    headers:
+      CF-RAY:
+      - 94d9be627c40f260-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 10 Jun 2025 15:02:05 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - __cf_bm=qYkxv9nLxeWAtPBvECxNw8fLnoBHLorJdRI8.xVEVEA-1749567725-1.0.1.1-75sp4gwHGJocK1MFkSgRcB4xJUiCwz31VRD4LAmQGEmfYB0BMQZ5sgWS8e_UMbjCaEhaPNO88q5XdbLOCWA85_rO0vYTb4hp6tmIiaerhsM;
+        path=/; expires=Tue, 10-Jun-25 15:32:05 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=HRKCwkyTqSXpCj9_i_T5lDtlr_INA290o0b3k.26oi8-1749567725794-0.0.1.1-604800000;
+        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:
+      - '42674'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-envoy-upstream-service-time:
+      - '42684'
+      x-ratelimit-limit-requests:
+      - '30000'
+      x-ratelimit-limit-tokens:
+      - '150000000'
+      x-ratelimit-remaining-requests:
+      - '29999'
+      x-ratelimit-remaining-tokens:
+      - '149999859'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_d92e6f33fa5e0fbe43349afee8f55921
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/tests/cassettes/test_guardrail_is_called_using_callable.yaml b/tests/cassettes/test_guardrail_is_called_using_callable.yaml
new file mode 100644
index 000000000..04521e7f8
--- /dev/null
+++ b/tests/cassettes/test_guardrail_is_called_using_callable.yaml
@@ -0,0 +1,130 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Sports Analyst. You
+      are an expert at gathering and organizing information. You carefully collect
+      details and present them in a structured way.\nYour personal goal is: Gather
+      information about the best soccer players\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": "Top 1 best players
+      in the world?"}], "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '693'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.78.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.78.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      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//TFPRbttGEHzPVwz04taQBFt1nFZvsgsnRlvYqI0aafOyPK7IjY97xO1R
+        CpMv6nf0x4qlZLcvBHh3Mzs7s/vtDTCTerbGLLRUQtfHxVUzPF6udsaXHx/Cn7//8fG8e9rf/XxF
+        X+vqaTZ3RKo+cygvqGVIXR+5SNLDdchMhZ31/N3FT28vL99enE0XXao5Oqzpy+IiLTpRWazOVheL
+        s3eL8x+P6DZJYJut8dcbAPg2fV2n1vxltsbENZ10bEYNz9avj4BZTtFPZmQmVkjLbP7fZUhaWCfp
+        j20amrascQtNewRSNLJjEBrXD1LbcwY+6Y0oRWym/zUeW0ZJPfpII2eIorSMfcqxnoMMaYu7UFLF
+        Gauz1Q9ziOFXScoRv7GZLPEkNccRmRvKNdcTSNmBzjRVZyuwFALnY52Jl2JEkY7nBya0ZGipBikk
+        xsFKljQYAmXmjNBSplA4y1euUY3gLyVTyrUo5RH2LDHaHDsxSToHaY2Q1E1jDePSO/+kv/CITWiF
+        d9yxFlv78QKnp9dxqOz0dH2UYj1rmfR39DllKaMLbuVVDRXcXOOKcuCYlObYt5wZLaPiQB1P2BCH
+        6sS8z4X3ichUizawkDLnJT5MzxQlk9qWc+YaJeGeshgeSLQs3nPuSBTf3T+8/97TWZ2tzpcHzbda
+        OCv5pFJ07R+8RI1NbliLKDnZTkJJeXwJ1uG4Tj1h0/3zd5ZAk1PHqxVubm82ePL0cT30cxiHIbtm
+        7z1yQ2H0gAkvddFyTsuji5s95fp/Nnqi+6Tohlikj4wrijEp6pO7DJoez9FK00Zp2vJSxgqVwbxM
+        mfy08jKdTUwVxTgiKYx3nCkihUAeuS094PtIo/M8lDHylO5BiRieNe0V25SnIqIhcy1VZNRZqio6
+        iiqJUsY5+sxBjNH72mlzGKc+pyhbCWgSxYWHKNos8cGd8ZVjz8PnpMm085HxZveGVjpPoiPlYccZ
+        pc2+qyjeNGreshobjKmLbBbHOTp6PrjRgaYx9s13oK9yOkS5FY71chrrW93GgTUcOr7iMWk92ShW
+        JNhxwU4M0vUUXhka8uU7uHEk8CuyXqbMj7t66H5Kpk+5WEdqrfRo6V8AAAD//4xVy24CIRTdz1cQ
+        1m1Tx+nCr+gXGHKFO85NGSDAaF347w2ggtUmXR84931O0hcdLJP5mlC14yNzPfmJQlrB0qkkWWQW
+        VMyhH62fIUVNApUXgWk8oGZH1JqRiTYzzqRe1+8hDRFYEhOY83kWVKEimbcx55mFoLTlM2+IvuoL
+        fuPs0gQxsOMEkVFkM4IJiWmHD9vWaiGLVsHprRVfj+MSIBmAWbRuADDGxpxQlv3tBTnfhF7bvfN2
+        F3595SMZCpPwCMGaJOohWsczeu4Y22ZDWe48gjtvZxdFtF+Yw636vvDx6mMV7TebCxptBF2BoV+9
+        PCEUCiOQDo0ncQlyQlW/VgODRZFtgK4p+zGdZ9yldDL7/9BXQEp0EZVw6aTlfcn1mcfk8389u7U5
+        J8wD+gNJFJHQp1EoHGHRxX15OIWIsxjJ7NE7T8WCRyfWA3wMgJu15N25+wEAAP//AwDdzCHTkAgA
+        AA==
+    headers:
+      CF-RAY:
+      - 94d9a27f5dc000f9-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 10 Jun 2025 14:42:51 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - __cf_bm=7hq1JYlSmmLvjUR7npK1vcLJYOvCPn947S.EYBtvTcQ-1749566571-1.0.1.1-11XCSwdUqYCYC3zE9DZk20c_BHXTPqEi6YMhVtX9dekgrj0J3a4EHGdHvcnhBNkIxYzhM4zzQsetx2sxisMk62ywkO8Tzo3rlYdo__Kov7w;
+        path=/; expires=Tue, 10-Jun-25 15:12:51 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=bhxj6kzt6diFCyNbiiw60v4lKiUKaoHjQ3Yc4KWW4OI-1749566571331-0.0.1.1-604800000;
+        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:
+      - '30419'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-envoy-upstream-service-time:
+      - '30424'
+      x-ratelimit-limit-requests:
+      - '30000'
+      x-ratelimit-limit-tokens:
+      - '150000000'
+      x-ratelimit-remaining-requests:
+      - '29999'
+      x-ratelimit-remaining-tokens:
+      - '149999859'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_b5983a9572e28ded39da7b12e678e2b7
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/tests/cassettes/test_guardrail_is_called_using_string.yaml b/tests/cassettes/test_guardrail_is_called_using_string.yaml
new file mode 100644
index 000000000..76c162b6c
--- /dev/null
+++ b/tests/cassettes/test_guardrail_is_called_using_string.yaml
@@ -0,0 +1,643 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Sports Analyst. You
+      are an expert at gathering and organizing information. You carefully collect
+      details and present them in a structured way.\nYour personal goal is: Gather
+      information about the best soccer players\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": "Top 10 best players
+      in the world?"}], "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '694'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.78.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.78.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      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 |
+        H4sIAAAAAAAAA6RXXW4cNxJ+1ykK8+JdoyVII/lH8yZprUi25BVsB0GwDoQadk13ZdgkU2TPaBIY
+        2Lc9wx5hz7F7kj1JUOye38iBgrwImiZZrPr41VdVv+wBDLgcjGBgakymCXb/vGrfyvX4+zCZ/fTd
+        3dWPD69v+N3V7bfjDw/N20GhJ/z4RzJpeerA+CZYSuxdt2yEMJFaPXp1cvri5YvTl6/yQuNLsnqs
+        Cmn/xO837Hh/eDg82T98tX/0uj9dezYUByP4xx4AwC/5r/rpSnoYjOCwWH5pKEasaDBabQIYiLf6
+        ZYAxckzo0qBYLxrvErns+qfat1WdRnANzs/BoIOKZwQIlfoP6OKcBOCzu2SHFs7y7xFckRCgEKSa
+        IPkAR4cwppggemNIIFhckERgl3fMvdgSMIKfwN9N8mMSGB4OjwsYY6QSfN7GAoFk4qVBZ6gAbgKa
+        VAC6EvyMBK0F9V143CrQEZLP5itsaPTZfXZHB/D8+Q17RxZuKUZ+/hz+cu0SCdwyNvzXzw4A9uHO
+        R1YLI7j0Mkcp++8XvnVJFiM4k4pcYof9whVXteWqTnHUGc6OsGspOxFrPzcYCWqOQA+GglpHC6Xw
+        eGzZVQXMOLJ3XTQKT4NTdhXgmC2nRQGWsNQPq6vV8IxN8rJY4jg8HA7h8vryDL7LiF60IduLXDme
+        sEGX7GIDI1epEXXK2Hb8LEJsjaEYKR4oXEOF693CMjq4HWMI//2PAnaHwhE+Iru0/w1Jg+yeDNyl
+        6Ns9gto75+cOJl6yO2PLMZGogzEQlTkKY9mxQQsTdhzrjFrvFnAEhCktemZlQ2Ofarj7+E0+rPBc
+        CjlTg8Me/UTYFDDdunmDYZmeN1y1BEfZBitT1qd9Kw4bcqlD61jReiP6mnCFaNGVitYtOlOTRgMX
+        nBZPRuq9fl48glRv+1mEyqPdj8ZnnIL4OcXYvXcSclWqocYZQYOlMq8B70gzTKFofEwwIRTKu3na
+        Z+ObVnygAmqyQa3ueA+RTCsEkXK+QeJkM07GtpmdavvbN5dncFFjE3IS3hBWLWWITjKhaMYO/kZw
+        Lu3C0ZMwuuVywmRLkl2YzslW3DaP4LS64f///Pd21gWVPWVPzgRvu6TrEhAanP4GrSxdfVLuylYB
+        7GKSVomAVpd2osnXl75hp6TSDaVvKCY2+doOcXSgFYJSDrgj1AtF60I4Jkbn4YP6XnrF68zCe4xR
+        nkymOy+prdA+ClMMnJQRs14PNLSP2JYMd+L75yuW1z9TKJOgl5IdygISWnIph7LFx164YEoUMp49
+        aMa7GUnMWQTY+J40CnGhfNWzNZaAYKkiV+odBoVIAI34GKFpbeJgSSWxanuteqlgvadFgwJv5aBH
+        6Yot2iejdC74Mz+GUWf3WQSsejXO5Ztn+f+ccVO2tku3KYWUA0bVJC1+vaaQKAZdBSxyPe3rQg6Z
+        Yw/lil67bwDzmq2mM7uE7DLImrwK4ZamQRCK5EyXdK8UmQ9aUxPc0Bxd6edxmkvfOYoh6x3+ASKp
+        9jwC0aeaVIKslpmlouwUQeMlP7+2HJQrkeorqsTirgxvSHzofco/FGskYbTryrhbz1ZR5czbLmmv
+        swKhcAPn5H6mBnumXKfENZZ/vpApEP1rfyC0cIulsIosCgjp4y1p0T13ASVH1Rb1Xos8Say5q9uJ
+        TN2VvMyv2LGmR3XJmj45vkKaHPVp7nvaKcKtL4X/9y8NesO7PyK4F+Ix8WONzxk0mFXPT6Dpzy8l
+        tmtrlrrbe7HGwwG7iW21scn1vdIig2kTwWI3W+ghkLDSPBufeJ/G2gJqlbaWq1UCHB1q+Le+xoZK
+        +IgWa43/hmckwfteH7766JvBv6kWIS2/bsaerWZtDNZHbZED9o79vipmkTDkkqwD1yRYebd82Duh
+        hkmWWvDV0lFsCYQCFROmNub2el3SyKroT7o4u9z4VFOkVWuetaykxmt101Flq4RmPhbrbDa9DnY9
+        ee8zK+NjIJMUEFWmrj3pdbuA6C2XPFn0nYM2+P0TxJ3SsFVyDzanFaFJG1EnJtdau7GAzvmUZTHP
+        ST/0K19Wk5H1VRA/jjtHB5323Ath9E6noJh8GOTVL3sAP+QJrN0aqgZBfBPSffJTytcdDYedvcF6
+        8Fuvvjw96leTT2jXC6+PjotHDN6XlJBt3BjiBgZNTeX66HriUwXwGwt7G2H/1p3HbHehs6ueYn69
+        YJQfVN4HoZLNdsjrbUI6GH9t2wrm7PAgkszY0H1iEn2KkibY2m5cHcRFTNTcT9hVJEG4m1kn4f74
+        BF+cIJ0em8Hel71fAQAA//8DAICIe4nBDwAA
+    headers:
+      CF-RAY:
+      - 94d9947e9abcf1fe-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 10 Jun 2025 14:33:27 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - __cf_bm=UscrLNUFPQp17ivpT2nYqbIb8GsK9e0GpWC7sIKWwnU-1749566007-1.0.1.1-fCm5jdN02Agxc9.Ep4aAnKukyBp9S3iOLK9NY51NLG1zib3MnfjyCm5HhsWtUvr2lIjQpD_EWosVk4JuLbGxrKYZBa4WTendGsY9lCU9naU;
+        path=/; expires=Tue, 10-Jun-25 15:03:27 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=CGbpwQsAGlm5OcWs4NP0JuyqJh.mIqHyUZjIdKm8_.I-1749566007688-0.0.1.1-604800000;
+        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:
+      - '40370'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-envoy-upstream-service-time:
+      - '40375'
+      x-ratelimit-limit-requests:
+      - '30000'
+      x-ratelimit-limit-tokens:
+      - '150000000'
+      x-ratelimit-remaining-requests:
+      - '29999'
+      x-ratelimit-remaining-tokens:
+      - '149999859'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_94fb13dc93d3bc9714811ff4ede4c08f
+    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!\nIMPORTANT:
+      Your final answer MUST contain all the information requested in the following
+      format: {\n  \"valid\": bool,\n  \"feedback\": str | None\n}\n\nIMPORTANT: 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        Here are the top
+      10 best soccer players in the world as of October 2023, based on their performance,
+      impact, and overall contributions to the game:\n\n1. **Lionel Messi** (Inter
+      Miami)\n   - Position: Forward\n   - Country: Argentina\n   - Highlights: Messi
+      continues to showcase his exceptional dribbling, vision, and playmaking ability,
+      leading Argentina to victory in the 2022 FIFA World Cup and significantly contributing
+      to his club''s successes.\n\n2. **Kylian Mbapp\u00e9** (Paris Saint-Germain)\n   -
+      Position: Forward\n   - Country: France\n   - Highlights: Known for his blistering
+      speed and clinical finishing, Mbapp\u00e9 is a key player for both PSG and the
+      French national team, known for his performances in Ligue 1 and international
+      tournaments.\n\n3. **Erling Haaland** (Manchester City)\n   - Position: Forward\n   -
+      Country: Norway\n   - Highlights: Haaland''s goal-scoring prowess and strength
+      have made him one of the most feared strikers in Europe, helping Manchester
+      City secure several titles including the UEFA Champions League.\n\n4. **Kevin
+      De Bruyne** (Manchester City)\n   - Position: Midfielder\n   - Country: Belgium\n   -
+      Highlights: De Bruyne\u2019s exceptional passing, control, and vision make him
+      one of the best playmakers in the world, instrumental in Manchester City\u2019s
+      dominance in domestic and European competitions.\n\n5. **Cristiano Ronaldo**
+      (Al Nassr)\n   - Position: Forward\n   - Country: Portugal\n   - Highlights:
+      Despite moving to the Saudi Pro League, Ronaldo''s extraordinary talent and
+      goal-scoring ability keep him in the conversation among the best, having had
+      a legendary career across multiple leagues.\n\n6. **Neymar Jr.** (Al Hilal)\n   -
+      Position: Forward\n   - Country: Brazil\n   - Highlights: Neymar''s agility,
+      creativity, and skill have kept him as a top performer in soccer, now showcasing
+      his talents in the Saudi Pro League while maintaining a strong national team
+      presence.\n\n7. **Robert Lewandowski** (Barcelona)\n   - Position: Forward\n   -
+      Country: Poland\n   - Highlights: The prolific striker continues to score consistently
+      in La Liga, known for his finishing, positioning, and aerial ability, contributing
+      to Barcelona\u2019s successes.\n\n8. **Karim Benzema** (Al Ittihad)\n   - Position:
+      Forward\n   - Country: France\n   - Highlights: The former Real Madrid star
+      remains a top talent, displaying leadership and technical skills, now continuing
+      his career in the Saudi Pro League.\n\n9. **Luka Modri\u0107** (Real Madrid)\n   -
+      Position: Midfielder\n   - Country: Croatia\n   - Highlights: A master of midfield
+      control and passing, Modri\u0107 remains an influential figure at Real Madrid,
+      showcasing his experience and football intelligence.\n\n10. **Mohamed Salah**
+      (Liverpool)\n    - Position: Forward\n    - Country: Egypt\n    - Highlights:
+      Salah''s explosive pace and goal-scoring ability keep him as a central figure
+      for Liverpool in the Premier League and European competitions, maintaining his
+      status as one of the elite forwards.\n\nThese players have demonstrated exceptional
+      skill, consistency, and impact in their respective teams and leagues, solidifying
+      their positions among the best in the world.\n\n        Guardrail:\n        Only
+      include Brazilian players, both women and men\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-mini", "stop":
+      ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '4676'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=UscrLNUFPQp17ivpT2nYqbIb8GsK9e0GpWC7sIKWwnU-1749566007-1.0.1.1-fCm5jdN02Agxc9.Ep4aAnKukyBp9S3iOLK9NY51NLG1zib3MnfjyCm5HhsWtUvr2lIjQpD_EWosVk4JuLbGxrKYZBa4WTendGsY9lCU9naU;
+        _cfuvid=CGbpwQsAGlm5OcWs4NP0JuyqJh.mIqHyUZjIdKm8_.I-1749566007688-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.78.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.78.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      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 |
+        H4sIAAAAAAAAA4xUwWobMRC9+ysGnVqwjZ3YjuNbQim0hULBtIc6mLE0uzuxVtpqtHbckH8v2o29
+        TpNCLwuapzfzZvRmH3sAio1agNIFRl1WdnCb119+LIvZh+/+h9zM55Op3Wzv5dt4rKei+onhN/ek
+        45E11L6sLEX2roV1IIyUso6vJtfT2Ww0mjdA6Q3ZRMurOJj4QcmOBxeji8lgdDUYz5/ZhWdNohbw
+        swcA8Nh8k05n6EEtYNQ/RkoSwZzU4nQJQAVvU0ShCEtEF1W/A7V3kVwjfVn4Oi/iAj6B83vQ6CDn
+        HQFCnvQDOtlTAFi5j+zQwk1zXsDjygGs1A4tm5VaQIZWqN8GMyKzQb1N8ZVaFgQRZQuBpLYRjCcB
+        5yM0AzvAnmMBsSDIawwmIFtAAY7ATtvakEBl8UBBIAu+hB0G9rWA9rWLgUkAnQHv7AFKcmn8AnHv
+        4Tbgb7aM7kR/95UOJQb4HIYNpz2+h33BloAeUjV2+Rlz70vq+Cl7IHsYwvKFWqlIc8YarT1AoF81
+        SRSI/thAK+6Vnj5sfCyeayQ9Jbl+EqML4HZCWW0ztpbMcKVW7un8CQNltWCykautPQPQOR+xmUMy
+        z90z8nSyi/V5FfxG/qKqjB1LsQ6E4l2yhkRfqQZ96gHcNbasXzhNVcGXVVxHv6Wm3PV01uZT3TZ0
+        6PwIRh/RdvHxaHLRfyPh2lBEtnLmbKVRF2Q6brcGWBv2Z0DvrO3Xct7K3bbOLv+f9B2gNVWRzLoK
+        ZFi/bLm7Fij9Lf517TTmRrASCjvWtI5MIT2FoQxr2+6wkoNEKtcZu5xCFbhd5KxaX05wOkG6vtSq
+        99T7AwAA//8DABZK9w/WBAAA
+    headers:
+      CF-RAY:
+      - 94d9957c4b46f1fe-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 10 Jun 2025 14:33:46 GMT
+      Server:
+      - cloudflare
+      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:
+      - '18280'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-envoy-upstream-service-time:
+      - '18287'
+      x-ratelimit-limit-requests:
+      - '30000'
+      x-ratelimit-limit-tokens:
+      - '150000000'
+      x-ratelimit-remaining-requests:
+      - '29999'
+      x-ratelimit-remaining-tokens:
+      - '149998889'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_853da6b9ca8f386ff1427c837346290d
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Sports Analyst. You
+      are an expert at gathering and organizing information. You carefully collect
+      details and present them in a structured way.\nYour personal goal is: Gather
+      information about the best soccer players\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": "Top 10 best players
+      in the world?"}, {"role": "assistant", "content": "Thought: I now can give a
+      great answer  \nFinal Answer: Here are the top 10 best soccer players in the
+      world as of October 2023, based on their performance, impact, and overall contributions
+      to the game:\n\n1. **Lionel Messi** (Inter Miami)\n   - Position: Forward\n   -
+      Country: Argentina\n   - Highlights: Messi continues to showcase his exceptional
+      dribbling, vision, and playmaking ability, leading Argentina to victory in the
+      2022 FIFA World Cup and significantly contributing to his club''s successes.\n\n2.
+      **Kylian Mbapp\u00e9** (Paris Saint-Germain)\n   - Position: Forward\n   - Country:
+      France\n   - Highlights: Known for his blistering speed and clinical finishing,
+      Mbapp\u00e9 is a key player for both PSG and the French national team, known
+      for his performances in Ligue 1 and international tournaments.\n\n3. **Erling
+      Haaland** (Manchester City)\n   - Position: Forward\n   - Country: Norway\n   -
+      Highlights: Haaland''s goal-scoring prowess and strength have made him one of
+      the most feared strikers in Europe, helping Manchester City secure several titles
+      including the UEFA Champions League.\n\n4. **Kevin De Bruyne** (Manchester City)\n   -
+      Position: Midfielder\n   - Country: Belgium\n   - Highlights: De Bruyne\u2019s
+      exceptional passing, control, and vision make him one of the best playmakers
+      in the world, instrumental in Manchester City\u2019s dominance in domestic and
+      European competitions.\n\n5. **Cristiano Ronaldo** (Al Nassr)\n   - Position:
+      Forward\n   - Country: Portugal\n   - Highlights: Despite moving to the Saudi
+      Pro League, Ronaldo''s extraordinary talent and goal-scoring ability keep him
+      in the conversation among the best, having had a legendary career across multiple
+      leagues.\n\n6. **Neymar Jr.** (Al Hilal)\n   - Position: Forward\n   - Country:
+      Brazil\n   - Highlights: Neymar''s agility, creativity, and skill have kept
+      him as a top performer in soccer, now showcasing his talents in the Saudi Pro
+      League while maintaining a strong national team presence.\n\n7. **Robert Lewandowski**
+      (Barcelona)\n   - Position: Forward\n   - Country: Poland\n   - Highlights:
+      The prolific striker continues to score consistently in La Liga, known for his
+      finishing, positioning, and aerial ability, contributing to Barcelona\u2019s
+      successes.\n\n8. **Karim Benzema** (Al Ittihad)\n   - Position: Forward\n   -
+      Country: France\n   - Highlights: The former Real Madrid star remains a top
+      talent, displaying leadership and technical skills, now continuing his career
+      in the Saudi Pro League.\n\n9. **Luka Modri\u0107** (Real Madrid)\n   - Position:
+      Midfielder\n   - Country: Croatia\n   - Highlights: A master of midfield control
+      and passing, Modri\u0107 remains an influential figure at Real Madrid, showcasing
+      his experience and football intelligence.\n\n10. **Mohamed Salah** (Liverpool)\n    -
+      Position: Forward\n    - Country: Egypt\n    - Highlights: Salah''s explosive
+      pace and goal-scoring ability keep him as a central figure for Liverpool in
+      the Premier League and European competitions, maintaining his status as one
+      of the elite forwards.\n\nThese players have demonstrated exceptional skill,
+      consistency, and impact in their respective teams and leagues, solidifying their
+      positions among the best in the world."}, {"role": "user", "content": "The task
+      result does not comply with the guardrail as it includes players from various
+      countries and only mentions two Brazilian players (Neymar Jr. and Neymar) while
+      excluding Brazilian women players entirely. The guardrail specifically requests
+      to include only Brazilian players, both women and men, which is not fulfilled."}],
+      "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '4338'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=UscrLNUFPQp17ivpT2nYqbIb8GsK9e0GpWC7sIKWwnU-1749566007-1.0.1.1-fCm5jdN02Agxc9.Ep4aAnKukyBp9S3iOLK9NY51NLG1zib3MnfjyCm5HhsWtUvr2lIjQpD_EWosVk4JuLbGxrKYZBa4WTendGsY9lCU9naU;
+        _cfuvid=CGbpwQsAGlm5OcWs4NP0JuyqJh.mIqHyUZjIdKm8_.I-1749566007688-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.78.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.78.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      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//lFfNbhxHDr7rKYi5BDBagiTLsj032QvHceC1ExubIOtAYFdzuhlVs3pZ
+        1TMeBwb2Nfa857xArnqTfZIFq2e6R9J417oImmYVfz5+JIu/HwDMuJrNYeYaTK7t/OGzuv8+vPuu
+        O/2H+9k//vnF8flP4Zcf6uclPj35dlbYjVD+Ri5tbx250HaeEgcZxE4JE5nWk8dnTx+dnx+fnmdB
+        Gyrydq3u0uFZOGxZ+PD0+PTs8Pjx4cmTze0msKM4m8PfDwAAfs9/zU+p6ONsDsfF9ktLMWJNs/l4
+        CGCmwduXGcbIMaGkWTEJXZBEkl1/34S+btIcvgMJK3AoUPOSAKE2/wElrkgBPsgLFvRwkX/P4SUp
+        ASpBaghS6ODkGEqKCWJwjhQ6j2vSCCz5xCqorwpYBNdHlhroo/N95CX5NQSBZ4qf2DPK9l4BZUgN
+        rEJLAigVtCQFlBipsvOpIVboSBdBWxRH+Qy3Hbq0NVljS4ARwgLeuBRKUjg9Pn04/yAf5OQIHjz4
+        K61bVHilRw8eWIAAcAhvQ2TL4RxeBF2hVqPkue/LOVx4eMke/fj5JdeN57pJcQ5vhMycWW+DYXHF
+        3lMFi0FVhNqHEr1fF7Axbplg6SlCClDhp0+eYMWpgYYjVMpl6VnqIsPS4lX+30KtA/rD6IIamFiy
+        57QuoMFl/g2Ra+EFO5S0RSXIAKkpdr4vsxrzdMJe0CJHD4mwPTKcTg2nv7Fc/+G4j/Dq+k/hoPeA
+        60dCD6+xUq72IjbpbjACtaQ1VZY1hCtab9hg+O1qKkBCGmDN4cSOqCogkWuEHfoB9zgg5bR3jD4j
+        lunIbRfUKgJaTK6hWEBswsphJqbpS+hJJsRGtFgS6QiSpyX5mGF6aDD9yK5B9RyD3AOg9yElkgZb
+        eBlS7HrdC9P3ElYyxrskjZhyzrNfSGoRjjTY8STDWpILVguw5IQeWmqtGDZEvZH0rM6umMRht1Fp
+        5HQNSk1TZY0s7XBTfrfomJE5M2Reoya8ByZv1KNUAd4qV7QXjwtI2hN4qkkqiyQ3im/ipvsUkE3m
+        SFwQ64Akya+3iaYKGtKBJgV4woo0Ntztqa1Ow4piLIBQxT5I35KGPgIOJZ0T4FzwWFkVN2r9NPQp
+        WxgcRF2DQyXSjMkjw+RCKrW+DRd+SXEvOK+5WjD5ivR2UYUWvwBLx8tgOd4UDssdZEbDBk7FMZ8c
+        8KCPjroNG4YSGpoEupTLyiImoRiHumAZSsM05IPGz//XUc5z8B4F4R1KCvtD/wstSO4G/ozEmtr+
+        2LNOjqDkQi38adsgSKEydTZttukcsrZD7iBJueyTzbIcA6aE7qoAiglLz7HJzYE0kl/s7U9DcyW9
+        2VzvAvDYAPgWS2Xy8IpiH+8zfTSSfGH4/GQFibDwyINHYz1arPkZkMfHDdsGGApQjCTJmkiHmva2
+        hgKubjShVdArUEw0tkbvuSabxcOAhkzeHPMTi/k9Xv8R4ULx+s/fwv0I/+763wHeYu/DF2ivnJt3
+        TJg5PxHwNvsHJ4z6NbJQtWWLOTDSJSYNVvrT8yIPjnbj3o15kdOei2UzbQgTL7ft72kOvGGsA7xj
+        v8T7sP15Qz7SF9guQB87UjbAq2xayTOWnsCRzanDMvM3W/3PP/8Vd9pcPj7VxFAHTIbLkqDFiqDh
+        FhBcUCGNKQhlcLYefc3T4eTYYn/GCL+gkGJKU9L/B9PH6N+ib4kV4yS4NQHylJ5eVwWYsZ15t8NX
+        0ptdfRxtFrVFM72vxsfD2BPyx+lB5XPH+Npyf2+14jkmaEbv81EWp1SxJWzz3sj8GY0GyU/XOy9j
+        Y+KWzTs8HF7E267tNGy79MB/072tBRvfsYDU9NYsO6Vc+1JvbH0TQdk124e8pxrd+mh3fVBa9BFt
+        hZHe+x0BioSUIciLy68byedxVfGh7jSU8dbV2YKFY3OphDGIrSUxhW6WpZ8PAH7NK1F/Y8uZdRra
+        Ll2mcEXZ3JMnJ4O+2bSJTdLz883CNEs2ICfByaOz7b0bGi8rSsg+7qxVM4euoWq6O+1g2FccdgQH
+        O3Hf9Wef7iF2lvpr1E8CZyObqsvOyORuxjwdU7JV9UvHRpyzw7NIumRHl4lJLRcVLbD3wwI5i+uY
+        qL1csNSknfKwRS66y4dn+OgM6elDNzv4fPBfAAAA//8DAGsE37hTDwAA
+    headers:
+      CF-RAY:
+      - 94d995f0ca0cf1fe-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 10 Jun 2025 14:34:22 GMT
+      Server:
+      - cloudflare
+      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:
+      - '35941'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-envoy-upstream-service-time:
+      - '35946'
+      x-ratelimit-limit-requests:
+      - '30000'
+      x-ratelimit-limit-tokens:
+      - '150000000'
+      x-ratelimit-remaining-requests:
+      - '29999'
+      x-ratelimit-remaining-tokens:
+      - '149998983'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_c874fed664f962f5ee90decb8ebad875
+    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!\nIMPORTANT:
+      Your final answer MUST contain all the information requested in the following
+      format: {\n  \"valid\": bool,\n  \"feedback\": str | None\n}\n\nIMPORTANT: 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        Here are the top
+      10 best soccer players in the world, focusing exclusively on Brazilian players,
+      both women and men, based on their performance and impact in the game as of
+      October 2023:\n\n1. **Neymar Jr.**  \n   - Position: Forward  \n   - Club: Al
+      Hilal  \n   - Highlights: One of the most skilled forwards globally, Neymar
+      continues to dazzle with his dribbling, playmaking, and goal-scoring ability,
+      having a significant impact on both his club and the Brazilian national team.\n\n2.
+      **Vin\u00edcius J\u00fanior**  \n   - Position: Forward  \n   - Club: Real Madrid  \n   -
+      Highlights: Vin\u00edcius has emerged as a key player for Real Madrid, noted
+      for his speed, technical skills, and crucial goals in important matches, showcasing
+      his talent on both club and international levels.\n\n3. **Richarlison**  \n   -
+      Position: Forward  \n   - Club: Tottenham Hotspur  \n   - Highlights: Known
+      for his versatility and aerial ability, Richarlison has become a vital member
+      of the national team and has the capability to change the game with his pace
+      and scoring ability.\n\n4. **Marta**  \n   - Position: Forward  \n   - Club:
+      Orlando Pride  \n   - Highlights: A true legend of women''s soccer, Marta has
+      consistently showcased her skill, leadership, and goal-scoring prowess, earning
+      numerous awards and accolades throughout her legendary career.\n\n5. **Andressa
+      Alves**  \n   - Position: Midfielder  \n   - Club: Roma  \n   - Highlights:
+      A pivotal player in women''s soccer, Andressa has displayed her exceptional
+      skills and tactical awareness both in club play and for the Brazilian national
+      team.\n\n6. **Alana Santos**  \n   - Position: Defender  \n   - Club: Benfica  \n   -
+      Highlights: Alana is recognized for her defensive prowess and ability to contribute
+      to the attack, establishing herself as a key player for both her club and the
+      national team.\n\n7. **Gabriel Jesus**  \n   - Position: Forward  \n   - Club:
+      Arsenal  \n   - Highlights: With a flair for scoring and assisting, Gabriel
+      Jesus is an essential part of the national team, known for his work rate and
+      intelligence on the field.\n\n8. **Ta\u00eds Ara\u00fajo**  \n   - Position:
+      Midfielder  \n   - Club: S\u00e3o Paulo  \n   - Highlights: A rising star in
+      Brazilian women''s soccer, Ta\u00eds has gained recognition for her strong performances
+      in midfield, showcasing both skill and creativity.\n\n9. **Thiago Silva**  \n   -
+      Position: Defender  \n   - Club: Chelsea  \n   - Highlights: An experienced
+      and reliable center-back, Silva\u2019s leadership and defensive abilities have
+      made him a cornerstone for Chelsea and the Brazilian national team.\n\n10. **Bia
+      Zaneratto**  \n    - Position: Forward  \n    - Club: Palmeiras  \n    - Highlights:
+      A talented forward, Bia has become known for her goal-scoring capabilities and
+      playmaking skills, contributing significantly to both her club and the national
+      team.\n\nThis list highlights the incredible talent and contributions of Brazilian
+      players in soccer, showcasing their skills across both men''s and women''s games,
+      thus representing Brazil''s rich soccer legacy.\n\n        Guardrail:\n        Only
+      include Brazilian players, both women and men\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-mini", "stop":
+      ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '4571'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=UscrLNUFPQp17ivpT2nYqbIb8GsK9e0GpWC7sIKWwnU-1749566007-1.0.1.1-fCm5jdN02Agxc9.Ep4aAnKukyBp9S3iOLK9NY51NLG1zib3MnfjyCm5HhsWtUvr2lIjQpD_EWosVk4JuLbGxrKYZBa4WTendGsY9lCU9naU;
+        _cfuvid=CGbpwQsAGlm5OcWs4NP0JuyqJh.mIqHyUZjIdKm8_.I-1749566007688-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.78.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.78.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      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/bMAyG7/4VhM72kLj5WHxrDwEKtNilGDYshcFItK1WlgRJTjYE+e+D7DR2
+        tw7YxYD58KX4kjwlAEwKVgDjDQbeWpXd1d3Dl+5Yfb3dPD6K7bri26cw899f5vruG0ujwuxfiIc3
+        1SduWqsoSKMHzB1hoFh1vl5slqvVbJX3oDWCVJTVNmQLk7VSyyyf5Ytsts7mny/qxkhOnhXwIwEA
+        OPXf2KcW9JMVMEvfIi15jzWx4poEwJxRMcLQe+kD6sDSEXKjA+m+9afGdHUTCrgHbY7AUUMtDwQI
+        dewfUPsjOYCd3kqNCm77/wJOOw2wYwdUUuxYAcF1lA6xikjskb/GsO6U2unz9HFHVedRXeAEoNYm
+        YBxgb/v5Qs5Xo8rU1pm9/0PKKqmlb0pH6I2OpnwwlvX0nAA89wPt3s2IWWdaG8pgXql/bpMvh3ps
+        3ONI8/UFBhNQTVTLPP2gXikooFR+shLGkTckRum4P+yENBOQTFz/3c1HtQfnUtf/U34EnJMNJErr
+        SEj+3vGY5iie+b/SrlPuG2ae3EFyKoMkFzchqMJODcfH/C8fqC0rqWty1snhAitb3ixwuUDa3HCW
+        nJPfAAAA//8DAOHOvQuPAwAA
+    headers:
+      CF-RAY:
+      - 94d996d2b877f1fe-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 10 Jun 2025 14:34:38 GMT
+      Server:
+      - cloudflare
+      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:
+      - '15341'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-envoy-upstream-service-time:
+      - '15343'
+      x-ratelimit-limit-requests:
+      - '30000'
+      x-ratelimit-limit-tokens:
+      - '150000000'
+      x-ratelimit-remaining-requests:
+      - '29999'
+      x-ratelimit-remaining-tokens:
+      - '149998917'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_22419b91d42cf1e03278a29f3093ed3d
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/tests/cassettes/test_guardrail_reached_attempt_limit.yaml b/tests/cassettes/test_guardrail_reached_attempt_limit.yaml
new file mode 100644
index 000000000..968e3cb91
--- /dev/null
+++ b/tests/cassettes/test_guardrail_reached_attempt_limit.yaml
@@ -0,0 +1,726 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Sports Analyst. You
+      are an expert at gathering and organizing information. You carefully collect
+      details and present them in a structured way.\nYour personal goal is: Gather
+      information about the best soccer players\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": "Top 10 best players
+      in the world?"}], "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '694'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.78.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.78.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      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 |
+        H4sIAAAAAAAAA5yXzVIbORDH7zxF11xiqLHLNp/xDUhMssEJm49N1S4pqq1pz/SikYaWxo6Tynmf
+        ZQ/7AnvNPtiWZIMNGAK5UHhaLfVPrW799XUNIOEs6UGiCvSqrHTzIK9HH/yzi6Mv44uT3z93X5fn
+        Fxefs49bR3vya5IGDzv8k5S/9GopW1aaPFszMysh9BRm7exuPd3e2d1s70VDaTPSwS2vfHPLNks2
+        3Oy2u1vN9m6zszf3LiwrckkP/lgDAPga/4Y4TUafkx6008svJTmHOSW9q0EAiVgdviToHDuPxifp
+        wqis8WRi6O8LW+eF78FLMHYCCg3kPCZAyEP8gMZNSABOTZ8NatiPv3vwviDwtoJOG4bkPDirFAlU
+        GqckDtiALwgmVnSWAjqwI3ijvB2SQLfd3UzjSkMCzsh4HjFlMERHGdjoyQJCioyHimRkpUSjyKXg
+        zllrlwKXFSofBudYBgOaDOyYBLWGgCc8rEMuHHg7n9ATlq4FL0gI2MX4nJda+VooA83O907Nqem0
+        YGPjmK0hDQNyjqHx0ngSGDCWDIf99Y2NUwMATTixjsMiPehbmaBk8++vaAr7fhYDuR48Ex4ONZs8
+        hTE7tiaF3KJuOmWFTQ44ZM1+2pq776uCaUwlGe96MKi150oTHKDW1kD25I3AhI0hSeHQVgj7JQkr
+        BFVgWcXZP4Z9h8O6uvoGjW67211vBcJuIHw11YwGBkOsqu9/Q+MEhR28Qza+eURSIpvHg76riLIU
+        PKnC8EVNKYzYsCvY5Kvh+i/7+3dE29lbT+GY85qgA569DmkuLzcjsyU5zwpUXblItRmonkvYZniB
+        qMOJaAzQqIJcSN8h++njiU7sJOyzm4Fdyxob59kov5rsoDYZOc05xjoJTmGiD8/7+3A4x3RwTBgA
+        Z+mMOdpcT+FEqGSSS+sMPkJuxdTRmA08IziQemroQZQDzkZMOiO5CzR0iuUTGvsXj398LldGm0Lg
+        rCv3IOTIth3ZULiEAzJfqERo7OvmS++5wOzxqTtaSlYaO1OJ5/F/j8qzQg1sPGnNORlFqylD1ays
+        vKuTeJPMwYR9AW8JNQwwE84i3U6ge03TEgV+kVZAgxesUT8erK+RJYVs0VUenKurstHXk3UrPVIH
+        zGZdxeB3Q/BvQ/f2cEwTNJmduHOGRv8QDlAUaWvwJ0Aum0MK1dwl/kASRn1/W4yd4yBcPQMyTxyc
+        xJtnKS/LBTinPMbQUPB6U5yfvr2AOLAFlpTBO9RYQOOYxySVtfqnO+FoQXiVrtU8N6po0ctndXR/
+        GUWCp4HgNzbf/1FcO/jl+7+GrUBj6ST+NMcjztoPy727fn8mOu14A9fnCAObCf/310qG+9rbQ/rb
+        PU3g7vq5xXV5tG63iPkdFpHeF+yiwgjCIwhF1rcFj6pFguIJcieFCt1N8RNutDu0jZCrSPmg3KLM
+        CQJsaH2xKPjgHEjFYPBFHeMgHzfQteb1A4Im9EgX9dkYZbqIsiJx0dFWbELOwpRhWR6Fe1jYh7KF
+        OgwfWQEao67jYikMax8idXSlEAscU6AJ8pSM11MYEhkQylEyyoJmdLakIByDUosic1lVrhCVrWWN
+        KzSqHQadbWqtlwxojPUxrKiuP80t3670tLZ5JXbobrgms1o+E0JnTdDOztsqidZvawCfom6vr0nx
+        pBJbVv7M23OKy3W63dl8yeK5sLDubG3Ord561AvD7s52umLCs4w8snZL0j9RqArKFq6LdwLWGdsl
+        w9oS9u1wVs09Q2eTP2T6hUEpqjxlZ5VQxuo68mKYUHhO3TXsaptjwIkjGbOiM88kIRUZjbDWs0dO
+        4qbOU3k2YpOTVMKzl86oOtvcwu0tpKebKln7tvY/AAAA//8DAJ67Vp33DQAA
+    headers:
+      CF-RAY:
+      - 94d9b5400dcd624b-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 10 Jun 2025 14:55:42 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - __cf_bm=8Yv8F0ZCFAo2lf.qoqxao70yxyjVvIV90zQqVF6bVzQ-1749567342-1.0.1.1-fZgnv3RDfunvCO1koxwwFJrHnxSx_rwS_FHvQ6xxDPpKHwYr7dTqIQLZrNgSX5twGyK4F22rUmkuiS6KMVogcinChk8lmHtJBTUVTFjr2KU;
+        path=/; expires=Tue, 10-Jun-25 15:25:42 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=wzh8YnmXvLq1G0RcIVijtzboQtCZyIe2uZiochkBLqE-1749567342267-0.0.1.1-604800000;
+        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:
+      - '33288'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-envoy-upstream-service-time:
+      - '33292'
+      x-ratelimit-limit-requests:
+      - '30000'
+      x-ratelimit-limit-tokens:
+      - '150000000'
+      x-ratelimit-remaining-requests:
+      - '29999'
+      x-ratelimit-remaining-tokens:
+      - '149999859'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_6a587ea22edef774ecdada790a320cab
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Sports Analyst. You
+      are an expert at gathering and organizing information. You carefully collect
+      details and present them in a structured way.\nYour personal goal is: Gather
+      information about the best soccer players\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": "Top 10 best players
+      in the world?"}, {"role": "assistant", "content": "Thought: I now can give a
+      great answer  \nFinal Answer: The top 10 best soccer players in the world, as
+      of October 2023, can be identified based on their recent performances, skills,
+      impact on games, and overall contributions to their teams. Here is the structured
+      list:\n\n1. **Lionel Messi (Inter Miami CF)**\n   - Position: Forward\n   -
+      Key Attributes: Dribbling, vision, goal-scoring ability.\n   - Achievements:
+      Multiple Ballon d''Or winner, Copa America champion, World Cup champion (2022).\n\n2.
+      **Kylian Mbapp\u00e9 (Paris Saint-Germain)**\n   - Position: Forward\n   - Key
+      Attributes: Speed, technique, finishing.\n   - Achievements: FIFA World Cup
+      champion (2018), Ligue 1 titles, multiple domestic cups.\n\n3. **Erling Haaland
+      (Manchester City)**\n   - Position: Forward\n   - Key Attributes: Power, speed,
+      goal-scoring instinct.\n   - Achievements: Bundesliga top scorer, UEFA Champions
+      League winner (2023), Premier League titles.\n\n4. **Kevin De Bruyne (Manchester
+      City)**\n   - Position: Midfielder\n   - Key Attributes: Passing, vision, creativity.\n   -
+      Achievements: Multiple Premier League titles, FA Cups, UEFA Champions League
+      winner (2023).\n\n5. **Karim Benzema (Al-Ittihad)**\n   - Position: Forward\n   -
+      Key Attributes: Goal-scoring, playmaking, tactical intelligence.\n   - Achievements:
+      2022 Ballon d''Or winner, multiple Champions Leagues with Real Madrid.\n\n6.
+      **Neymar Jr. (Al Hilal)**\n   - Position: Forward\n   - Key Attributes: Flair,
+      dribbling, creativity.\n   - Achievements: Multiple domestic league titles,
+      Champions League runner-up.\n\n7. **Robert Lewandowski (FC Barcelona)**\n   -
+      Position: Forward\n   - Key Attributes: Finishing, positioning, aerial ability.\n   -
+      Achievements: FIFA Best Men''s Player, multiple Bundesliga titles, La Liga champion
+      (2023).\n\n8. **Mohamed Salah (Liverpool)**\n   - Position: Forward\n   - Key
+      Attributes: Speed, finishing, dribbling.\n   - Achievements: Premier League
+      champion, FA Cup, UEFA Champions League winner.\n\n9. **Vin\u00edcius J\u00fanior
+      (Real Madrid)**\n   - Position: Forward\n   - Key Attributes: Speed, dribbling,
+      creativity.\n   - Achievements: UEFA Champions League winner (2022), La Liga
+      champion (2023).\n\n10. **Luka Modri\u0107 (Real Madrid)**\n    - Position:
+      Midfielder\n    - Key Attributes: Passing, vision, tactical intelligence.\n    -
+      Achievements: Multiple Champions League titles, Ballon d''Or winner (2018).\n\nThis
+      list is compiled based on their current form, past performances, and contributions
+      to their respective teams in both domestic and international competitions. Player
+      rankings can vary based on personal opinion and specific criteria used for evaluation,
+      but these players have consistently been regarded as some of the best in the
+      world as of October 2023."}, {"role": "user", "content": "You are not allowed
+      to include Brazilian players"}], "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '3594'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=8Yv8F0ZCFAo2lf.qoqxao70yxyjVvIV90zQqVF6bVzQ-1749567342-1.0.1.1-fZgnv3RDfunvCO1koxwwFJrHnxSx_rwS_FHvQ6xxDPpKHwYr7dTqIQLZrNgSX5twGyK4F22rUmkuiS6KMVogcinChk8lmHtJBTUVTFjr2KU;
+        _cfuvid=wzh8YnmXvLq1G0RcIVijtzboQtCZyIe2uZiochkBLqE-1749567342267-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.78.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.78.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      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//nJfNctpIEMfvfoouXYJdwgXYjm1u4JjEsam4kuzuYZ1yNaNG6njUo50Z
+        QUgq5zzLHvYF9pp9sK0ZwOAEx3EuFKjVTf+mP/TXpy2AhLOkC4kq0Kuy0s1+Xucvb06e+X7ndDzp
+        DflscN6yRBfng75O0uBhRu9J+aXXrjJlpcmzkblZWUJPIWr7cP/44Onh3sFxNJQmIx3c8so3902z
+        ZOFmp9XZb7YOm+2jhXdhWJFLuvDnFgDAp/gZ8pSMPiRdaKXLKyU5hzkl3dubABJrdLiSoHPsPIpP
+        0pVRGfEkMfW3hanzwnfhDMRMQaFAzhMChDzkDyhuShbgSgYsqKEXf3fhBVkCdoACdZUFUNDsPJgx
+        +ILAmwraLRiR8+CMUmSh0jgj64Al3jE1VmeALni8Ut6MyEKn1dlLgT4oXWcsOfQtfmTNKEvn7pVc
+        SXsXdnYu2AhpGJJzDI0z8WRhyFgynAy2d3auBACacGkch4p0YWDsFG22uH5OM+h5b3lUe3JdeGZ5
+        NNIseQoTdmwkhdygbjplbEgER6zZz3YX7j1VME2oJPGuC8Nae640QR+1NgLZk1cWpixCNoUTUyH0
+        SrKsEFSBZRWj/xHpT+rq9ho0Oq1OZ3s3EHYC4fkskg9HWFVf/4bGJVp28AZZfPM52RJZHg/6piLK
+        UvCkCuG/akphzMKuYMk3ww3OBr17sm0fbadwwXlN0AbPXpNLoVweRmZKcp4VqLpykWovUJ3acMzw
+        AlGjZNAYoqiCXCjfCfvZ44kuzTScs5uD3akai/Msym8m69eSkdOcY+zW4BQC/XY66MHJAtPBBWEA
+        nJcz1mhvO4VLSyWTXVrn8BFyP5aOJizwjKBv65nQT1EOORsz6YzsfaBhlNc7NC4YnjzclxuzTSFw
+        1pX7KeTIdhDZ0HIJfZKPVCI0erp55j0XmD2+dM/XipXGES/xJn73qDwr1MDiSWvOSRRtpgxTs3Hy
+        bjvxWzIHU/YFvCbUMMTMchbpnga612EPebigKUpmpu6GoTE4gT5aRdoIPh5ysJyvFKqFS/yBZBn1
+        jzdLHL5+2KFDkicOLuMWXENb7+FFVS8wzCTe3SuLAh4GxKEpsKQM3qDGAhoXPCFbGaN/eZmMV4TZ
+        co9u5vmmEVfrcN6KP+7ESHAUCH5n+fqP4trBy6//ChsLjbVi/jJHtnoIPDRaD05MZ/vHlTiOz7D6
+        BmFoMsv/fXkQ4fH74RFDNLxvVm7b6vsJWzwCIk67FXheoLUzOMew8fqhUwWGtbAqljz31uTB5bD2
+        wFrtid2l712Y50ZnJNA3xt8ug3tWYKzjaW1NRSgr+IIrsHXwbNZVBHxbsJsLnAIdjIgEMHtfu6B7
+        vFlIFvpesEB4yI2Nqh05MEH5GEcwLQwUOCEoMSNwnAuPWaF44LJC5ZciiS0oXY/mUcxcN4ViWsFw
+        hqjBecxpg4rahVNUxSKLoNMsKZMLf6SQjl0Epw+KqmWkG9bapVCRHRtboqhwQOGPce10d9dlpKVx
+        7TBIWam1XjOgiPExxShg3y0sn28lqzZ5Zc3IfeOazFfJtSV0RoI8dd5USbR+3gJ4F6VxfUftJpU1
+        ZeWvvbmh+HeHR+15vGSlyFfWp+2FcE688ahXhvbe8dLvTsTrjDyydmvyOlGoCspWvistjnXGZs2w
+        tcb9fT6bYs/ZWfKfCb8yqFBJyq4rSxmru8yr2yyFV5b7brs955hw4shOWNG1Z7KhFhmNsdbzF4nE
+        zZyn8nrMkpOtLM/fJsbV9d4+HuwjHe+pZOvz1v8AAAD//wMAVoKTVVsNAAA=
+    headers:
+      CF-RAY:
+      - 94d9b6782db84d3b-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 10 Jun 2025 14:56:30 GMT
+      Server:
+      - cloudflare
+      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:
+      - '31484'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-envoy-upstream-service-time:
+      - '31490'
+      x-ratelimit-limit-requests:
+      - '30000'
+      x-ratelimit-limit-tokens:
+      - '150000000'
+      x-ratelimit-remaining-requests:
+      - '29999'
+      x-ratelimit-remaining-tokens:
+      - '149999166'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_aa737cf40bb76af9f458bfd35f7a77a1
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Sports Analyst. You
+      are an expert at gathering and organizing information. You carefully collect
+      details and present them in a structured way.\nYour personal goal is: Gather
+      information about the best soccer players\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": "Top 10 best players
+      in the world?"}, {"role": "assistant", "content": "Thought: I now can give a
+      great answer  \nFinal Answer: The top 10 best soccer players in the world, as
+      of October 2023, can be identified based on their recent performances, skills,
+      impact on games, and overall contributions to their teams. Here is the structured
+      list:\n\n1. **Lionel Messi (Inter Miami CF)**\n   - Position: Forward\n   -
+      Key Attributes: Dribbling, vision, goal-scoring ability.\n   - Achievements:
+      Multiple Ballon d''Or winner, Copa America champion, World Cup champion (2022).\n\n2.
+      **Kylian Mbapp\u00e9 (Paris Saint-Germain)**\n   - Position: Forward\n   - Key
+      Attributes: Speed, technique, finishing.\n   - Achievements: FIFA World Cup
+      champion (2018), Ligue 1 titles, multiple domestic cups.\n\n3. **Erling Haaland
+      (Manchester City)**\n   - Position: Forward\n   - Key Attributes: Power, speed,
+      goal-scoring instinct.\n   - Achievements: Bundesliga top scorer, UEFA Champions
+      League winner (2023), Premier League titles.\n\n4. **Kevin De Bruyne (Manchester
+      City)**\n   - Position: Midfielder\n   - Key Attributes: Passing, vision, creativity.\n   -
+      Achievements: Multiple Premier League titles, FA Cups, UEFA Champions League
+      winner (2023).\n\n5. **Karim Benzema (Al-Ittihad)**\n   - Position: Forward\n   -
+      Key Attributes: Goal-scoring, playmaking, tactical intelligence.\n   - Achievements:
+      2022 Ballon d''Or winner, multiple Champions Leagues with Real Madrid.\n\n6.
+      **Neymar Jr. (Al Hilal)**\n   - Position: Forward\n   - Key Attributes: Flair,
+      dribbling, creativity.\n   - Achievements: Multiple domestic league titles,
+      Champions League runner-up.\n\n7. **Robert Lewandowski (FC Barcelona)**\n   -
+      Position: Forward\n   - Key Attributes: Finishing, positioning, aerial ability.\n   -
+      Achievements: FIFA Best Men''s Player, multiple Bundesliga titles, La Liga champion
+      (2023).\n\n8. **Mohamed Salah (Liverpool)**\n   - Position: Forward\n   - Key
+      Attributes: Speed, finishing, dribbling.\n   - Achievements: Premier League
+      champion, FA Cup, UEFA Champions League winner.\n\n9. **Vin\u00edcius J\u00fanior
+      (Real Madrid)**\n   - Position: Forward\n   - Key Attributes: Speed, dribbling,
+      creativity.\n   - Achievements: UEFA Champions League winner (2022), La Liga
+      champion (2023).\n\n10. **Luka Modri\u0107 (Real Madrid)**\n    - Position:
+      Midfielder\n    - Key Attributes: Passing, vision, tactical intelligence.\n    -
+      Achievements: Multiple Champions League titles, Ballon d''Or winner (2018).\n\nThis
+      list is compiled based on their current form, past performances, and contributions
+      to their respective teams in both domestic and international competitions. Player
+      rankings can vary based on personal opinion and specific criteria used for evaluation,
+      but these players have consistently been regarded as some of the best in the
+      world as of October 2023."}, {"role": "user", "content": "You are not allowed
+      to include Brazilian players"}, {"role": "assistant", "content": "Thought: I
+      now can give a great answer  \nFinal Answer: Here is an updated list of the
+      top 10 best soccer players in the world as of October 2023, excluding Brazilian
+      players:\n\n1. **Lionel Messi (Inter Miami CF)**\n   - Position: Forward\n   -
+      Key Attributes: Dribbling, vision, goal-scoring ability.\n   - Achievements:
+      Multiple Ballon d''Or winner, Copa America champion, World Cup champion (2022).\n\n2.
+      **Kylian Mbapp\u00e9 (Paris Saint-Germain)**\n   - Position: Forward\n   - Key
+      Attributes: Speed, technique, finishing.\n   - Achievements: FIFA World Cup
+      champion (2018), Ligue 1 titles, multiple domestic cups.\n\n3. **Erling Haaland
+      (Manchester City)**\n   - Position: Forward\n   - Key Attributes: Power, speed,
+      goal-scoring instinct.\n   - Achievements: Bundesliga top scorer, UEFA Champions
+      League winner (2023), Premier League titles.\n\n4. **Kevin De Bruyne (Manchester
+      City)**\n   - Position: Midfielder\n   - Key Attributes: Passing, vision, creativity.\n   -
+      Achievements: Multiple Premier League titles, FA Cups, UEFA Champions League
+      winner (2023).\n\n5. **Karim Benzema (Al-Ittihad)**\n   - Position: Forward\n   -
+      Key Attributes: Goal-scoring, playmaking, tactical intelligence.\n   - Achievements:
+      2022 Ballon d''Or winner, multiple Champions Leagues with Real Madrid.\n\n6.
+      **Robert Lewandowski (FC Barcelona)**\n   - Position: Forward\n   - Key Attributes:
+      Finishing, positioning, aerial ability.\n   - Achievements: FIFA Best Men''s
+      Player, multiple Bundesliga titles, La Liga champion (2023).\n\n7. **Mohamed
+      Salah (Liverpool)**\n   - Position: Forward\n   - Key Attributes: Speed, finishing,
+      dribbling.\n   - Achievements: Premier League champion, FA Cup, UEFA Champions
+      League winner.\n\n8. **Vin\u00edcius J\u00fanior (Real Madrid)**\n   - Position:
+      Forward\n   - Key Attributes: Speed, dribbling, creativity.\n   - Achievements:
+      UEFA Champions League winner (2022), La Liga champion (2023).\n\n9. **Luka Modri\u0107
+      (Real Madrid)**\n   - Position: Midfielder\n   - Key Attributes: Passing, vision,
+      tactical intelligence.\n   - Achievements: Multiple Champions League titles,
+      Ballon d''Or winner (2018).\n\n10. **Harry Kane (Bayern Munich)**\n    - Position:
+      Forward\n    - Key Attributes: Goal-scoring, technique, playmaking.\n    - Achievements:
+      Golden Boot winner, Premier League titles, UEFA European Championship runner-up.\n\nThis
+      list has been adjusted to exclude Brazilian players and focuses on those who
+      have made significant impacts in their clubs and on the international stage
+      as of October 2023. Each player is recognized for their exceptional skills,
+      performances, and achievements."}, {"role": "user", "content": "You are not
+      allowed to include Brazilian players"}], "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '6337'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=8Yv8F0ZCFAo2lf.qoqxao70yxyjVvIV90zQqVF6bVzQ-1749567342-1.0.1.1-fZgnv3RDfunvCO1koxwwFJrHnxSx_rwS_FHvQ6xxDPpKHwYr7dTqIQLZrNgSX5twGyK4F22rUmkuiS6KMVogcinChk8lmHtJBTUVTFjr2KU;
+        _cfuvid=wzh8YnmXvLq1G0RcIVijtzboQtCZyIe2uZiochkBLqE-1749567342267-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.78.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.78.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      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//rJfNbhs3EMfvforBXiIHK0OSv3WTHCsxYiFunKJo6sAYkaPdqbkkS3Il
+        K0HOfZY+R/tgBSnJkhPZtdteDC+HQ82P87H//bIFkLHMupCJEoOorGr2i7rwvWp2tt+qfzi4tCf2
+        6Pjjx5/36FX74nOWRw8z+pVEWHrtCFNZRYGNnpuFIwwUT20f7h3vHxzuHu8lQ2UkqehW2NDcM82K
+        NTc7rc5es3XYbB8tvEvDgnzWhV+2AAC+pL8xTi3pNutCK1+uVOQ9FpR17zYBZM6ouJKh9+wD6pDl
+        K6MwOpBOoX8oTV2UoQtnoM0UBGooeEKAUMT4AbWfkgO40gPWqKCXnrvwhhwBewglgaMJe5Kg2Acw
+        47QWjIV2C0bkA3gjBDmwCmfkPLBOO6bGKQnoo8c7EcyIHHRand0c6NYqFhzUDOhWqFqyLqDv8DMr
+        Rr08p3ulr3R7B16+PGejScGQvGdonOlADoaMFcPJYPvlyysNAE24MJ5jdrowMG6KTi7W39IMeiE4
+        HtWBfBdeOR6NFOsihwl7NjqHwqBqemFcDARHrDjMdhbuPVEyTagiHXwXhrUKbBVBH5UyGuSLdw6m
+        rDW5HE6MRehV5FggiBIrm07/KV3ESW3v1qDRaXU62zuRsBMJ384S+XCE1v75BzQu0LGHS2Qdmq/J
+        Vcj6+aCXlkjmEEiUmn+rKYcxa/Yl62Iz3OBs0Hsg2vbRdg7VEv6ci5qgDYGDIp8DagkTdGxqD9JU
+        5AMLELX1iXA3Ep66eOXwBlHF3Y0halGSj6k84TB7Pt2FmcY793PIexlk7QNrETZT9mstySsuMBVx
+        dIoH/Xg66MHJAtnDOWFknKc25Wt3O4cLRxWTW1rn/AlyL6WRJqzhFUHf1TNNT6IcshwzKUnuIdDY
+        4uvVmgYPT/65RjdGm0PkrK1/EnJi209s6LiCPunPVCE0eqp5FgKXKJ+futdrycpTu1d4k/4PKAIL
+        VMA6kFJckBa0mTJ20MYuvKvSb8k8TDmU8J5QwRClY5noDiLd+zieApzTFLU0U3/D0BicQB+dIGU0
+        Ph9ysOy1HOzCJT0gOUb1+JRJjdiPo3VI+oWHizQR19DWa3iR1XOMbYn3Z8wigYcRcWhKrEjCJSos
+        oXHOE3LWGPWvB8t4RSiXM3UzzzeFuBqN81J8vBITwVF6D9Q3CEMjHf/1OzTW8vj/9NUzim/4UI3d
+        peP7ylyM0YRzHHHeoHMzeItxUPRjgjUMa82i/K8dtTbxV821GeS1UZI09I0Jdw30wNhIOTqtnbGE
+        egVesgVXR89mbRNcuzXvKOn4wQn4WKo2vbNpTNpH3eJvWCmfg11mb9lcsaem6EiT9zvLcx4tw3tg
+        TxiDH0r2cw3EHkTtovqDacmKAGVJ6dUTzEIx+eBYxLii/HlE5ezAKYpy8QSs40aSUKIHSZXRPsx/
+        h24F2QXn/A7SW9dRhe4GR4rAkhsbV6EWEcobxZLHsxRUSezABwy1j4LMm4qWOi4JuH9QbDvr2tLR
+        uPYY9a2ulVozoNYmYAwxqdpPC8vXOx2rTGGdGflvXLP5HLl2hN7oqFl9MDZL1q9bAJ+SXq7vSeDM
+        OlPZcB3MDaWfa++1DucHZiudvjIftPYX1mACqpWh02p38g1HXksKyMqvie5MoChJrnxXCh1ryWbN
+        sLUG/n08m86ew7MunnL8yiBiUZC8to7kvNw2bXMUP2Qe2nZ30SngzJObsKDrwORiMiSNsVbzz4vM
+        z3yg6nrMuiBnHc+/Mcb2+qCDnV08atM42/q69TcAAAD//wMAvqcBwHENAAA=
+    headers:
+      CF-RAY:
+      - 94d9b7561f204d3b-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 10 Jun 2025 14:56:46 GMT
+      Server:
+      - cloudflare
+      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:
+      - '12189'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-envoy-upstream-service-time:
+      - '12193'
+      x-ratelimit-limit-requests:
+      - '30000'
+      x-ratelimit-limit-tokens:
+      - '150000000'
+      x-ratelimit-remaining-requests:
+      - '29999'
+      x-ratelimit-remaining-tokens:
+      - '149998513'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_1098f5a5384f4a26aecf0c9e4e4d1fc0
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Sports Analyst. You
+      are an expert at gathering and organizing information. You carefully collect
+      details and present them in a structured way.\nYour personal goal is: Gather
+      information about the best soccer players\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": "Top 10 best players
+      in the world?"}, {"role": "assistant", "content": "Thought: I now can give a
+      great answer  \nFinal Answer: The top 10 best soccer players in the world, as
+      of October 2023, can be identified based on their recent performances, skills,
+      impact on games, and overall contributions to their teams. Here is the structured
+      list:\n\n1. **Lionel Messi (Inter Miami CF)**\n   - Position: Forward\n   -
+      Key Attributes: Dribbling, vision, goal-scoring ability.\n   - Achievements:
+      Multiple Ballon d''Or winner, Copa America champion, World Cup champion (2022).\n\n2.
+      **Kylian Mbapp\u00e9 (Paris Saint-Germain)**\n   - Position: Forward\n   - Key
+      Attributes: Speed, technique, finishing.\n   - Achievements: FIFA World Cup
+      champion (2018), Ligue 1 titles, multiple domestic cups.\n\n3. **Erling Haaland
+      (Manchester City)**\n   - Position: Forward\n   - Key Attributes: Power, speed,
+      goal-scoring instinct.\n   - Achievements: Bundesliga top scorer, UEFA Champions
+      League winner (2023), Premier League titles.\n\n4. **Kevin De Bruyne (Manchester
+      City)**\n   - Position: Midfielder\n   - Key Attributes: Passing, vision, creativity.\n   -
+      Achievements: Multiple Premier League titles, FA Cups, UEFA Champions League
+      winner (2023).\n\n5. **Karim Benzema (Al-Ittihad)**\n   - Position: Forward\n   -
+      Key Attributes: Goal-scoring, playmaking, tactical intelligence.\n   - Achievements:
+      2022 Ballon d''Or winner, multiple Champions Leagues with Real Madrid.\n\n6.
+      **Neymar Jr. (Al Hilal)**\n   - Position: Forward\n   - Key Attributes: Flair,
+      dribbling, creativity.\n   - Achievements: Multiple domestic league titles,
+      Champions League runner-up.\n\n7. **Robert Lewandowski (FC Barcelona)**\n   -
+      Position: Forward\n   - Key Attributes: Finishing, positioning, aerial ability.\n   -
+      Achievements: FIFA Best Men''s Player, multiple Bundesliga titles, La Liga champion
+      (2023).\n\n8. **Mohamed Salah (Liverpool)**\n   - Position: Forward\n   - Key
+      Attributes: Speed, finishing, dribbling.\n   - Achievements: Premier League
+      champion, FA Cup, UEFA Champions League winner.\n\n9. **Vin\u00edcius J\u00fanior
+      (Real Madrid)**\n   - Position: Forward\n   - Key Attributes: Speed, dribbling,
+      creativity.\n   - Achievements: UEFA Champions League winner (2022), La Liga
+      champion (2023).\n\n10. **Luka Modri\u0107 (Real Madrid)**\n    - Position:
+      Midfielder\n    - Key Attributes: Passing, vision, tactical intelligence.\n    -
+      Achievements: Multiple Champions League titles, Ballon d''Or winner (2018).\n\nThis
+      list is compiled based on their current form, past performances, and contributions
+      to their respective teams in both domestic and international competitions. Player
+      rankings can vary based on personal opinion and specific criteria used for evaluation,
+      but these players have consistently been regarded as some of the best in the
+      world as of October 2023."}, {"role": "user", "content": "You are not allowed
+      to include Brazilian players"}, {"role": "assistant", "content": "Thought: I
+      now can give a great answer  \nFinal Answer: Here is an updated list of the
+      top 10 best soccer players in the world as of October 2023, excluding Brazilian
+      players:\n\n1. **Lionel Messi (Inter Miami CF)**\n   - Position: Forward\n   -
+      Key Attributes: Dribbling, vision, goal-scoring ability.\n   - Achievements:
+      Multiple Ballon d''Or winner, Copa America champion, World Cup champion (2022).\n\n2.
+      **Kylian Mbapp\u00e9 (Paris Saint-Germain)**\n   - Position: Forward\n   - Key
+      Attributes: Speed, technique, finishing.\n   - Achievements: FIFA World Cup
+      champion (2018), Ligue 1 titles, multiple domestic cups.\n\n3. **Erling Haaland
+      (Manchester City)**\n   - Position: Forward\n   - Key Attributes: Power, speed,
+      goal-scoring instinct.\n   - Achievements: Bundesliga top scorer, UEFA Champions
+      League winner (2023), Premier League titles.\n\n4. **Kevin De Bruyne (Manchester
+      City)**\n   - Position: Midfielder\n   - Key Attributes: Passing, vision, creativity.\n   -
+      Achievements: Multiple Premier League titles, FA Cups, UEFA Champions League
+      winner (2023).\n\n5. **Karim Benzema (Al-Ittihad)**\n   - Position: Forward\n   -
+      Key Attributes: Goal-scoring, playmaking, tactical intelligence.\n   - Achievements:
+      2022 Ballon d''Or winner, multiple Champions Leagues with Real Madrid.\n\n6.
+      **Robert Lewandowski (FC Barcelona)**\n   - Position: Forward\n   - Key Attributes:
+      Finishing, positioning, aerial ability.\n   - Achievements: FIFA Best Men''s
+      Player, multiple Bundesliga titles, La Liga champion (2023).\n\n7. **Mohamed
+      Salah (Liverpool)**\n   - Position: Forward\n   - Key Attributes: Speed, finishing,
+      dribbling.\n   - Achievements: Premier League champion, FA Cup, UEFA Champions
+      League winner.\n\n8. **Vin\u00edcius J\u00fanior (Real Madrid)**\n   - Position:
+      Forward\n   - Key Attributes: Speed, dribbling, creativity.\n   - Achievements:
+      UEFA Champions League winner (2022), La Liga champion (2023).\n\n9. **Luka Modri\u0107
+      (Real Madrid)**\n   - Position: Midfielder\n   - Key Attributes: Passing, vision,
+      tactical intelligence.\n   - Achievements: Multiple Champions League titles,
+      Ballon d''Or winner (2018).\n\n10. **Harry Kane (Bayern Munich)**\n    - Position:
+      Forward\n    - Key Attributes: Goal-scoring, technique, playmaking.\n    - Achievements:
+      Golden Boot winner, Premier League titles, UEFA European Championship runner-up.\n\nThis
+      list has been adjusted to exclude Brazilian players and focuses on those who
+      have made significant impacts in their clubs and on the international stage
+      as of October 2023. Each player is recognized for their exceptional skills,
+      performances, and achievements."}, {"role": "user", "content": "You are not
+      allowed to include Brazilian players"}, {"role": "assistant", "content": "Thought:
+      I now can give a great answer  \nFinal Answer: Here is the revised list of the
+      top 10 best soccer players in the world as of October 2023, explicitly excluding
+      Brazilian players:\n\n1. **Lionel Messi (Inter Miami CF)**\n   - Position: Forward\n   -
+      Key Attributes: Dribbling, vision, goal-scoring ability.\n   - Achievements:
+      Multiple Ballon d''Or winner, Copa America champion, World Cup champion (2022).\n\n2.
+      **Kylian Mbapp\u00e9 (Paris Saint-Germain)**\n   - Position: Forward\n   - Key
+      Attributes: Speed, technique, finishing.\n   - Achievements: FIFA World Cup
+      champion (2018), multiple Ligue 1 titles, and various domestic cups.\n\n3. **Erling
+      Haaland (Manchester City)**\n   - Position: Forward\n   - Key Attributes: Power,
+      speed, goal-scoring instinct.\n   - Achievements: Bundesliga top scorer, UEFA
+      Champions League winner (2023), Premier League titles.\n\n4. **Kevin De Bruyne
+      (Manchester City)**\n   - Position: Midfielder\n   - Key Attributes: Passing,
+      vision, creativity.\n   - Achievements: Multiple Premier League titles, FA Cups,
+      UEFA Champions League winner (2023).\n\n5. **Karim Benzema (Al-Ittihad)**\n   -
+      Position: Forward\n   - Key Attributes: Goal-scoring, playmaking, tactical intelligence.\n   -
+      Achievements: 2022 Ballon d''Or winner, multiple Champions Leagues with Real
+      Madrid.\n\n6. **Robert Lewandowski (FC Barcelona)**\n   - Position: Forward\n   -
+      Key Attributes: Finishing, positioning, aerial ability.\n   - Achievements:
+      FIFA Best Men''s Player, multiple Bundesliga titles, La Liga champion (2023).\n\n7.
+      **Mohamed Salah (Liverpool)**\n   - Position: Forward\n   - Key Attributes:
+      Speed, finishing, dribbling.\n   - Achievements: Premier League champion, FA
+      Cup, UEFA Champions League winner.\n\n8. **Luka Modri\u0107 (Real Madrid)**\n   -
+      Position: Midfielder\n   - Key Attributes: Passing, vision, tactical intelligence.\n   -
+      Achievements: Multiple Champions League titles, Ballon d''Or winner (2018).\n\n9.
+      **Harry Kane (Bayern Munich)**\n   - Position: Forward\n   - Key Attributes:
+      Goal-scoring, technique, playmaking.\n   - Achievements: Golden Boot winner,
+      Premier League titles, UEFA European Championship runner-up.\n\n10. **Rodri
+      (Manchester City)**\n    - Position: Midfielder\n    - Key Attributes: Defensive
+      skills, passing, positional awareness.\n    - Achievements: Premier League titles,
+      UEFA Champions League winner (2023).\n\nThis list is curated while adhering
+      to the restriction of excluding Brazilian players. Each player included has
+      demonstrated exceptional skills and remarkable performances, solidifying their
+      status as some of the best in the world as of October 2023."}, {"role": "user",
+      "content": "You are not allowed to include Brazilian players"}], "model": "gpt-4o-mini",
+      "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '9093'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=8Yv8F0ZCFAo2lf.qoqxao70yxyjVvIV90zQqVF6bVzQ-1749567342-1.0.1.1-fZgnv3RDfunvCO1koxwwFJrHnxSx_rwS_FHvQ6xxDPpKHwYr7dTqIQLZrNgSX5twGyK4F22rUmkuiS6KMVogcinChk8lmHtJBTUVTFjr2KU;
+        _cfuvid=wzh8YnmXvLq1G0RcIVijtzboQtCZyIe2uZiochkBLqE-1749567342267-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.78.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.78.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      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//rJfNThtJEMfvPEVpLjFojGxjEuIbJhCi4ASFRKvVJkLl7vJMLT3Vk+4e
+        O06U8z7LPsfug626bbAhJgm7e0F4aqqmfl0f858vWwAZ62wAmSoxqKo27WHRlEc0edUdv+q9pl/f
+        2P2jsnz38dXw7J3GLI8edvw7qXDttatsVRsKbGVhVo4wUIzafdJ/uv/4Sb/bT4bKajLRrahDu2/b
+        FQu3e51ev9150u4eLL1Ly4p8NoDftgAAvqS/MU/R9CkbQCe/vlKR91hQNri5CSBz1sQrGXrPPqCE
+        LF8ZlZVAklJ/W9qmKMMAXoDYGSgUKHhKgFDE/AHFz8gBvJcTFjRwmH4P4JQcAXtAcDRhIQ2GfQA7
+        gVASBFtDtwNj8gG8VYoc1Abn5DywpDtm1hkN6KPHaxXsmBz0Or29HEh841gKCCUGEAtDh5/ZMMpN
+        DIzPFmUaTXrwXt5Ldxd2ds7YChkYkfcMrRcSyMGIsWI4Otne2XkvANCGc+s5FmkAJ9bN0Onl9Zc0
+        h8MQHI+bQH4AzxyPx4alyGHKnq3kUFg0ba9syg7HbDjMd5fuh6pkmlJFEvwARo0JXBuCIRpjBfSj
+        1w5mLEIuhyNbIxxW5FghqBKrOkX/JZ3IUVPfXINWr9Prbe9Gwl4kfDlPxzAaY13/9Se0ztGxhwtk
+        Ce3n5CpkeTjoRU2kcwikSuGPDeUwYWFfshSb4U5enBzek233YDuH6hr+jIuGoAuBgyGfwxQd28aD
+        thX5wApUU/tEtxfpjl08bjhFNCgaWiMUVZKPZTziMH842bmdxfP2C8Bb1WPxgUWFzYTDRjR5wwWm
+        To5OMdC745NDOFriejgjjHyLsqZa7W3ncO6oYnLX1gV7guynEtKUBZ4RDF0zF/opyhHrCZPR5O4D
+        jVO+3qlp9/D0x/25MdscImdT+59CTmz7iQ0dVzAk+UwVQuvQtF+EwCXqh5fu+Vqx8jT3FV6l/wOq
+        wAoNsAQyhgsSRZsp4/RsnMCbDr1L5mHGoYQ3hAZGqB3rRPc40r2JOyrAGc1QtJ35K4bWyREM0Sky
+        VvDhkCfXc5ZDvXRJP5Aco/n+hklDOIz7dUTyyMN5Wo1raOs9vKzqGcaRxNv7ZVnAJxFxZEusSMMF
+        GiyhdcZTcrW15l8vlcmKUF/v0808dxpxtRYXrfj9TkwEB+kd0FwhjKx2/Pcf0Fqr4/8zVw9ovtF9
+        PXZTjm87c7lCE87TiHOKzs3hJcZFMYwFFhg1wqr8rxO1tu1Xw7UZ5Lk1mgSG1oZvB+ie/ZGKddw4
+        WxPK6gRKrsE1MUS7qRNltxMxL6zAKTVSRC0Erbc2BJISKzi1wdeNu6a9F/enOvAu6I968Lvg6++w
+        9SX/tmS/kEIlehgTCSh0NGmMmYOjKXvSECzQpyRfAI3ZIHBmJRuCkovScFGG+MbytqJreVVZHyCg
+        IQmkgUXzlHWDJqmrpd76VlrtwjGqcvmMlJ4v7UxhzMhRhe4Kx4aAJhNSgack5D3EN7G/YmNyiKox
+        HW9KhwvhCSuUYOYRKJTEDgJh5cEKjG0oV4cUo8SRcYKxeGjAByzI766r0nhKHqMylsaYNQOK2JAc
+        kx7+sLR8vVHAxha1s2N/xzVbFP/SEXorUe36YOssWb9uAXxISru5JZ6z2tmqDpfBXlF6XK/TO1gE
+        zFYKf2V+vBD1AFmwAc2a3+N+L98Q8lJTQDZ+Ta5nClVJeuXb7R2s5D02mu3K1tlaY/82pU3hF/ws
+        xVqUe8OvDEpRHUhf1o40q9vYq9scxa+g+267OeuUcObJTVnRZWBysR6aJtiYxbdJ5uc+UHU5YSnI
+        1Y4XHyiT+nKvj/t9pKd7Ktv6uvUPAAAA//8DAMc1SFGuDQAA
+    headers:
+      CF-RAY:
+      - 94d9b7d24d991d2c-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 10 Jun 2025 14:57:29 GMT
+      Server:
+      - cloudflare
+      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:
+      - '35291'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-envoy-upstream-service-time:
+      - '35294'
+      x-ratelimit-limit-requests:
+      - '30000'
+      x-ratelimit-limit-tokens:
+      - '150000000'
+      x-ratelimit-remaining-requests:
+      - '29999'
+      x-ratelimit-remaining-tokens:
+      - '149997855'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_4676152d4227ac1825d1240ddef231d6
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/tests/test_lite_agent.py b/tests/test_lite_agent.py
index 7ef23dccb..0a8da236d 100644
--- a/tests/test_lite_agent.py
+++ b/tests/test_lite_agent.py
@@ -1,4 +1,4 @@
-import asyncio
+from collections import defaultdict
 from typing import cast
 from unittest.mock import Mock
 
@@ -313,5 +313,108 @@ def test_sets_parent_flow_when_inside_flow():
             nonlocal captured_agent
             captured_agent = source
 
-        result = flow.kickoff()
+        flow.kickoff()
         assert captured_agent.parent_flow is flow
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_guardrail_is_called_using_string():
+    guardrail_events = defaultdict(list)
+    from crewai.utilities.events import LLMGuardrailCompletedEvent, LLMGuardrailStartedEvent
+    with crewai_event_bus.scoped_handlers():
+        @crewai_event_bus.on(LLMGuardrailStartedEvent)
+        def capture_guardrail_started(source, event):
+            guardrail_events["started"].append(event)
+
+        @crewai_event_bus.on(LLMGuardrailCompletedEvent)
+        def capture_guardrail_completed(source, event):
+            guardrail_events["completed"].append(event)
+
+        agent = Agent(
+            role="Sports Analyst",
+            goal="Gather information about the best soccer players",
+            backstory="""You are an expert at gathering and organizing information. You carefully collect details and present them in a structured way.""",
+            guardrail="""Only include Brazilian players, both women and men""",
+        )
+
+        result = agent.kickoff(messages="Top 10 best players in the world?")
+
+        assert len(guardrail_events['started']) == 2
+        assert len(guardrail_events['completed']) == 2
+        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" in result.raw
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_guardrail_is_called_using_callable():
+    guardrail_events = defaultdict(list)
+    from crewai.utilities.events import LLMGuardrailCompletedEvent, LLMGuardrailStartedEvent
+    with crewai_event_bus.scoped_handlers():
+        @crewai_event_bus.on(LLMGuardrailStartedEvent)
+        def capture_guardrail_started(source, event):
+            guardrail_events["started"].append(event)
+
+        @crewai_event_bus.on(LLMGuardrailCompletedEvent)
+        def capture_guardrail_completed(source, event):
+            guardrail_events["completed"].append(event)
+
+        agent = Agent(
+            role="Sports Analyst",
+            goal="Gather information about the best soccer players",
+            backstory="""You are an expert at gathering and organizing information. You carefully collect details and present them in a structured way.""",
+            guardrail=lambda output: (True, "Pelé - Santos, 1958"),
+        )
+
+        result = agent.kickoff(messages="Top 1 best players in the world?")
+
+        assert len(guardrail_events['started']) == 1
+        assert len(guardrail_events['completed']) == 1
+        assert guardrail_events['completed'][0].success
+        assert "Pelé - Santos, 1958" in result.raw
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_guardrail_reached_attempt_limit():
+    guardrail_events = defaultdict(list)
+    from crewai.utilities.events import LLMGuardrailCompletedEvent, LLMGuardrailStartedEvent
+    with crewai_event_bus.scoped_handlers():
+        @crewai_event_bus.on(LLMGuardrailStartedEvent)
+        def capture_guardrail_started(source, event):
+            guardrail_events["started"].append(event)
+
+        @crewai_event_bus.on(LLMGuardrailCompletedEvent)
+        def capture_guardrail_completed(source, event):
+            guardrail_events["completed"].append(event)
+
+        agent = Agent(
+            role="Sports Analyst",
+            goal="Gather information about the best soccer players",
+            backstory="""You are an expert at gathering and organizing information. You carefully collect details and present them in a structured way.""",
+            guardrail=lambda output: (False, "You are not allowed to include Brazilian players"),
+            guardrail_max_retries=2,
+        )
+
+        with pytest.raises(Exception, match="Agent's guardrail failed validation after 2 retries"):
+            agent.kickoff(messages="Top 10 best players in the world?")
+
+        assert len(guardrail_events['started']) == 3 # 2 retries + 1 initial call
+        assert len(guardrail_events['completed']) == 3 # 2 retries + 1 initial call
+        assert not guardrail_events['completed'][0].success
+        assert not guardrail_events['completed'][1].success
+        assert not guardrail_events['completed'][2].success
+
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_agent_output_when_guardrail_returns_base_model():
+    class Player(BaseModel):
+        name: str
+        country: str
+
+    agent = Agent(
+        role="Sports Analyst",
+        goal="Gather information about the best soccer players",
+        backstory="""You are an expert at gathering and organizing information. You carefully collect details and present them in a structured way.""",
+        guardrail=lambda output: (True, Player(name="Lionel Messi", country="Argentina")),
+    )
+
+    result = agent.kickoff(messages="Top 10 best players in the world?")
+
+    assert result.pydantic == Player(name="Lionel Messi", country="Argentina")