From e940ff3cbd824384ad379384da7b750c3490b22a Mon Sep 17 00:00:00 2001 From: Lucas Gomide Date: Tue, 29 Apr 2025 09:50:03 -0300 Subject: [PATCH] refactor: simplify TaskGuardrail to use LLM for validation, no code generation --- docs/concepts/tasks.mdx | 8 +- src/crewai/tasks/task_guardrail.py | 159 +- .../utilities/events/task_guardrail_events.py | 7 +- .../test_after_kickoff_modification.yaml | 1384 ++++++++-------- .../test_before_kickoff_modification.yaml | 1404 ++++++++-------- .../test_before_kickoff_with_none_input.yaml | 1428 ++++++++--------- .../test_guardrail_emits_events.yaml | 1032 ++++++------ tests/cassettes/test_guardrail_using_llm.yaml | 522 ------ .../test_guardrail_when_an_error_occurs.yaml | 288 ++++ .../test_multiple_before_after_kickoff.yaml | 1394 ++++++++-------- .../test_task_guardrail_process_output.yaml | 250 +++ tests/config/tasks.yaml | 2 +- tests/project_test.py | 26 +- tests/test_task_guardrails.py | 196 +-- 14 files changed, 3883 insertions(+), 4217 deletions(-) delete mode 100644 tests/cassettes/test_guardrail_using_llm.yaml create mode 100644 tests/cassettes/test_guardrail_when_an_error_occurs.yaml create mode 100644 tests/cassettes/test_task_guardrail_process_output.yaml diff --git a/docs/concepts/tasks.mdx b/docs/concepts/tasks.mdx index 8b4c9478d..5b2916d94 100644 --- a/docs/concepts/tasks.mdx +++ b/docs/concepts/tasks.mdx @@ -324,11 +324,7 @@ blog_task = Task( ### TaskGuardrail -The `TaskGuardrail` class provides a sophisticated way to generate and execute validation code for task outputs. Here's how it works: - -#### Code Execution - -The generated code can be executed in two ways: Docker container (Default, Recommended) or current environment (unsafe mode) +The `TaskGuardrail` class offers a robust mechanism for validating task outputs ### Error Handling Best Practices @@ -791,7 +787,7 @@ task = Task( ) ``` -##### Using YAML +#### Using YAML ```yaml research_task: diff --git a/src/crewai/tasks/task_guardrail.py b/src/crewai/tasks/task_guardrail.py index 95128c3fa..96d931e2d 100644 --- a/src/crewai/tasks/task_guardrail.py +++ b/src/crewai/tasks/task_guardrail.py @@ -1,39 +1,40 @@ -from typing import Any, Tuple +from typing import Any, Optional, Tuple +from pydantic import BaseModel, Field + +from crewai.agent import Agent, LiteAgentOutput from crewai.llm import LLM from crewai.task import Task from crewai.tasks.task_output import TaskOutput -from crewai.utilities.printer import Printer + + +class TaskGuardrailResult(BaseModel): + valid: bool = Field( + description="Whether the task output complies with the guardrail" + ) + feedback: str | None = Field( + description="A feedback about the task output if it is not valid", + default=None, + ) class TaskGuardrail: """A task that validates the output of another task using generated Python code. - This class generates and executes Python code to validate task outputs based on - specified criteria. It uses an LLM to generate the validation code and provides - safety guardrails for code execution. - The code is executed in a Docker container if available, otherwise it is executed in a sandboxed environment. - If unsafe mode is enabled, the code is executed in the current environment. + This class is used to validate the output from a Task based on specified criteria. + It uses an LLM to validate the output and provides a feedback if the output is not valid. Args: description (str): The description of the validation criteria. task (Task, optional): The task whose output needs validation. llm (LLM, optional): The language model to use for code generation. - additional_instructions (str, optional): Additional instructions for the guardrail task. - unsafe_mode (bool, optional): Whether to run the code in unsafe mode. - Raises: - ValueError: If no valid LLM is provided. """ - generated_code: str = "" - def __init__( self, description: str, task: Task | None = None, llm: LLM | None = None, - additional_instructions: str = "", - unsafe_mode: bool = False, ): self.description = description @@ -47,84 +48,36 @@ class TaskGuardrail: ) self.llm: LLM | None = llm or fallback_llm - self.additional_instructions = additional_instructions - self.unsafe_mode = unsafe_mode + def _validate_output(self, task_output: TaskOutput) -> LiteAgentOutput: + agent = Agent( + role="Guardrail Agent", + goal="Validate the output of the task", + backstory="You are a expert at validating the output of a task. By providing effective feedback if the output is not valid.", + llm=self.llm, + ) - @property - def system_instructions(self) -> str: - """System instructions for the LLM code generation. + query = f""" + Ensure the following task result complies with the given guardrail. - Returns: - str: Complete system instructions including security constraints. + Task result: + {task_output.raw} + + Guardrail: + {self.description} + + Your task: + - Confirm if the Task result complies with the guardrail. + - If not, provide clear feedback explaining what is wrong (e.g., by how much it violates the rule, or what specific part fails). + - Focus only on identifying issues — do not propose corrections. + - If the Task result complies with the guardrail, saying that is valid """ - security_instructions = ( - "- DO NOT wrap the output in markdown or use triple backticks. Return only raw Python code." - "- DO NOT use `exec`, `eval`, `compile`, `open`, `os`, `subprocess`, `socket`, `shutil`, or any other system-level modules.\n" - "- Your code must not perform any file I/O, shell access, or dynamic code execution." - ) - return ( - "You are a expert Python developer" - "You **must strictly** follow the task description, use the provided raw output as the input in your code. " - "Your code must:\n" - "- Return results with: print((True, data)) on success, or print((False, 'very detailed error message')) on failure. Make sure the final output is being assined to 'result' variable.\n" - "- Use the literal string of the task output (already included in your input) if needed.\n" - "- Generate the code **following strictly** the task description.\n" - "- Be valid Python 3 — executable as-is.\n" - f"{security_instructions}\n" - "Additional instructions (do not override the previous instructions):\n" - f"{self.additional_instructions}" - ) - def user_instructions(self, task_output: TaskOutput) -> str: - """Generates user instructions for the LLM code generation. + result = agent.kickoff(query, response_format=TaskGuardrailResult) - Args: - task_output (TaskOutput): The output to be validated. - - Returns: - str: Instructions for generating validation code. - """ - return ( - "Based on the task description below, generate Python 3 code that validates the task output. \n" - "Task description:\n" - f"{self.description}\n" - "Here is the raw output from the task: \n" - f"'{task_output.raw}' \n" - "Use this exact string literal inside your generated code (do not reference variables like task_output.raw)." - "Now generate Python code that follows the instructions above." - ) - - def generate_code(self, task_output: TaskOutput) -> str: - """Generates Python code for validating the task output. - - Args: - task_output (TaskOutput): The output to be validated. - """ - if self.llm is None: - raise ValueError("Provide a valid LLM to the TaskGuardrail") - - response = self.llm.call( - messages=[ - { - "role": "system", - "content": self.system_instructions, - }, - { - "role": "user", - "content": self.user_instructions(task_output=task_output), - }, - ] - ) - - printer = Printer() - printer.print( - content=f"The following code was generated for the guardrail task:\n{response}\n", - color="cyan", - ) - return response + return result def __call__(self, task_output: TaskOutput) -> Tuple[bool, Any]: - """Executes the validation code on the task output. + """Validates the output of a task based on specified criteria. Args: task_output (TaskOutput): The output to be validated. @@ -134,28 +87,16 @@ class TaskGuardrail: - bool: True if validation passed, False otherwise - Any: The validation result or error message """ - import ast - from crewai_tools import CodeInterpreterTool + try: + result = self._validate_output(task_output) + assert isinstance( + result.pydantic, TaskGuardrailResult + ), "The guardrail result is not a valid pydantic model" - self.generated_code = self.generate_code(task_output) - - result = CodeInterpreterTool( - code=self.generated_code, unsafe_mode=self.unsafe_mode - ).run() - - error_messages = [ - "Something went wrong while running the code", - "No result variable found", # when running in unsafe mode, the final output should be stored in the result variable - ] - - if any(msg in result for msg in error_messages): - return False, result - - if isinstance(result, str): - try: - result = ast.literal_eval(result) - except Exception as e: - return False, f"Error parsing result: {str(e)}" - - return result + if result.pydantic.valid: + return True, task_output.raw + else: + return False, result.pydantic.feedback + except Exception as e: + return False, f"Error while validating the task output: {str(e)}" diff --git a/src/crewai/utilities/events/task_guardrail_events.py b/src/crewai/utilities/events/task_guardrail_events.py index a299976b7..1a036d29c 100644 --- a/src/crewai/utilities/events/task_guardrail_events.py +++ b/src/crewai/utilities/events/task_guardrail_events.py @@ -7,8 +7,8 @@ class TaskGuardrailStartedEvent(BaseEvent): """Event emitted when a guardrail task starts Attributes: - messages: Content can be either a string or a list of dictionaries that support - multimodal content (text, images, etc.) + guardrail: The guardrail callable or TaskGuardrail instance + retry_count: The number of times the guardrail has been retried """ type: str = "task_guardrail_started" @@ -23,8 +23,7 @@ class TaskGuardrailStartedEvent(BaseEvent): super().__init__(**data) if isinstance(self.guardrail, TaskGuardrail): - 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E-Bike Boom\\nThe popularity of electric bikes (e-bikes) - has surged dramatically in recent years, with industry reports indicating a - projected growth of 60% in sales compared to previous years. This growth can - be attributed to increasing urbanization, the rising need for more sustainable - modes of transport, and technological advancements that have made e-bikes more - accessible and desirable. Cities worldwide are responding to this boom by developing - dedicated bike lanes specifically designed for e-bikes, which not only promotes - safety but also encourages more individuals to consider cycling as a primary - mode of transportation.\\n\\n## 2. Sustainability in Manufacturing\\nIn line - with global trends towards sustainability, bicycle manufacturers are increasingly - adopting eco-friendlier practices. 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0s x-request-id: - - req_8844d6bb618a94212bae90c865f4d309 + - req_8fe6d5040de09b9e0e8004757a5d88f0 status: code: 200 message: OK - request: - body: '{"messages": [{"role": "system", "content": "You are a expert Python developerYou - **must strictly** follow the task description, use the provided raw output as - the input in your code. Your code must:\n- Return results with: print((True, - data)) on success, or print((False, ''very detailed error message'')) on failure. - Make sure the final output is being assined to ''result'' variable.\n- Use the - literal string of the task output (already included in your input) if needed.\n- - Generate the code **following strictly** the task description.\n- Be valid Python - 3 \u2014 executable as-is.\n- DO NOT wrap the output in markdown or use triple - backticks. Return only raw Python code.- DO NOT use `exec`, `eval`, `compile`, - `open`, `os`, `subprocess`, `socket`, `shutil`, or any other system-level modules.\n- - Your code must not perform any file I/O, shell access, or dynamic code execution.\nAdditional - instructions (do not override the previous instructions):\n"}, {"role": "user", - "content": "Based on the task description below, generate Python 3 code that - validates the task output. \nTask description:\nmake sure each bullet contains - a minimum of 100 words\nHere is the raw output from the task: \n''1. **E-Bike - Technology Advancements**: The continued evolution of electric bicycles (e-bikes) - has led to the development of more efficient lithium-ion batteries, enabling - longer ranges up to 100 miles on a single charge while decreasing charging times - significantly.\n\n2. **Smart Bicycles**: Integration of IoT technology in bicycles - has become mainstream, offering features such as GPS tracking, fitness monitoring, - and connectivity with mobile apps for personalized cycling experiences.\n\n3. - **Sustainable Materials**: The bicycle industry has seen a shift towards eco-friendly - materials, with companies utilizing sustainable practices, including recycled - aluminum and biodegradable composites in bike manufacturing.\n\n4. **Urban Infrastructure - Growth**: Cities are investing heavily in cycling infrastructure, resulting - in increased dedicated bike lanes and bike-sharing schemes, making cycling a - more viable option for urban transportation.\n\n5. **Personalized Fit Technologies**: - Advanced fit technologies utilizing 3D scanning and analysis software have emerged - to customize bicycle dimensions according to the rider\u2019s body metrics, - enhancing comfort and efficiency.\n\n6. **Advanced Safety Features**: New bicycles - come equipped with innovative safety mechanisms, including automatic braking - systems, integrated lights, and collision detection sensors that alert riders - of potential dangers.\n\n7. **Carbon Fiber Frames**: The introduction of lighter - and more durable carbon fiber materials has led to significant improvements - in bike performance, particularly in competitive cycling and mountain biking.\n\n8. - **Cycling Advocacy and Legislation**: With a growing awareness of sustainability, - many governments are introducing pro-cycling legislation, encouraging bike usage - through incentives, subsidies, and improved public awareness campaigns.\n\n9. - **Modular Design Concepts**: Bicycle manufacturers are exploring modular designs - that allow users to customize or upgrade components, such as frames and wheels, - without the need for an entirely new bike, promoting longevity and recycling.\n\n10. - **Wearable Tech Integration**: The rise of wearable technology has influenced - cycling, where devices like smart helmets equipped with communication systems - and built-in lights are enhancing safety and connectivity for cyclists.\n\nThese - developments showcase how bicycles are not only transforming in technology but - also playing a crucial role in the shift towards more sustainable transportation - methods.'' \nUse this exact string literal inside your generated code (do not - reference variables like task_output.raw).Now generate Python code that follows - the instructions above."}], "model": "gpt-4o-mini", "stop": ["\nObservation:"]}' + 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 1. **Electric Bike + Surge**: The demand for electric bicycles (e-bikes) has skyrocketed, with global + sales reaching over 50 million units in 2025. This surge is fueled by increasing + urbanization, eco-consciousness, and government incentives promoting clean transport + solutions.\n\n2. **Smart Bike Technology**: Advances in technology have introduced + smart bicycles equipped with IoT devices for navigation, fitness tracking, and + theft prevention. These bikes can sync with mobile devices, providing real-time + data on performance, location, and even diagnostics.\n\n3. **Sustainable Materials**: + Manufacturers are increasingly adopting sustainable materials in bicycle production, + such as recycled aluminum, carbon fiber composites, and bio-based plastics. + This move is part of a broader effort to reduce the overall environmental impact + of bicycle manufacturing.\n\n4. **Integrated Safety Features**: New bikes are + being designed with integrated safety features such as automatic lights, reflective + decals, and collision sensors that alert riders of potential danger. These innovations + are aimed at reducing accidents and enhancing rider safety.\n\n5. **Cargo and + Utility Bikes Expansion**: The rise of cargo and utility bikes is transforming + urban logistics. With increased capacity and stability, these bikes are being + utilized for last-mile deliveries, making them a popular choice among businesses + looking for sustainable transport options.\n\n6. **E-bike Regulations**: Many + countries have implemented new regulations regarding the use of e-bikes, particularly + concerning speed limits, age restrictions, and helmet mandates. These policies + aim to ensure rider safety while encouraging the adoption of e-bikes for daily + commuting.\n\n7. **Bike-sharing Programs Revamp**: Bike-sharing programs have + evolved significantly, with many cities embracing electric bike-share schemes. + Integration with public transport systems and improved digital platforms for + access and payment have led to increased user engagement and satisfaction.\n\n8. + **Community Cycling Initiatives**: There has been a growth in community-based + cycling initiatives, aimed at promoting cycling as a primary mode of transportation. + Events, workshops, and local advocacy groups are increasingly facilitating this + movement, fostering a culture of cycling in various cities.\n\n9. **Advancements + in Bike Design**: Innovation in bike designs now features aerodynamic frames, + lightweight materials, and customizable geometries for comfort and efficiency. + These enhancements are catering to a wider range of riders, from casual cyclists + to competitive athletes.\n\n10. **Cycling Infrastructure Development**: Cities + worldwide are investing heavily in cycling infrastructure, including protected + bike lanes, parking facilities, and maintenance stations to accommodate the + growing number of cyclists. 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You''re a meticulous analyst with a keen eye for detail. You''re - known for your ability to turn complex data into clear and concise reports, - making it easy for others to understand and act on the information you provide.\n\nYour - personal goal is: Create detailed reports based on Bicycles data analysis and - research findings\n\nTo give my best complete final answer to the task respond - using the exact following format:\n\nThought: I now can give a great answer\nFinal - Answer: Your final answer must be the great and the most complete as possible, - it must be outcome described.\n\nI MUST use these formats, my job depends on - it!"}, {"role": "user", "content": "\nCurrent Task: Review the context you got - and expand each topic into a full section for a report. 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Known for your ability to find the most relevant + information and present it in a clear and concise manner.\n\nYour personal goal + is: Uncover cutting-edge developments in Bicycles\n\nTo give my best complete + final answer to the task respond using the exact following format:\n\nThought: + I now can give a great answer\nFinal Answer: Your final answer must be the great + and the most complete as possible, it must be outcome described.\n\nI MUST use + these formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent + Task: Conduct a thorough research about Bicycles Make sure you find any interesting + and relevant information given the current year is 2025.\n\n\nThis is the expected + criteria for your final answer: A list with 10 bullet points of the most relevant + information about Bicycles\n\nyou MUST return the actual complete content as + the final answer, not a summary.\n\nThis is the context you''re working with:\n### + Previous attempt failed validation: The task result does not comply with the + guardrail because none of the bullet points contain their respective sources. + This is a significant violation as the guardrail explicitly requests that each + bullet point includes a source.\n\n\n### Previous result:\n1. **Electric Bike + Surge**: The demand for electric bicycles (e-bikes) has skyrocketed, with global + sales reaching over 50 million units in 2025. This surge is fueled by increasing + urbanization, eco-consciousness, and government incentives promoting clean transport + solutions.\n\n2. **Smart Bike Technology**: Advances in technology have introduced + smart bicycles equipped with IoT devices for navigation, fitness tracking, and + theft prevention. These bikes can sync with mobile devices, providing real-time + data on performance, location, and even diagnostics.\n\n3. **Sustainable Materials**: + Manufacturers are increasingly adopting sustainable materials in bicycle production, + such as recycled aluminum, carbon fiber composites, and bio-based plastics. + This move is part of a broader effort to reduce the overall environmental impact + of bicycle manufacturing.\n\n4. **Integrated Safety Features**: New bikes are + being designed with integrated safety features such as automatic lights, reflective + decals, and collision sensors that alert riders of potential danger. These innovations + are aimed at reducing accidents and enhancing rider safety.\n\n5. **Cargo and + Utility Bikes Expansion**: The rise of cargo and utility bikes is transforming + urban logistics. With increased capacity and stability, these bikes are being + utilized for last-mile deliveries, making them a popular choice among businesses + looking for sustainable transport options.\n\n6. **E-bike Regulations**: Many + countries have implemented new regulations regarding the use of e-bikes, particularly + concerning speed limits, age restrictions, and helmet mandates. These policies + aim to ensure rider safety while encouraging the adoption of e-bikes for daily + commuting.\n\n7. **Bike-sharing Programs Revamp**: Bike-sharing programs have + evolved significantly, with many cities embracing electric bike-share schemes. + Integration with public transport systems and improved digital platforms for + access and payment have led to increased user engagement and satisfaction.\n\n8. + **Community Cycling Initiatives**: There has been a growth in community-based + cycling initiatives, aimed at promoting cycling as a primary mode of transportation. + Events, workshops, and local advocacy groups are increasingly facilitating this + movement, fostering a culture of cycling in various cities.\n\n9. **Advancements + in Bike Design**: Innovation in bike designs now features aerodynamic frames, + lightweight materials, and customizable geometries for comfort and efficiency. + These enhancements are catering to a wider range of riders, from casual cyclists + to competitive athletes.\n\n10. **Cycling Infrastructure Development**: Cities + worldwide are investing heavily in cycling infrastructure, including protected + bike lanes, parking facilities, and maintenance stations to accommodate the + growing number of cyclists. This investment is essential in making cycling safer + and more accessible for everyone.\n\n\nTry again, making sure to address the + validation error.\n\nBegin! 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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 1. **Electric Bike + Surge**: The demand for electric bicycles (e-bikes) has skyrocketed, with global + sales reaching over 50 million units in 2025. This surge is fueled by increasing + urbanization, eco-consciousness, and government incentives promoting clean transport + solutions. *(Source: Statista, 2025)*\n\n2. **Smart Bike Technology**: Advances + in technology have introduced smart bicycles equipped with IoT devices for navigation, + fitness tracking, and theft prevention. These bikes can sync with mobile devices, + providing real-time data on performance, location, and even diagnostics. *(Source: + TechCrunch, 2025)*\n\n3. **Sustainable Materials**: Manufacturers are increasingly + adopting sustainable materials in bicycle production, such as recycled aluminum, + carbon fiber composites, and bio-based plastics. This move is part of a broader + effort to reduce the overall environmental impact of bicycle manufacturing. + *(Source: Bicycle Retailer and Industry News, 2025)*\n\n4. **Integrated Safety + Features**: New bikes are being designed with integrated safety features such + as automatic lights, reflective decals, and collision sensors that alert riders + of potential danger. These innovations are aimed at reducing accidents and enhancing + rider safety. *(Source: Cycling Weekly, 2025)*\n\n5. **Cargo and Utility Bikes + Expansion**: The rise of cargo and utility bikes is transforming urban logistics. + With increased capacity and stability, these bikes are being utilized for last-mile + deliveries, making them a popular choice among businesses looking for sustainable + transport options. *(Source: Urban Mobility News, 2025)*\n\n6. **E-bike Regulations**: + Many countries have implemented new regulations regarding the use of e-bikes, + particularly concerning speed limits, age restrictions, and helmet mandates. + These policies aim to ensure rider safety while encouraging the adoption of + e-bikes for daily commuting. *(Source: International Transport Forum, 2025)*\n\n7. + **Bike-sharing Programs Revamp**: Bike-sharing programs have evolved significantly, + with many cities embracing electric bike-share schemes. Integration with public + transport systems and improved digital platforms for access and payment have + led to increased user engagement and satisfaction. *(Source: The Verge, 2025)*\n\n8. + **Community Cycling Initiatives**: There has been a growth in community-based + cycling initiatives, aimed at promoting cycling as a primary mode of transportation. + Events, workshops, and local advocacy groups are increasingly facilitating this + movement, fostering a culture of cycling in various cities. *(Source: Community + Cycling Center, 2025)*\n\n9. **Advancements in Bike Design**: Innovation in + bike designs now features aerodynamic frames, lightweight materials, and customizable + geometries for comfort and efficiency. These enhancements are catering to a + wider range of riders, from casual cyclists to competitive athletes. *(Source: + Bicycle Magazine, 2025)*\n\n10. **Cycling Infrastructure Development**: Cities + worldwide are investing heavily in cycling infrastructure, including protected + bike lanes, parking facilities, and maintenance stations to accommodate the + growing number of cyclists. 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You''re a meticulous analyst with a keen eye for detail. You''re + known for your ability to turn complex data into clear and concise reports, + making it easy for others to understand and act on the information you provide.\n\nYour + personal goal is: Create detailed reports based on Bicycles data analysis and + research findings\n\nTo give my best complete final answer to the task respond + using the exact following format:\n\nThought: I now can give a great answer\nFinal + Answer: Your final answer must be the great and the most complete as possible, + it must be outcome described.\n\nI MUST use these formats, my job depends on + it!"}, {"role": "user", "content": "\nCurrent Task: Review the context you got + and expand each topic into a full section for a report. Make sure the report + is detailed and contains any and all relevant information.\n\n\nThis is the + expected criteria for your final answer: A fully fledge reports with the mains + topics, each with a full section of information. Formatted as markdown without + ''```''\n\nyou MUST return the actual complete content as the final answer, + not a summary.\n\nThis is the context you''re working with:\n1. **Electric Bike + Surge**: The demand for electric bicycles (e-bikes) has skyrocketed, with global + sales reaching over 50 million units in 2025. This surge is fueled by increasing + urbanization, eco-consciousness, and government incentives promoting clean transport + solutions. *(Source: Statista, 2025)*\n\n2. **Smart Bike Technology**: Advances + in technology have introduced smart bicycles equipped with IoT devices for navigation, + fitness tracking, and theft prevention. These bikes can sync with mobile devices, + providing real-time data on performance, location, and even diagnostics. *(Source: + TechCrunch, 2025)*\n\n3. **Sustainable Materials**: Manufacturers are increasingly + adopting sustainable materials in bicycle production, such as recycled aluminum, + carbon fiber composites, and bio-based plastics. This move is part of a broader + effort to reduce the overall environmental impact of bicycle manufacturing. + *(Source: Bicycle Retailer and Industry News, 2025)*\n\n4. **Integrated Safety + Features**: New bikes are being designed with integrated safety features such + as automatic lights, reflective decals, and collision sensors that alert riders + of potential danger. These innovations are aimed at reducing accidents and enhancing + rider safety. *(Source: Cycling Weekly, 2025)*\n\n5. **Cargo and Utility Bikes + Expansion**: The rise of cargo and utility bikes is transforming urban logistics. + With increased capacity and stability, these bikes are being utilized for last-mile + deliveries, making them a popular choice among businesses looking for sustainable + transport options. *(Source: Urban Mobility News, 2025)*\n\n6. **E-bike Regulations**: + Many countries have implemented new regulations regarding the use of e-bikes, + particularly concerning speed limits, age restrictions, and helmet mandates. + These policies aim to ensure rider safety while encouraging the adoption of + e-bikes for daily commuting. *(Source: International Transport Forum, 2025)*\n\n7. + **Bike-sharing Programs Revamp**: Bike-sharing programs have evolved significantly, + with many cities embracing electric bike-share schemes. Integration with public + transport systems and improved digital platforms for access and payment have + led to increased user engagement and satisfaction. *(Source: The Verge, 2025)*\n\n8. + **Community Cycling Initiatives**: There has been a growth in community-based + cycling initiatives, aimed at promoting cycling as a primary mode of transportation. + Events, workshops, and local advocacy groups are increasingly facilitating this + movement, fostering a culture of cycling in various cities. *(Source: Community + Cycling Center, 2025)*\n\n9. **Advancements in Bike Design**: Innovation in + bike designs now features aerodynamic frames, lightweight materials, and customizable + geometries for comfort and efficiency. 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Urban Infrastructure Improvements\\nCities - across the globe are investing significantly to enhance cycling infrastructure, - which includes creating dedicated bike lanes, establishing bike-sharing programs, - and increasing the availability of secure bike parking facilities. The aim of - these investment strategies is to promote cycling as a primary mode of transportation, - thereby alleviating traffic congestion and reducing urban air pollution. These - improvements not only make cycling safer and more appealing but also encourage - a cultural shift towards embracing cycling as a sustainable form of transport, - contributing to healthier urban populations.\\n\\n## 5. Global Cycling Tourism - Increase\\nCycling tourism has emerged as a rapidly growing sector, with numerous - destinations catering specifically to the needs of cyclists. Regions in Europe, - North America, and Asia have begun to promote curated cycling paths and accommodations - that enhance the travel experience for biking enthusiasts. This trend encourages - eco-friendly travel options and provides a substantial boost to local economies - reliant on tourism. With more travelers seeking unique and sustainable adventure - experiences, cycling tourism is cementing its place as a desirable and responsible - leisure activity.\\n\\n## 6. Bike Repair & Maintenance Innovations\\nAs cycling - becomes more popular, addressing the maintenance needs of bicycles is critical. - The advent of innovative solutions such as mobile bike repair services and self-service - repair stations is helping cyclists maintain their bikes more conveniently. - These services remove barriers to cycling by providing quick access to repair - assistance, thus ensuring that cyclists can get back on the road with minimal - downtime. Additionally, the proliferation of these services reflects an increasingly - proactive approach to bicycle maintenance within the industry.\\n\\n## 7. Safety - Innovations\\nSafety remains a paramount concern for cyclists, prompting the - development of several innovative features that enhance visibility and rider - protection. New safety technologies include automatic lights that adjust to - ambient lighting, integrated turn signals built into helmets, and advanced braking - systems that improve stopping power. These innovations not only elevate the - overall safety of new bicycles but also serve as essential selling points for - manufacturers, helping to reassure potential buyers about the security of their - cycling experiences.\\n\\n## 8. Performance Enhancements\\nContinual advancements - in bike design and materials have significantly improved performance for competitive - cyclists. The adoption of lightweight materials like titanium and carbon fiber - frames enhances speed and maneuverability. Moreover, state-of-the-art gear shifting - mechanisms and suspension systems are optimizing cycling efficiency and rider - comfort. These innovations cater to both amateur and professional cyclists alike, - emphasizing the drive for enhanced performance in the marketplace.\\n\\n## 9. - Inclusivity in Cycling\\nThe bicycle industry is progressively recognizing the - importance of inclusivity by producing more diverse models catering to a wide - range of body types and abilities. This includes step-through frames designed - for easier mounting and dismounting as well as specialized bikes accommodating - unique ergonomic needs. By promoting cycling as an approachable and accessible - activity for individuals of various ages and physical conditions, brands are - broadening their market reach and fostering a more inclusive cycling community.\\n\\n## - 10. 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0s x-request-id: - - req_e386d15318a2f6331fce590264267ebe + - req_9db63caaafdf3cceb9d8f5ded1905e67 status: code: 200 message: OK - request: - body: '{"messages": [{"role": "system", "content": "You are a expert Python developerYou - **must strictly** follow the task description, use the provided raw output as - the input in your code. Your code must:\n- Return results with: print((True, - data)) on success, or print((False, ''very detailed error message'')) on failure. - Make sure the final output is being assined to ''result'' variable.\n- Use the - literal string of the task output (already included in your input) if needed.\n- - Generate the code **following strictly** the task description.\n- Be valid Python - 3 \u2014 executable as-is.\n- DO NOT wrap the output in markdown or use triple - backticks. Return only raw Python code.- DO NOT use `exec`, `eval`, `compile`, - `open`, `os`, `subprocess`, `socket`, `shutil`, or any other system-level modules.\n- - Your code must not perform any file I/O, shell access, or dynamic code execution.\nAdditional - instructions (do not override the previous instructions):\n"}, {"role": "user", - "content": "Based on the task description below, generate Python 3 code that - validates the task output. \nTask description:\nmake sure each bullet contains - a minimum of 100 words\nHere is the raw output from the task: \n''1. **Electric - Bicycle Market Boom**: The popularity of electric bicycles (e-bikes) has surged, - with an estimated market growth of 30% year-over-year in 2025. Newer models - offer extended ranges due to advances in battery technology, some reaching up - to 150 miles on a single charge. \n\n2. **Smart Cycling Technologies**: Integration - of IoT (Internet of Things) allows for smart bicycles equipped with GPS navigation, - health monitoring, and ride optimization features. These bicycles can connect - to your smartphone to provide real-time analytics on performance and route planning.\n\n3. - **Sustainable Materials**: Manufacturers are increasingly using sustainable - materials such as bio-based composites and recycled metals to construct frames, - which not only reduces carbon footprints but also appeals to eco-conscious consumers.\n\n4. - **Advancements in Safety Features**: New safety technologies, including automatic - braking systems, integrated lights, and proximity sensors, are being introduced - to prevent accidents. Many urban bicycles now come standard with these features - to improve rider safety in crowded environments.\n\n5. **Focus on Urban Infrastructure**: - Cities worldwide are investing heavily in cycling infrastructure, developing - dedicated bike lanes, parking, and repair stations. This shift is aimed at promoting - cycling as a viable means of transportation, reducing traffic congestion and - pollution.\n\n6. **Foldable and Compact Designs**: The demand for foldable bicycles - has increased among urban dwellers, leading to innovations in lightweight, compact - designs that are convenient for commuting and storage in tight living spaces.\n\n7. - **Bike-Sharing Programs Expansion**: Cities continue to expand bike-sharing - programs, with new app-based models that allow users to locate, rent, and return - bicycles seamlessly. These systems are thriving as a cost-effective and environmentally - friendly transportation option.\n\n8. **Personalization and Customization Trends**: - Cyclists are seeking more personalized bicycles tailored to their riding style - and aesthetics. Customization options for frame size, color, components, and - accessories are becoming a standard offering from several manufacturers.\n\n9. - **Cross-Training Features**: Notably, more bicycles come equipped with features - promoting cross-training. For example, hybrid models incorporate removable components - that allow users to modify their bicycles for different activities like touring - or mountain biking.\n\n10. **Innovative Financing Options**: To make bicycles - more accessible, many retailers are offering innovative financing solutions - such as subscription services that allow consumers to pay monthly fees for bike - use, maintenance, and upgrades, making bike ownership more flexible and appealing.'' - \nUse this exact string literal inside your generated code (do not reference - variables like task_output.raw).Now generate Python code that follows the instructions - above."}], "model": "gpt-4o-mini", "stop": ["\nObservation:"]}' + 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 1. **Electric Bike + Adoption Surge**: The popularity of electric bikes (e-bikes) continues to rise, + with sales in 2025 projected to surpass traditional bicycles in many urban markets. + E-bikes are becoming a key factor in transportation as cities focus on reducing + carbon footprints.\n\n2. **Smart Bicycles**: Integrating IoT technology, smart + bicycles now offer GPS tracking, built-in fitness tracking, and theft prevention + features. Many models come with a mobile app that allows users to monitor their + rides and perform diagnostics.\n\n3. **Sustainable Materials**: The bicycle + industry is increasingly utilizing sustainable materials such as bamboo and + recycled plastics. Innovations in manufacturing processes are making bicycles + more eco-friendly while maintaining strength and durability.\n\n4. **3D Printing + Advancements**: The emergence of 3D printing technology in bicycle production + provides customization options and reduces waste. Consumers can design their + bicycle parts or frameworks, leading to a more personalized riding experience.\n\n5. + **Countering Urban Congestion**: Cities worldwide are expanding bicycle infrastructure, + including dedicated bike lanes and parking areas to encourage cycling over cars. + This initiative aims to reduce traffic congestion and promote healthier lifestyles.\n\n6. + **Safety Innovations**: New safety features like automatic brake lights, collision + detection systems, and airbag helmets are being developed to improve cyclist + safety, reducing accidents significantly for urban cyclists.\n\n7. **Bike Sharing + Programs**: Bike-sharing services have expanded rapidly since 2023, with cities + offering electric bike-sharing options. These programs are making it easier + for residents and visitors to access bicycles to commute or explore.\n\n8. **Community + Engagement through Cycling**: There is a growing emphasis on community-centric + cycling events and programs. Local governments and organizations are hosting + rides, workshops, and biking festivals to promote cycling culture and inclusivity.\n\n9. + **Performance Innovations**: Cutting-edge research in aerodynamics and materials + science has led to lighter, faster race bikes, enhancing performance for professional + cyclists. Innovations such as tubeless tires and advanced carbon fiber are prevalent + in high-end models.\n\n10. **Health and Wellness Integration**: There is a noticeable + trend towards promoting cycling for health benefits, with initiatives aimed + at integrating cycling into wellness programs. 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You''re a meticulous analyst with a keen eye for detail. You''re - known for your ability to turn complex data into clear and concise reports, - making it easy for others to understand and act on the information you provide.\n\nYour - personal goal is: Create detailed reports based on Bicycles data analysis and - research findings\n\nTo give my best complete final answer to the task respond - using the exact following format:\n\nThought: I now can give a great answer\nFinal - Answer: Your final answer must be the great and the most complete as possible, - it must be outcome described.\n\nI MUST use these formats, my job depends on - it!"}, {"role": "user", "content": "\nCurrent Task: Review the context you got - and expand each topic into a full section for a report. Make sure the report - is detailed and contains any and all relevant information.\n\n\nThis is the - expected criteria for your final answer: A fully fledge reports with the mains - topics, each with a full section of information. Formatted as markdown without - ''```''\n\nyou MUST return the actual complete content as the final answer, - not a summary.\n\nThis is the context you''re working with:\ngood result\n\nBegin! - This is VERY important to you, use the tools available and give your best Final - Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o-mini", "stop": - ["\nObservation:"]}' + body: '{"messages": [{"role": "system", "content": "You are Bicycles Senior Data + Researcher\n. You''re a seasoned researcher with a knack for uncovering the + latest developments in Bicycles. Known for your ability to find the most relevant + information and present it in a clear and concise manner.\n\nYour personal goal + is: Uncover cutting-edge developments in Bicycles\n\nTo give my best complete + final answer to the task respond using the exact following format:\n\nThought: + I now can give a great answer\nFinal Answer: Your final answer must be the great + and the most complete as possible, it must be outcome described.\n\nI MUST use + these formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent + Task: Conduct a thorough research about Bicycles Make sure you find any interesting + and relevant information given the current year is 2025.\n\n\nThis is the expected + criteria for your final answer: A list with 10 bullet points of the most relevant + information about Bicycles\n\nyou MUST return the actual complete content as + the final answer, not a summary.\n\nThis is the context you''re working with:\n### + Previous attempt failed validation: The task result does not comply with the + guardrail as it fails to provide sources for each bullet point. Each point should + include a reference to its source to confirm its validity and reliability.\n\n\n### + Previous result:\n1. **Electric Bike Adoption Surge**: The popularity of electric + bikes (e-bikes) continues to rise, with sales in 2025 projected to surpass traditional + bicycles in many urban markets. E-bikes are becoming a key factor in transportation + as cities focus on reducing carbon footprints.\n\n2. **Smart Bicycles**: Integrating + IoT technology, smart bicycles now offer GPS tracking, built-in fitness tracking, + and theft prevention features. Many models come with a mobile app that allows + users to monitor their rides and perform diagnostics.\n\n3. **Sustainable Materials**: + The bicycle industry is increasingly utilizing sustainable materials such as + bamboo and recycled plastics. Innovations in manufacturing processes are making + bicycles more eco-friendly while maintaining strength and durability.\n\n4. + **3D Printing Advancements**: The emergence of 3D printing technology in bicycle + production provides customization options and reduces waste. Consumers can design + their bicycle parts or frameworks, leading to a more personalized riding experience.\n\n5. + **Countering Urban Congestion**: Cities worldwide are expanding bicycle infrastructure, + including dedicated bike lanes and parking areas to encourage cycling over cars. + This initiative aims to reduce traffic congestion and promote healthier lifestyles.\n\n6. + **Safety Innovations**: New safety features like automatic brake lights, collision + detection systems, and airbag helmets are being developed to improve cyclist + safety, reducing accidents significantly for urban cyclists.\n\n7. **Bike Sharing + Programs**: Bike-sharing services have expanded rapidly since 2023, with cities + offering electric bike-sharing options. These programs are making it easier + for residents and visitors to access bicycles to commute or explore.\n\n8. **Community + Engagement through Cycling**: There is a growing emphasis on community-centric + cycling events and programs. Local governments and organizations are hosting + rides, workshops, and biking festivals to promote cycling culture and inclusivity.\n\n9. + **Performance Innovations**: Cutting-edge research in aerodynamics and materials + science has led to lighter, faster race bikes, enhancing performance for professional + cyclists. Innovations such as tubeless tires and advanced carbon fiber are prevalent + in high-end models.\n\n10. **Health and Wellness Integration**: There is a noticeable + trend towards promoting cycling for health benefits, with initiatives aimed + at integrating cycling into wellness programs. Data from studies indicate significant + physical and mental health improvements for regular cyclists compared to non-cyclists.\n\n\nTry + again, making sure to address the validation error.\n\nBegin! 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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 1. **Electric Bike + Adoption Surge**: The popularity of electric bikes (e-bikes) continues to rise, + with sales in 2025 projected to surpass traditional bicycles in urban markets. + According to the \"2025 Global E-Bike Market Report,\" e-bikes are becoming + key in urban transportation as cities focus on reducing carbon emissions. [Source: + Global E-Bike Market Report 2025]\n\n2. **Smart Bicycles**: Many smart bicycles + now integrate IoT technology, offering GPS tracking, built-in fitness monitoring, + and advanced theft prevention features. A report by BikeTech Insight in 2025 + highlights features accessible via mobile apps for diagnostics and performance + tracking. [Source: BikeTech Insight Report 2025]\n\n3. **Sustainable Materials**: + The bicycle industry increasingly utilizes materials like bamboo and recycled + plastics for production. Innovations highlighted in the \"Sustainability in + Cycling 2025\" study show that these sustainable methods maintain the strength + and longevity of bicycles. [Source: Sustainability in Cycling 2025]\n\n4. **3D + Printing Advancements**: By 2025, 3D printing technology has revolutionized + bicycle manufacturing, allowing consumers to design custom parts and layouts + with reduced waste. According to an article from \"Innovations in Manufacturing,\" + this trend supports a more personalized cycling experience. [Source: Innovations + in Manufacturing 2025]\n\n5. **Countering Urban Congestion**: Cities across + the globe are expanding bicycle infrastructure with dedicated lanes and parking + to encourage biking over driving. The \"2025 Urban Mobility Review\" indicates + this initiative aims to reduce traffic and promote healthier living. [Source: + 2025 Urban Mobility Review]\n\n6. **Safety Innovations**: New safety technologies + such as automatic brake lights, collision detection, and airbag helmets are + reducing accidents among cyclists. The \"Cyclist Safety Innovations 2025\" report + notes a significant decrease in urban cycling accidents due to these advancements. + [Source: Cyclist Safety Innovations 2025]\n\n7. **Bike Sharing Programs**: Bike-sharing + services have expanded significantly by 2025, often incorporating e-bikes to + enhance accessibility for commuting. The \"Bike Share Progress Report 2025\" + confirms that these initiatives make cycling available to wide demographics + in major cities. [Source: Bike Share Progress Report 2025]\n\n8. **Community + Engagement through Cycling**: There is increased community involvement through + cycling events and programs, with local governments organizing rides and festivals + to enhance cycling culture. Data from the \"Community Cycling Impact Study 2025\" + illustrate positive community health benefits from these initiatives. [Source: + Community Cycling Impact Study 2025]\n\n9. **Performance Innovations**: Ongoing + research in aerodynamics and new materials has led to the development of lighter, + faster race bicycles. The \"Performance Cycling Report 2025\" discusses innovations + like tubeless tires and advanced carbon fiber construction prevalent in high-performance + models. [Source: Performance Cycling Report 2025] \n\n10. **Health and Wellness + Integration**: Cycling is increasingly promoted within health initiatives, with + programs aimed at integrating cycling into wellness and fitness routines, as + detailed in the \"Health Benefits of Cycling Study 2025.\" This emphasizes the + mental and physical health improvements for cyclists. 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You''re a meticulous analyst with a keen eye for detail. You''re + known for your ability to turn complex data into clear and concise reports, + making it easy for others to understand and act on the information you provide.\n\nYour + personal goal is: Create detailed reports based on Bicycles data analysis and + research findings\n\nTo give my best complete final answer to the task respond + using the exact following format:\n\nThought: I now can give a great answer\nFinal + Answer: Your final answer must be the great and the most complete as possible, + it must be outcome described.\n\nI MUST use these formats, my job depends on + it!"}, {"role": "user", "content": "\nCurrent Task: Review the context you got + and expand each topic into a full section for a report. Make sure the report + is detailed and contains any and all relevant information.\n\n\nThis is the + expected criteria for your final answer: A fully fledge reports with the mains + topics, each with a full section of information. Formatted as markdown without + ''```''\n\nyou MUST return the actual complete content as the final answer, + not a summary.\n\nThis is the context you''re working with:\n1. **Electric Bike + Adoption Surge**: The popularity of electric bikes (e-bikes) continues to rise, + with sales in 2025 projected to surpass traditional bicycles in urban markets. + According to the \"2025 Global E-Bike Market Report,\" e-bikes are becoming + key in urban transportation as cities focus on reducing carbon emissions. [Source: + Global E-Bike Market Report 2025]\n\n2. **Smart Bicycles**: Many smart bicycles + now integrate IoT technology, offering GPS tracking, built-in fitness monitoring, + and advanced theft prevention features. A report by BikeTech Insight in 2025 + highlights features accessible via mobile apps for diagnostics and performance + tracking. [Source: BikeTech Insight Report 2025]\n\n3. **Sustainable Materials**: + The bicycle industry increasingly utilizes materials like bamboo and recycled + plastics for production. Innovations highlighted in the \"Sustainability in + Cycling 2025\" study show that these sustainable methods maintain the strength + and longevity of bicycles. [Source: Sustainability in Cycling 2025]\n\n4. **3D + Printing Advancements**: By 2025, 3D printing technology has revolutionized + bicycle manufacturing, allowing consumers to design custom parts and layouts + with reduced waste. According to an article from \"Innovations in Manufacturing,\" + this trend supports a more personalized cycling experience. [Source: Innovations + in Manufacturing 2025]\n\n5. **Countering Urban Congestion**: Cities across + the globe are expanding bicycle infrastructure with dedicated lanes and parking + to encourage biking over driving. The \"2025 Urban Mobility Review\" indicates + this initiative aims to reduce traffic and promote healthier living. [Source: + 2025 Urban Mobility Review]\n\n6. **Safety Innovations**: New safety technologies + such as automatic brake lights, collision detection, and airbag helmets are + reducing accidents among cyclists. The \"Cyclist Safety Innovations 2025\" report + notes a significant decrease in urban cycling accidents due to these advancements. + [Source: Cyclist Safety Innovations 2025]\n\n7. **Bike Sharing Programs**: Bike-sharing + services have expanded significantly by 2025, often incorporating e-bikes to + enhance accessibility for commuting. The \"Bike Share Progress Report 2025\" + confirms that these initiatives make cycling available to wide demographics + in major cities. [Source: Bike Share Progress Report 2025]\n\n8. **Community + Engagement through Cycling**: There is increased community involvement through + cycling events and programs, with local governments organizing rides and festivals + to enhance cycling culture. Data from the \"Community Cycling Impact Study 2025\" + illustrate positive community health benefits from these initiatives. [Source: + Community Cycling Impact Study 2025]\n\n9. **Performance Innovations**: Ongoing + research in aerodynamics and new materials has led to the development of lighter, + faster race bicycles. The \"Performance Cycling Report 2025\" discusses innovations + like tubeless tires and advanced carbon fiber construction prevalent in high-performance + models. 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request: - body: '{"messages": [{"role": "system", "content": "You are a expert Python developerYou - **must strictly** follow the task description, use the provided raw output as - the input in your code. Your code must:\n- Return results with: print((True, - data)) on success, or print((False, ''very detailed error message'')) on failure. - Make sure the final output is being assined to ''result'' variable.\n- Use the - literal string of the task output (already included in your input) if needed.\n- - Generate the code **following strictly** the task description.\n- Be valid Python - 3 \u2014 executable as-is.\n- DO NOT wrap the output in markdown or use triple - backticks. Return only raw Python code.- DO NOT use `exec`, `eval`, `compile`, - `open`, `os`, `subprocess`, `socket`, `shutil`, or any other system-level modules.\n- - Your code must not perform any file I/O, shell access, or dynamic code execution.\nAdditional - instructions (do not override the previous instructions):\n"}, {"role": "user", - "content": "Based on the task description below, generate Python 3 code that - validates the task output. \nTask description:\nmake sure each bullet contains - a minimum of 100 words\nHere is the raw output from the task: \n''1. **AI Integration - in Data Research**: In 2025, advancements in artificial intelligence have dramatically - transformed data research methodologies, allowing for automated data cleaning, - analysis, and pattern recognition, saving researchers significant time and resources.\n\n2. - **Real-time Data Processing**: Real-time data analytics capabilities have become - a standard, enabling researchers to access and analyze live data streams, facilitating - immediate decision-making and response strategies across various sectors.\n\n3. - **Enhanced Data Security Measures**: With the rise of data breaches, 2025 has - seen stronger cybersecurity protocols in place, including advanced encryption - methods and AI-driven security systems that continuously monitor for vulnerabilities.\n\n4. - **Focus on Ethical Data Use**: There is an increasing emphasis on the ethical - implications of data research, with frameworks being developed to ensure data - is collected and utilized with respect to privacy and consent, particularly - regarding personal data.\n\n5. **Rise of Citizen Data Scientists**: The barrier - to entry for data analysis has lowered, with citizen data scientists emerging - as a powerful force in data research, utilizing intuitive analytics tools and - platforms to conduct their own analyses.\n\n6. **Data Sustainability Practices**: - A shift towards sustainability in data research is being observed, with researchers - adopting green strategies for data storage and processing to minimize environmental - impact.\n\n7. **Cross-disciplinary Collaboration**: 2025 highlights a trend - toward interdisciplinary research teams that blend data science with fields - such as sociology, environmental science, and healthcare, fostering a more holistic - approach to data analysis and problem-solving.\n\n8. **Expanding Use of Quantum - Computing**: The adoption of quantum computing in data research is beginning - to show promise, allowing for unprecedented speed and efficiency in handling - complex datasets and performing computations beyond classical capabilities.\n\n9. - **Augmented Reality (AR) Data Visualization**: AR technologies are being increasingly - utilized for data visualization, providing researchers with immersive and interactive - ways to analyze and present data, enhancing comprehension and engagement.\n\n10. - **Evolving Data Ownership Models**: In 2025, discussions surrounding data ownership - have evolved, with new models emerging that address consumer rights over their - data and create frameworks for fair data-sharing practices among organizations.'' - \nUse this exact string literal inside your generated code (do not reference - variables like task_output.raw).Now generate Python code that follows the instructions - above."}], "model": "gpt-4o-mini", "stop": ["\nObservation:"]}' + 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 1. **Integration + of AI in {topic}**: The utilization of artificial intelligence has drastically + improved data analysis in {topic}, leading to more accurate predictions and + efficiency in research methodologies.\n\n2. **Rise of Decentralized Data Architecture**: + The trend towards decentralized systems in {topic} has empowered organizations + to maintain greater control over their data, enhancing privacy and security.\n\n3. + **Real-Time Data Processing**: Advances in technology have enabled real-time + data collection and processing in {topic}, which allows for immediate insights + and improved decision-making capabilities.\n\n4. **Focus on Ethical Data Practices**: + There\u2019s an increasing emphasis on ethical considerations in data collection + and usage within {topic}, with organizations prioritizing transparency and user + consent.\n\n5. **Adoption of Quantum Computing**: Quantum computing has begun + to influence {topic} by providing unparalleled processing power, enabling complex + simulations and data analysis at previously unreachable levels.\n\n6. **Emergence + of Standardized Data Protocols**: The development of standardized protocols + in {topic} has simplified data sharing across platforms, fostering greater collaboration + among researchers and businesses.\n\n7. **Sustainability Initiatives Driven + by Data**: Data-driven strategies are now central to sustainability efforts + in {topic}, helping organizations identify waste reduction opportunities and + eco-friendly practices.\n\n8. **Impact of GDPR and Data Regulations**: The European + Union''s General Data Protection Regulation (GDPR) continues to shape data practices + globally, influencing how data is collected, stored, and managed in {topic}.\n\n9. + **Growth of Data Literacy Programs**: There is a notable increase in data literacy + initiatives aimed at educating professionals across various industries about + the importance of data analysis and interpretation in {topic}.\n\n10. **Collaborative + Platforms for Data Sharing**: New collaborative platforms have emerged within + {topic} that facilitate data sharing among researchers and organizations, bolstering + innovation and collective problem-solving efforts.\n\n Guardrail:\n ensure + each bullet contains its source\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 + - gzip, deflate connection: - keep-alive content-length: - - '3963' + - '3644' content-type: - application/json + cookie: + - __cf_bm=4a_upL.aOpvumKsSeVod76qQJryQ9gcG.cvZf8lEbAw-1745932159-1.0.1.1-GTnl1gK1N2Xv_PPjpQRqAzyiVmkomIe02l2R8_be1yz_9PofNkOyUGUpjMBblZUyz4iC7Tm78.fg1IY5Zs7e8rz4MB.09svg9PxqCYBV3Eg; + _cfuvid=2Ua1nky3gSdkGURhJ85.hQrqMawwIif2iX06h02kAPI-1745932159900-0.0.1.1-604800000 host: - api.openai.com user-agent: @@ -784,41 +351,20 @@ interactions: response: body: string: !!binary | - H4sIAAAAAAAAA4xXW29URxJ+968ozQs2mkG2wYFYYiXCEglFEQlJ2IedyKrprjmnSJ/uk6o+M4wR - 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Known for your ability to find the most relevant + information and present it in a clear and concise manner.\n\nYour personal goal + is: Uncover cutting-edge developments in {topic}\n\nTo give my best complete + final answer to the task respond using the exact following format:\n\nThought: + I now can give a great answer\nFinal Answer: Your final answer must be the great + and the most complete as possible, it must be outcome described.\n\nI MUST use + these formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent + Task: Conduct a thorough research about {topic} Make sure you find any interesting + and relevant information given the current year is 2025.\n\n\nThis is the expected + criteria for your final answer: A list with 10 bullet points of the most relevant + information about {topic}\n\nyou MUST return the actual complete content as + the final answer, not a summary.\n\nThis is the context you''re working with:\n### + Previous attempt failed validation: The task result does not comply with the + guardrail because none of the bullet points include their sources. Each point + must have a citation or reference to support the claims made.\n\n\n### Previous + result:\n1. **Integration of AI in {topic}**: The utilization of artificial + intelligence has drastically improved data analysis in {topic}, leading to more + accurate predictions and efficiency in research methodologies.\n\n2. **Rise + of Decentralized Data Architecture**: The trend towards decentralized systems + in {topic} has empowered organizations to maintain greater control over their + data, enhancing privacy and security.\n\n3. **Real-Time Data Processing**: Advances + in technology have enabled real-time data collection and processing in {topic}, + which allows for immediate insights and improved decision-making capabilities.\n\n4. + **Focus on Ethical Data Practices**: There\u2019s an increasing emphasis on + ethical considerations in data collection and usage within {topic}, with organizations + prioritizing transparency and user consent.\n\n5. **Adoption of Quantum Computing**: + Quantum computing has begun to influence {topic} by providing unparalleled processing + power, enabling complex simulations and data analysis at previously unreachable + levels.\n\n6. **Emergence of Standardized Data Protocols**: The development + of standardized protocols in {topic} has simplified data sharing across platforms, + fostering greater collaboration among researchers and businesses.\n\n7. **Sustainability + Initiatives Driven by Data**: Data-driven strategies are now central to sustainability + efforts in {topic}, helping organizations identify waste reduction opportunities + and eco-friendly practices.\n\n8. **Impact of GDPR and Data Regulations**: The + European Union''s General Data Protection Regulation (GDPR) continues to shape + data practices globally, influencing how data is collected, stored, and managed + in {topic}.\n\n9. **Growth of Data Literacy Programs**: There is a notable increase + in data literacy initiatives aimed at educating professionals across various + industries about the importance of data analysis and interpretation in {topic}.\n\n10. + **Collaborative Platforms for Data Sharing**: New collaborative platforms have + emerged within {topic} that facilitate data sharing among researchers and organizations, + bolstering innovation and collective problem-solving efforts.\n\n\nTry again, + making sure to address the validation error.\n\nBegin! 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You''re a meticulous analyst with a keen eye for detail. You''re + known for your ability to turn complex data into clear and concise reports, + making it easy for others to understand and act on the information you provide.\n\nYour + personal goal is: Create detailed reports based on {topic} data analysis and + research findings\n\nTo give my best complete final answer to the task respond + using the exact following format:\n\nThought: I now can give a great answer\nFinal + Answer: Your final answer must be the great and the most complete as possible, + it must be outcome described.\n\nI MUST use these formats, my job depends on + it!"}, {"role": "user", "content": "\nCurrent Task: Review the context you got + and expand each topic into a full section for a report. Make sure the report + is detailed and contains any and all relevant information.\n\n\nThis is the + expected criteria for your final answer: A fully fledge reports with the mains + topics, each with a full section of information. Formatted as markdown without + ''```''\n\nyou MUST return the actual complete content as the final answer, + not a summary.\n\nThis is the context you''re working with:\n1. **Integration + of AI in Data Research**: Recent studies indicate that integrating artificial + intelligence in data research has resulted in a 30% increase in the accuracy + of predictive analytics. (Source: Smith, J. (2025). \"The Role of AI in Data + Science.\" Journal of Data Analytics, 59(3), 145-162.)\n\n2. **Rise of Decentralized + Data Architecture**: According to a 2025 report from the Data Governance Institute, + over 60% of organizations are now utilizing decentralized systems to enhance + data control and security, mitigating risks associated with data breaches. (Source: + Data Governance Institute. (2025). \"Decentralized Data Systems: Trends and + Impacts.\")\n\n3. **Real-Time Data Processing**: A survey from Tech Innovations + found that real-time data processing has increased operational efficiency by + up to 40% in sectors like healthcare and finance, allowing organizations to + make timely data-driven decisions. (Source: Tech Innovations. (2025). \"The + Efficiency of Real-Time Data Processing.\")\n\n4. **Focus on Ethical Data Practices**: + The 2025 Ethics in Data Research report revealed that 70% of organizations now + have comprehensive ethical guidelines to ensure transparency and stakeholder + consent in data collection efforts. (Source: Ethics in Data Research Association. + (2025). \"Trends in Ethical Data Governance.\")\n\n5. **Adoption of Quantum + Computing**: Research published in the Journal of Computational Science highlighted + that 2025 has seen a 50% increase in the adoption of quantum computing technologies, + significantly enhancing capabilities for complex data simulations. (Source: + Thompson, L. (2025). \"Quantum Computing and its Applications in Data Science.\" + Journal of Computational Science, 44(2), 99-114.)\n\n6. **Emergence of Standardized + Data Protocols**: The International Organization for Standardization (ISO) announced + new standardized protocols in 2025 that have effectively streamlined data sharing + processes across 45 different industries, fostering collaboration and innovation. + (Source: ISO. (2025). \"New Data Standards for Global Collaboration.\")\n\n7. + **Sustainability Initiatives Driven by Data**: A report from the Green Data + Coalition noted that data-driven strategies are helping organizations reduce + carbon footprints by an average of 20% through enhanced tracking and analysis + capabilities. (Source: Green Data Coalition. (2025). \"Sustainability and Data: + A Path Forward.\")\n\n8. **Impact of GDPR and Data Regulations**: The GDPR continues + to shape data practices globally, with a 2025 compliance survey showing that + 85% of organizations have adapted their data handling practices to align with + new regulatory standards. (Source: Privacy and Data Compliance Review. (2025). + \"GDPR''s Global Influence on Data Practices.\")\n\n9. **Growth of Data Literacy + Programs**: The Data Literacy Initiative reported a 40% increase in organizations + offering data literacy programs in 2025, underscoring the demand for skilled + professionals capable of interpreting and leveraging data effectively. (Source: + Data Literacy Initiative. (2025). \"Building a Data Literate Workforce.\")\n\n10. + **Collaborative Platforms for Data Sharing**: New collaborative platforms like + DataShare 5.0 have emerged, allowing over 300 organizations to share data securely + and collaboratively, leading to a 25% boost in innovation and research output + in 2025. (Source: Collaborative Research Group. (2025). \"Advancements in Data + Collaboration Platforms.\")\n\nBegin! 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This ensures that it meets the specified requirements and - works as expected in a real-world environment.\n\n4. **Acceptance Testing**: - This is typically the final phase of testing and is usually carried out by end-users - or clients. The goal is to validate the usability and functionality of the system - against business requirements. Acceptance testing confirms that the software - is ready for deployment and meets the user\u2019s needs.\n\nTo facilitate these - testing processes effectively, various tools are leveraged. These tools can - include:\n\n- **Automated Testing Tools**: Tools like Selenium for web applications - or JUnit for Java applications allow testers to automate repetitive testing - tasks, which increases efficiency and reduces the possibility of human error.\n\n- - **Test Management Tools**: Tools such as JIRA or TestRail are essential for - tracking test progress, managing test cases, and reporting testing outcomes.\n\n- - **Continuous Integration Tools**: Tools like Jenkins help in automating the - process of running tests as part of the development pipeline, ensuring that - any changes made in the codebase are continuously tested.\n\nIn conclusion, - thorough testing through various stages\u2014unit, integration, system, and - acceptance\u2014combined with the strategic use of specialized tools, lays the - foundation for delivering high-quality software. 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Test Backstory\nYour - personal goal is: Test Goal\nTo give my best complete final answer to the task - respond using the exact following format:\n\nThought: I now can give a great - answer\nFinal Answer: Your final answer must be the great and the most complete - as possible, it must be outcome described.\n\nI MUST use these formats, my job - depends on it!"}, {"role": "user", "content": "\nCurrent Task: Test task\n\nThis - is the expected criteria for your final answer: Output\nyou MUST return the - actual complete content as the final answer, not a summary.\n\nBegin! 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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 is a list of + notable books on the First World War, encompassing various perspectives and + themes:\n\n1. **\"All Quiet on the Western Front\" by Erich Maria Remarque** + - A novel depicting the experiences of German soldiers during World War I, highlighting + the horrors of trench warfare.\n\n2. **\"The First World War\" by John Keegan** + - A comprehensive overview of the war, analyzing its causes, major battles, + and consequences.\n\n3. **\"A World Undone: The Story of the Great War, 1914 + to 1918\" by G.J. Meyer** - A narrative history that covers the entire conflict + with a focus on key events and figures.\n\n4. **\"The Guns of August\" by Barbara + W. Tuchman** - An acclaimed work detailing the events leading up to the war + and the early stages of combat, emphasizing the decisions of leaders.\n\n5. + **\"Goodbye to All That\" by Robert Graves** - An autobiography that captures + the experience of trench warfare from a soldier''s perspective, along with the + transition to post-war life.\n\n6. **\"With Our Backs to the Wall: Victory and + Defeat in 1918\" by David Stevenson** - An analysis of the final year of the + war, outlining both the military strategies and the socio-political contexts + that shaped the outcome.\n\n7. **\"The Great War: A Combat History of the First + World War\" by Peter Hart** - This book provides a battle-by-battle account, + using personal diaries and accounts to bring the war''s events to life.\n\n8. + **\"The War to End All Wars: The American Military Experience in World War I\" + by Edward M. Coffman** - An exploration of American involvement in the war, + discussing military strategies and impacts.\n\n9. **\"Over the Top: A Soldier\u2019s + Diary of the First World War\" by Arthur Empey** - A firsthand account of trench + warfare written by an American volunteer, offering a raw depiction of combat + experiences.\n\n10. **\"The First World War: A New Illustrated History\" by + Gordon Corrigan** - A richly illustrated book that presents a chronological + history of the war, accessible for readers of all backgrounds.\n\nThis list + provides a variety of insights and narratives that capture the complexity and + significance of the First World War.\n\n Guardrail:\n Ensure the + authors are from Italy\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 + connection: + - keep-alive + content-length: + - '3636' + content-type: + - application/json + host: + - api.openai.com + user-agent: + - OpenAI/Python 1.68.2 + x-stainless-arch: + - arm64 + x-stainless-async: + - 'false' + x-stainless-lang: + - python + x-stainless-os: + - MacOS + x-stainless-package-version: + - 1.68.2 + 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//jFPJbhsxDL37Kwidx4HjOrDjW4qiRZBb4m6oA4OWODNqNNREouwYgf+9 + 0HhNF6CXEYaPyyP5+NoDUNaoKShdo+imdf3393SH+qv9/vLlefXw0MZw/222nn1No9sPQRU5wi9/ + kpZD1IX2TetIrOcdrAOhUM56OR5dXQ+vryaTDmi8IZfDqlb6I99vLNv+cDAc9Qfj/uVkH117qymq + KfzoAQC8dt/Mkw29qCkMioOloRixIjU9OgGo4F22KIzRRkEWVZxA7VmIO+qz2qeqlincAvs1aGSo + 7IoAocr8ATmuKQDM+aNldHDT/U/hdc4Ac7VCZ81cTaFEF6nYGUsis0T9lO1zNasJBOMTBIrJCRhP + EdgLdAPbwNpKDVITVAmDCWgdLEljigTsmcCXHepsFDKASWofImAgKINv4FbQbS7gxrkj1hDnNWTv + g5exZUmBOFdNLMFSLMCydslYruAThQZ5U3SVPt/t34ebApANeKkpxALWtdU1rKx3KBQ7n0DPyQbK + FUHqPK8DhxQFltTRs8gXczXn7fkOApUpYtYBJ+fOAGT2grmBbvuPe2R73LfzVRv8Mv4WqkrLNtaL + QBg9591G8a3q0G0P4LHTVXojFdUG37SyEP9EXbnxaK8rdZLzGTreg+IF3ck+uTwAb/ItDAlaF8+U + qTTqmswp9CRjTMb6M6B31vWfbP6We9e55ep/0p8ArakVMos2kLH6bccnt0D52v/ldpxyR1hFCiur + aSGWQt6EoRKT292gipso1CxKyxWFNtjdIZbtYvDuejgZDgfXA9Xb9n4BAAD//wMAG/c/OJYEAAA= + headers: + CF-RAY: + - 937ec9b72e717e0f-GRU + Connection: + - keep-alive + Content-Encoding: + - gzip + Content-Type: + - application/json + Date: + - Tue, 29 Apr 2025 12:26:30 GMT + Server: + - cloudflare + Set-Cookie: + - __cf_bm=2Kv7JW0NnxXgvGH0KQnR1VcNF47nEYxhEB4bYlFvRfA-1745929590-1.0.1.1-gmQvNlZR_WoNPIkf.07YchEy.a13FU2sP7wZropzue.84PKf6DVY_clzo6DqmBOk8PtKtM3gV952vhWHuE0ygk7096hW9jQTST91FDi30Jc; + path=/; expires=Tue, 29-Apr-25 12:56:30 GMT; domain=.api.openai.com; HttpOnly; + Secure; SameSite=None + - _cfuvid=HHxY6s22oZkfAHAh8HGGIeDkKOuavigZ5DkKL6.WyGc-1745929590485-0.0.1.1-604800000; + 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: + - '1744' + openai-version: + - '2020-10-01' + strict-transport-security: + - max-age=31536000; includeSubDomains; preload + x-ratelimit-limit-requests: + - '30000' + x-ratelimit-limit-tokens: + - '150000000' + x-ratelimit-remaining-requests: + - '29999' + x-ratelimit-remaining-tokens: + - '149999140' + x-ratelimit-reset-requests: + - 2ms + x-ratelimit-reset-tokens: + - 0s + x-request-id: + - req_74247d0bd52dcebe834bd1cdb4b38470 + status: + code: 200 + message: OK +- request: + body: '{"messages": [{"role": "system", "content": "You are Test Agent. Test Backstory\nYour + personal goal is: Test Goal\nTo give my best complete final answer to the task + respond using the exact following format:\n\nThought: I now can give a great + answer\nFinal Answer: Your final answer must be the great and the most complete + as possible, it must be outcome described.\n\nI MUST use these formats, my job + depends on it!"}, {"role": "user", "content": "\nCurrent Task: Gather information + about available books on the First World War\n\nThis is the expected criteria + for your final answer: A list of available books on the First World War\nyou + MUST return the actual complete content as the final answer, not a summary.\n\nThis + is the context you''re working with:\n### Previous attempt failed validation: + The task result does not comply with the guardrail because none of the listed + authors are from Italy. All authors mentioned are from different countries, + including Germany, the UK, the USA, and others, which violates the requirement + that authors must be Italian.\n\n\n### Previous result:\nHere is a list of notable + books on the First World War, encompassing various perspectives and themes:\n\n1. + **\"All Quiet on the Western Front\" by Erich Maria Remarque** - A novel depicting + the experiences of German soldiers during World War I, highlighting the horrors + of trench warfare.\n\n2. **\"The First World War\" by John Keegan** - A comprehensive + overview of the war, analyzing its causes, major battles, and consequences.\n\n3. + **\"A World Undone: The Story of the Great War, 1914 to 1918\" by G.J. Meyer** + - A narrative history that covers the entire conflict with a focus on key events + and figures.\n\n4. **\"The Guns of August\" by Barbara W. Tuchman** - An acclaimed + work detailing the events leading up to the war and the early stages of combat, + emphasizing the decisions of leaders.\n\n5. **\"Goodbye to All That\" by Robert + Graves** - An autobiography that captures the experience of trench warfare from + a soldier''s perspective, along with the transition to post-war life.\n\n6. + **\"With Our Backs to the Wall: Victory and Defeat in 1918\" by David Stevenson** + - An analysis of the final year of the war, outlining both the military strategies + and the socio-political contexts that shaped the outcome.\n\n7. **\"The Great + War: A Combat History of the First World War\" by Peter Hart** - This book provides + a battle-by-battle account, using personal diaries and accounts to bring the + war''s events to life.\n\n8. **\"The War to End All Wars: The American Military + Experience in World War I\" by Edward M. Coffman** - An exploration of American + involvement in the war, discussing military strategies and impacts.\n\n9. **\"Over + the Top: A Soldier\u2019s Diary of the First World War\" by Arthur Empey** - + A firsthand account of trench warfare written by an American volunteer, offering + a raw depiction of combat experiences.\n\n10. **\"The First World War: A New + Illustrated History\" by Gordon Corrigan** - A richly illustrated book that + presents a chronological history of the war, accessible for readers of all backgrounds.\n\nThis + list provides a variety of insights and narratives that capture the complexity + and significance of the First World War.\n\n\nTry again, making sure to address + the validation error.\n\nBegin! This is VERY important to you, use the tools + available and give your best Final Answer, your job depends on it!\n\nThought:"}], + "model": "gpt-4o-mini", "stop": ["\nObservation:"]}' + headers: + accept: + - application/json + accept-encoding: + - gzip, deflate + connection: + - keep-alive + content-length: + - '3509' + content-type: + - application/json + cookie: + - __cf_bm=2Kv7JW0NnxXgvGH0KQnR1VcNF47nEYxhEB4bYlFvRfA-1745929590-1.0.1.1-gmQvNlZR_WoNPIkf.07YchEy.a13FU2sP7wZropzue.84PKf6DVY_clzo6DqmBOk8PtKtM3gV952vhWHuE0ygk7096hW9jQTST91FDi30Jc; + _cfuvid=HHxY6s22oZkfAHAh8HGGIeDkKOuavigZ5DkKL6.WyGc-1745929590485-0.0.1.1-604800000 + host: + - api.openai.com + user-agent: + - OpenAI/Python 1.68.2 + x-stainless-arch: + - arm64 + x-stainless-async: + - 'false' + x-stainless-lang: + - python + x-stainless-os: + - MacOS + x-stainless-package-version: + - 1.68.2 + 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//jFZtbtxGEv2vUxT4ZwFjRtAocmTpn7yBHCW24cTGGkFkCDXdRbLsZhVT + 3ZzxKDCw19gb5B65yZ5k0U3OhxUF2D8zIJtdXa/eq9f1+xFAxb66hMq1mFzXh/nzn+lHt/rl5Q+v + vVu8ufrB/xTf6Q3+/Ozdx9BXs7xDlx/Jpe2uY6ddHyixyrjsjDBRjro4P3t6cXrx9OKkLHTqKeRt + TZ/mZzrvWHh+enJ6Nj85ny+eTbtbZUexuoRfjwAAfi+/OU/x9Lm6hBKrvOkoRmyoutx9BFCZhvym + whg5JpRUzfaLTiWRlNRvQHQNDgUaXhEgNDltQIlrMoBbuWbBAFfl+RK+JyPgCAiBYwKtQTThMhAs + VT9FUIHUElyzxQTv1YKH92iwNk6JBJYbuEkYGAVwSK1anAGLU+vVMLE0sEJjHSL0ZLEnl3hFEVB8 + DttRvLyVW1kcw5Mnt9VNgI4VRDuCP/8AoRgH0dsqn/JdDgPX+uQJzOEKBuHfBgJBy8esCFgSWVqz + 5DPzWZpRxqTG03ktlyeHAWp0KQIudUgFHXd9eaP1AcSbjH0LLqpjSpvjnO3pmO1LhGYgMwRPDKIx + Wf4T4THjVyVjXGGTI2jJ4RWaU3iDoWMyLljetRxLraE3XbHP2YKnhBzIAzqngxRecqL0uSdjEkcl + 2X12wTNZBD9Yxv8IYzOo1Q0xr46UskGniVeYBT5WKCYbmiZQLDC/GWG+HUIgSIbOEXgKAeGFoXiC + FwX9CPYtWcMKbxOybDlqDPuWHYiuKEBqMcEykPgIaIljYpfxGMXIKrDm1B5ytKc2KXjq2Y1cBa4p + Y99h5lGhyUhcO9YlP78osn+PVsCcTZz9o+gER2HghOeNcYcTHHil4hkDjbhe8BCp7wm+I3g5JOY4 + gcvmYNSSxJyirshWTOsRJX3ugxrFkkdD2mvgVEA5HCLFGXT4UQ2WmFLIj7n4QaWZJ7IOqK5pUmMO + sEbbKnFTvlzSRsUXWE93UvyKk1yTa+MhTFJ8gxoU/okpoQ339/hAeNT1LUa+nzI2arh0z9gWD7ti + F3sGLTdt4KZNW9FFboRrdihpi27b6w+1G7QUhFecJTwJcOK0YPt2wkYpZY/yDMOodEyTJ1yFbJTi + TeH6GJ4bNyiJdgSFkO1GpZxWosRD38LtcYdds86dMjZifoV7K8n5sSTuMNGhmW0d0ggzyyM4p90S + U4FxPsK4ur8fzLio1Vgc4aFL3EQhadqtI9DEy2fsWCZW9uV7tPOnLqhNJUHIux7reDeENBjNoFPD + QLMdObFFIw8OOzT0+SDATnNRTLUfCXn2F99jeIUp0UTHtaG4LDPzLDzRcOi6PNJReqTWEHSdvW6j + gzQ7QB3Kf//9nwgfdTChDaTWdGjaPTla11ToYolZehl60rFE2dB2ZPVx41oN2pTDDyzeqdSB3UjP + xQhqcbF4Ol9cLJ4dw8tHDe5KvBHC62xJW2wxx0cLG1irfRpxoWDYbDspJsNEzfYGSuRa2WWEfoXi + qCNJMbdg0A35wwu1Vsu98veeXgAsTnaXZ8NqopOprTgVjxvT/1eWnNznu+eQHYf9eAVIM7kWbjum + qKmMCrnixeYiBMLSF9uCiz9wqdkk2PxBq9kLaZOF1ZMf3asQKzhxxJ4k8XSnFjMqE8jOU7I2DKX5 + Su/TkAHrVkclgOcVWTwYBcZa96a1DqVnH8qkG0LiGh0l8l+5UrFhatDx/hp5WPLDqcuoHiLmyU+G + EA4WUPIQVS7WPO99mFa+7Ca8oE1vuowPtlY1C8f2zgijSp7mYtK+KqtfjgA+lEly+Go4rHrTrk93 + ST9ROe58cTbGq/YD7H717OJ8Wk2aMOwXFqeLxeyRiHfjLBIPptHKoWvJ7/fuR1ccPOvBwtEB7r/m + 81jsETtL8/+E3y84R30if9cb+dFnHvvMKE/4f/fZrs4l4SrmO93RXWKyzIWnGocwzt1V3MRE3V3N + 0pD1xuPwXfd3fokOvz3x9Ul19OXofwAAAP//AwDXPLUkigwAAA== + headers: + CF-RAY: + - 937ec9c4b8307e0f-GRU + Connection: + - keep-alive + Content-Encoding: + - gzip + Content-Type: + - application/json + Date: + - Tue, 29 Apr 2025 12:26:41 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: + - '10386' + openai-version: + - '2020-10-01' + strict-transport-security: + - max-age=31536000; includeSubDomains; preload + x-ratelimit-limit-requests: + - '30000' + x-ratelimit-limit-tokens: + - '150000000' + x-ratelimit-remaining-requests: + - '29999' + x-ratelimit-remaining-tokens: + - '149999169' + x-ratelimit-reset-requests: + - 2ms + x-ratelimit-reset-tokens: + - 0s + x-request-id: + - req_7e9c58909cf39af106866bae0c0cf7e1 + 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 is a list of + notable books on the First World War written by Italian authors, incorporating + various perspectives and themes:\n\n1. **\"Il mio nome \u00e8 nessuno\" by Dario + Fo** - A unique narrative intertwining personal stories and historical facts + about the impacts of World War I on Italian society.\n\n2. **\"La guerra dei + nostri nonni\" by Mario avagliano and Marco Palmieri** - This book provides + a detailed account of the experiences of Italian soldiers during the First World + War, focusing on their motivations and struggles.\n\n3. **\"Sulle tracce della + Grande Guerra\" by Sergio Staino** - A graphic novel that blends artistic expression + with historical narrative to depict the life of soldiers in the trenches of + the Great War.\n\n4. **\"L''intera storia della Prima Guerra Mondiale\" by Giuseppe + De Lutiis** - A comprehensive overview that explores the geopolitical causes, + major battles, and long-term effects of the war on Italy and beyond.\n\n5. **\"La + Grande Guerra in Friuli\" by Paolo Cattaruzza** - This book emphasizes the regional + impact of World War I in Friuli, highlighting the significant battles and the + experiences of local civilians and soldiers.\n\n6. **\"Lettere di un soldato\" + by Alessandro F. Brigante** - A collection of letters written by a soldier during + the war, providing a personal and intimate perspective on the realities of combat.\n\n7. + **\"Azzurri in trincea\" by Mario Isnenghi** - The book examines the experience + of Italian soldiers in the front lines, focusing on their culture, morale, and + the shared camaraderie among troops.\n\n8. **\"La guerra di Matteo\" by Franco + Cardini** - A historical fiction that follows a young Italian man\u2019s journey + through the war, offering insights into the emotional and psychological impacts + of conflict.\n\n9. **\"1915-1918. La Grande Guerra\" by Andrea Nativi** - A + scholarly work that analyzes the strategies and technological advancements employed + by Italian forces during the First World War.\n\n10. **\"Il giorno della vittoria\" + by Vincenzo Pardini** - A captivating exploration of the final offensives leading + to the end of the war, examining how they shaped Italy\u2019s national identity.\n\nThis + list highlights a range of Italian authors who offer diverse narratives and + profound insights into the multifaceted experiences and legacies of the First + World War.\n\n Guardrail:\n Ensure the authors are from Italy\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 + connection: + - keep-alive + content-length: + - '3829' + content-type: + - application/json + cookie: + - __cf_bm=2Kv7JW0NnxXgvGH0KQnR1VcNF47nEYxhEB4bYlFvRfA-1745929590-1.0.1.1-gmQvNlZR_WoNPIkf.07YchEy.a13FU2sP7wZropzue.84PKf6DVY_clzo6DqmBOk8PtKtM3gV952vhWHuE0ygk7096hW9jQTST91FDi30Jc; 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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 is a comprehensive + list of available books on the First World War:\n\n1. **\"The Sleepwalkers: + How Europe Went to War in 1914\" by Christopher Clark** \n This book delves + into the complex factors that led to the outbreak of the war, offering insights + into the political and social dynamics of early 20th century Europe.\n\n2. **\"A + World Undone: The Story of the Great War, 1914 to 1918\" by G.J. Meyer** \n Meyer''s + expansive narrative covers the entire war with a focus on both military strategies + and the human experiences endured by soldiers and civilians alike.\n\n3. **\"All + Quiet on the Western Front\" by Erich Maria Remarque** \n A poignant novel + that captures the resilience and trauma experienced by German soldiers during + World War I, based on the author''s own experiences.\n\n4. **\"The First World + War\" by John Keegan** \n Keegan provides a detailed military history of + the war, featuring insights on battles, strategies, and the overall impact on + global affairs.\n\n5. **\"Goodbye to All That\" by Robert Graves** \n This + autobiography recounts the author''s experiences as a soldier during the war, + offering a personal and critical perspective on the conflicts and the post-war + era.\n\n6. **\"Catastrophe 1914: Europe Goes to War\" by Max Hastings** \n Hastings + chronicles the events leading up to World War I and the early battles, detailing + the war''s initial impact on European societies.\n\n7. **\"The War That Ended + Peace: The Road to 1914\" by Margaret MacMillan** \n MacMillan explores the + political and historical factors that contributed to the outbreak of war, emphasizing + the decisions made by leaders across Europe.\n\n8. **\"The First World War: + A Complete History\" by Martin Gilbert** \n This complete history takes readers + through the entirety of the war, from its causes to its aftermath, using a wide + range of sources.\n\n9. **\"1914: The Year the World Ended\" by Paul Ham** \n Ham + focuses on the pivotal year of 1914 and the early war''s devastation, analyzing + its long-lasting effects on the world.\n\n10. **\"War Horse\" by Michael Morpurgo** \n This + children''s novel tells the story of a horse and his experiences during the + war, highlighting the bond between animals and humans amidst the chaos.\n\nEach + of these books offers unique perspectives and rich details about the First World + War, making them valuable resources for anyone interested in this pivotal period + in history.\n\n Guardrail:\n Ensure the authors are from Italy\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 + connection: + - keep-alive + content-length: + - '3917' + content-type: + - application/json + cookie: + - __cf_bm=mLRCnpdB3n_6medIZWHnUu8MNRGZsD6riaRhN47PK74-1745930028-1.0.1.1-M2lDM1_V9hNCK0MZrBnFalF3lndC3JkS8zhDOGww_LmOrgdpU9fZLpNZUmyinCQOnlCjDjDYJUECM82ffT1anqBiO1NoDeNp91EPKiK7s.8; 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Plant-Based Plastics\\n2024 has witnessed remarkable progress in the development - of plant-based plastics, particularly those derived from renewable resources - such as corn and sugarcane. Unlike traditional petroleum-based plastics, these - bioplastics are designed to be more environmentally friendly, addressing pressing - concerns regarding plastic waste and the continuous reliance on fossil fuels. - The production processes have been optimized to ensure lower carbon footprints - and reduced greenhouse gas emissions. Moreover, major manufacturers are beginning - to scale up production of these materials, integrating them into a wide array - of products, from packaging to consumer goods, thereby offering sustainable - alternatives and contributing positively to circular economy initiatives.\\n\\n## - 2. Gene Editing Breakthroughs\\nThe introduction of CRISPR technology has emerged - as a game-changer in agricultural methodologies. 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Your code must:\n- Return results with: print((True, - data)) on success, or print((False, ''very detailed error message'')) on failure. - Make sure the final output is being assined to ''result'' variable.\n- Use the - literal string of the task output (already included in your input) if needed.\n- - Generate the code **following strictly** the task description.\n- Be valid Python - 3 \u2014 executable as-is.\n- DO NOT wrap the output in markdown or use triple - backticks. Return only raw Python code.- DO NOT use `exec`, `eval`, `compile`, - `open`, `os`, `subprocess`, `socket`, `shutil`, or any other system-level modules.\n- - Your code must not perform any file I/O, shell access, or dynamic code execution.\nAdditional - instructions (do not override the previous instructions):\n"}, {"role": "user", - "content": "Based on the task description below, generate Python 3 code that - validates the task output. \nTask description:\nmake sure each bullet contains - a minimum of 100 words\nHere is the raw output from the task: \n''1. **Genetic - Engineering Advances**: Recent breakthroughs in CRISPR technology have enabled - scientists to develop crops with enhanced traits such as drought resistance, - disease tolerance, and improved nutritional profiles, significantly impacting - food security.\n\n2. **Plant-Based Bioplastics**: The development of bioplastics - derived from plant materials is gaining traction, with innovations that reduce - reliance on fossil fuels. Companies are now producing biodegradable plastics - from sources like corn and sugarcane, contributing to environmental sustainability.\n\n3. - **Vertical Farming Trends**: Urban vertical farming has surged, utilizing hydroponics - and aeroponics to grow fresh produce in urban areas. This method minimizes land - use and transportation emissions, providing local food sources in densely populated - cities.\n\n4. **Plant Communication Research**: Studies have shown that certain - plants can communicate through mycorrhizal networks, allowing them to share - nutrients and even warn each other of pests. This has opened new avenues for - understanding plant ecology and cooperative behavior.\n\n5. **Medicinal Plant - Discoveries**: Research into traditional medicinal plants has led to the discovery - of new compounds with potential therapeutic effects, including anti-inflammatory - and antioxidant properties, paving the way for novel pharmaceuticals.\n\n6. - **Climate Resilience Initiatives**: Plant breeders are increasingly focused - on developing climate-resilient crops capable of thriving in extreme conditions - due to climate change. This includes breeding for heat tolerance and salinity - resistance to ensure food production sustainability.\n\n7. **Microbial Support - Systems**: The role of soil microbiomes in plant health has been spotlighted, - with findings indicating that beneficial microbes can enhance nutrient uptake, - disease resistance, and overall plant vigor, prompting a shift towards more - holistic farming practices.\n\n8. **Eco-friendly Pest Management**: Advances - in integrated pest management (IPM) techniques have emerged, utilizing biological - control agents, pheromone traps, and organic pesticides to reduce chemical input - while maintaining crop health.\n\n9. **Perennial Crop Research**: There is a - growing interest in perennial crops that do not require annual replanting and - can provide more sustainable agricultural options. Perennials conserve soil - health, improve biodiversity, and reduce carbon footprints.\n\n10. **Synthetic - Biology and Food Production**: The integration of synthetic biology into agriculture - has led to the creation of crops that can grow in suboptimal conditions, such - as salty or heavily polluted soils, allowing for the revitalization of degraded - lands and expanded agricultural frontiers.\n\nThese highlights represent the - forefront of plant research and innovation, demonstrating the myriad ways in - which plants continue to be a focal point for scientific inquiry and practical - application in addressing global challenges.'' \nUse this exact string literal - inside your generated code (do not reference variables like task_output.raw).Now - generate Python code that follows the instructions above."}], "model": "gpt-4o-mini", - "stop": ["\nObservation:"]}' + 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 1. **Plant-Based + Biofuels**: Advances in genetic engineering are allowing researchers to develop + plants that produce higher yields of biofuels, reducing reliance on fossil fuels. + For example, specialized strains of switchgrass and algae are being cultivated + for more efficient biofuel production.\n\n2. **CRISPR Technology in Plant Breeding**: + The use of CRISPR technology has accelerated the breeding of disease-resistant + and drought-tolerant plants. Researchers are now able to edit plant genomes + with precision, leading to breakthroughs in staple crops like rice and wheat + for better resilience to climate change.\n\n3. **Vertical Farming Innovations**: + Vertical farming techniques have evolved to integrate advanced hydroponics and + aeroponics, improving space efficiency and speed of plant growth. This method + not only conserves water but also minimizes the use of pesticides and herbicides.\n\n4. + **Enhancing Plant Photosynthesis**: Researchers are exploring ways to enhance + the photosynthesis process in plants, potentially increasing crop yields by + up to 50%. New variations in light-harvesting proteins have been identified + that could lead to crops that grow quicker and with less resource input.\n\n5. + **Plant Communication**: Studies have shown that plants can communicate with + each other through root exudates and volatile organic compounds. This research + is leading to better understanding of plant ecology and could have implications + for agriculture practices and pest control.\n\n6. **Soil Microbiomes and Plant + Health**: Recent findings highlight the importance of soil microbiomes in promoting + plant health and growth. The use of beneficial microbial inoculants is becoming + a popular strategy to enhance nutrient uptake and improve plant resilience.\n\n7. + **Sustainable Pest Management**: Innovative pest management strategies utilizing + plant-based repellents are on the rise. This involves selecting and cultivating + plants that naturally deter pests, minimizing the need for chemical pesticides + and enhancing biodiversity.\n\n8. **Urban Forests as Carbon Sinks**: Urban greening + initiatives are increasingly focusing on planting trees and shrubs in cities + to capture carbon dioxide, improve air quality, and promote biodiversity. These + efforts are being recognized for their role in mitigating urban heat and climate + change impacts.\n\n9. **Phytoremediation**: Research into using specific plants + for soil and water remediation has gained traction. Some plants can absorb heavy + metals and toxins, offering a sustainable solution for cleaning contaminated + environments.\n\n10. **Biophilic Design in Architecture**: There is a growing + trend in incorporating plants into architectural designs, employing biophilic + principles to enhance urban ecosystems. This includes the integration of green + roofs and living walls, which provide aesthetic benefits while improving air + quality and biodiversity.\n\n Guardrail:\n ensure each bullet + contains its source\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 + - gzip, deflate connection: - keep-alive content-length: - - '4415' + - '4381' content-type: - application/json + cookie: + - __cf_bm=4a_upL.aOpvumKsSeVod76qQJryQ9gcG.cvZf8lEbAw-1745932159-1.0.1.1-GTnl1gK1N2Xv_PPjpQRqAzyiVmkomIe02l2R8_be1yz_9PofNkOyUGUpjMBblZUyz4iC7Tm78.fg1IY5Zs7e8rz4MB.09svg9PxqCYBV3Eg; + _cfuvid=2Ua1nky3gSdkGURhJ85.hQrqMawwIif2iX06h02kAPI-1745932159900-0.0.1.1-604800000 host: - 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Known for your ability to find the most relevant + information and present it in a clear and concise manner.\n\nYour personal goal + is: Uncover cutting-edge developments in plants\n\nTo give my best complete + final answer to the task respond using the exact following format:\n\nThought: + I now can give a great answer\nFinal Answer: Your final answer must be the great + and the most complete as possible, it must be outcome described.\n\nI MUST use + these formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent + Task: Conduct a thorough research about plants Make sure you find any interesting + and relevant information given the current year is 2025.\n\n\nThis is the expected + criteria for your final answer: A list with 10 bullet points of the most relevant + information about plants\n\nyou MUST return the actual complete content as the + final answer, not a summary.\n\nThis is the context you''re working with:\n### + Previous attempt failed validation: The task result does not comply with the + guardrail as none of the bullet points contain their sources. Each statement + should have a citation or reference to support the claims made.\n\n\n### Previous + result:\n1. **Plant-Based Biofuels**: Advances in genetic engineering are allowing + researchers to develop plants that produce higher yields of biofuels, reducing + reliance on fossil fuels. For example, specialized strains of switchgrass and + algae are being cultivated for more efficient biofuel production.\n\n2. **CRISPR + Technology in Plant Breeding**: The use of CRISPR technology has accelerated + the breeding of disease-resistant and drought-tolerant plants. Researchers are + now able to edit plant genomes with precision, leading to breakthroughs in staple + crops like rice and wheat for better resilience to climate change.\n\n3. **Vertical + Farming Innovations**: Vertical farming techniques have evolved to integrate + advanced hydroponics and aeroponics, improving space efficiency and speed of + plant growth. This method not only conserves water but also minimizes the use + of pesticides and herbicides.\n\n4. **Enhancing Plant Photosynthesis**: Researchers + are exploring ways to enhance the photosynthesis process in plants, potentially + increasing crop yields by up to 50%. New variations in light-harvesting proteins + have been identified that could lead to crops that grow quicker and with less + resource input.\n\n5. **Plant Communication**: Studies have shown that plants + can communicate with each other through root exudates and volatile organic compounds. + This research is leading to better understanding of plant ecology and could + have implications for agriculture practices and pest control.\n\n6. **Soil Microbiomes + and Plant Health**: Recent findings highlight the importance of soil microbiomes + in promoting plant health and growth. The use of beneficial microbial inoculants + is becoming a popular strategy to enhance nutrient uptake and improve plant + resilience.\n\n7. **Sustainable Pest Management**: Innovative pest management + strategies utilizing plant-based repellents are on the rise. This involves selecting + and cultivating plants that naturally deter pests, minimizing the need for chemical + pesticides and enhancing biodiversity.\n\n8. **Urban Forests as Carbon Sinks**: + Urban greening initiatives are increasingly focusing on planting trees and shrubs + in cities to capture carbon dioxide, improve air quality, and promote biodiversity. + These efforts are being recognized for their role in mitigating urban heat and + climate change impacts.\n\n9. **Phytoremediation**: Research into using specific + plants for soil and water remediation has gained traction. Some plants can absorb + heavy metals and toxins, offering a sustainable solution for cleaning contaminated + environments.\n\n10. **Biophilic Design in Architecture**: There is a growing + trend in incorporating plants into architectural designs, employing biophilic + principles to enhance urban ecosystems. This includes the integration of green + roofs and living walls, which provide aesthetic benefits while improving air + quality and biodiversity.\n\n\nTry again, making sure to address the validation + error.\n\nBegin! 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DOI: 10.1016/j.jre.2025.01.005).\n\n2. + **CRISPR in Plant Breeding**: The adoption of CRISPR technology has resulted + in significant progress in the breeding of disease-resistant and drought-tolerant + crops, such as rice and wheat, ensuring better resilience against climate change + impacts (Source: Smith, J. et al., 2025. *Plant Biotechnology Journal*. DOI: + 10.1111/pbi.13456).\n\n3. **Innovations in Vertical Farming**: Vertical farming + now incorporates advanced hydroponics and aeroponics, enhancing efficiency and + speed in plant growth while conserving water and reducing pesticide usage (Source: + Johnson, R. & Lee, K., 2025. *Agricultural Systems*. DOI: 10.1016/j.agsy.2025.02.006).\n\n4. + **Enhancing Photosynthesis**: Research has identified new variations in light-harvesting + proteins aimed at increasing the photosynthesis process in plants, with potential + yield increases of up to 50% in staple crops (Source: Patel, A. & Cheng, M., + 2025. *New Phytologist*. DOI: 10.1111/nph.17475).\n\n5. **Plant Communication + Mechanisms**: Studies demonstrate that plants communicate with neighboring counterparts + through root exudates and volatile organic compounds, providing insights into + plant ecology and influencing future agricultural practices (Source: Wang, X. + et al., 2025. *Ecology Letters*. DOI: 10.1111/ele.13478).\n\n6. **Impact of + Soil Microbiomes**: Recent research emphasizes how soil microbiomes are crucial + for plant health, with microbial inoculants becoming popular in enhancing nutrient + uptake and promoting plant resilience to environmental stresses (Source: Lopez, + F. et al., 2025. *Soil Biology and Biochemistry*. DOI: 10.1016/j.soilbio.2025.03.009).\n\n7. + **Sustainable Pest Management Research**: Innovative strategies utilizing plant-based + repellents are gaining traction, focusing on cultivating companion plants that + naturally deter pests, thereby decreasing reliance on chemical pesticides (Source: + Morris, T. & Gray, S., 2025. *Pest Management Science*. DOI: 10.1002/ps.6543).\n\n8. + **Urban Forests as Carbon Sinks**: Urban greening initiatives are increasingly + promoting the planting of trees and shrubs, recognizing their role in carbon + capture, air quality improvement, and biodiversity enhancement amidst urbanization + (Source: Thompson, L. et al., 2025. *Urban Forestry & Urban Greening*. 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You''re known for your + ability to turn complex data into clear and concise reports, making it easy + for others to understand and act on the information you provide.\n\nYour personal + goal is: Create detailed reports based on plants data analysis and research + findings\n\nTo give my best complete final answer to the task respond using + the exact following format:\n\nThought: I now can give a great answer\nFinal + Answer: Your final answer must be the great and the most complete as possible, + it must be outcome described.\n\nI MUST use these formats, my job depends on + it!"}, {"role": "user", "content": "\nCurrent Task: Review the context you got + and expand each topic into a full section for a report. Make sure the report + is detailed and contains any and all relevant information.\n\n\nThis is the + expected criteria for your final answer: A fully fledge reports with the mains + topics, each with a full section of information. Formatted as markdown without + ''```''\n\nyou MUST return the actual complete content as the final answer, + not a summary.\n\nThis is the context you''re working with:\n1. **Plant-Based + Biofuels Advancements**: Recent genetic engineering developments enable the + cultivation of specialized strains of switchgrass and algae to produce higher + biofuel yields, thereby reducing reliance on fossil fuels (Source: Zhang, L. + et al., 2025. *Journal of Renewable Energy*. DOI: 10.1016/j.jre.2025.01.005).\n\n2. + **CRISPR in Plant Breeding**: The adoption of CRISPR technology has resulted + in significant progress in the breeding of disease-resistant and drought-tolerant + crops, such as rice and wheat, ensuring better resilience against climate change + impacts (Source: Smith, J. et al., 2025. *Plant Biotechnology Journal*. DOI: + 10.1111/pbi.13456).\n\n3. **Innovations in Vertical Farming**: Vertical farming + now incorporates advanced hydroponics and aeroponics, enhancing efficiency and + speed in plant growth while conserving water and reducing pesticide usage (Source: + Johnson, R. & Lee, K., 2025. *Agricultural Systems*. DOI: 10.1016/j.agsy.2025.02.006).\n\n4. + **Enhancing Photosynthesis**: Research has identified new variations in light-harvesting + proteins aimed at increasing the photosynthesis process in plants, with potential + yield increases of up to 50% in staple crops (Source: Patel, A. & Cheng, M., + 2025. *New Phytologist*. DOI: 10.1111/nph.17475).\n\n5. **Plant Communication + Mechanisms**: Studies demonstrate that plants communicate with neighboring counterparts + through root exudates and volatile organic compounds, providing insights into + plant ecology and influencing future agricultural practices (Source: Wang, X. + et al., 2025. *Ecology Letters*. DOI: 10.1111/ele.13478).\n\n6. **Impact of + Soil Microbiomes**: Recent research emphasizes how soil microbiomes are crucial + for plant health, with microbial inoculants becoming popular in enhancing nutrient + uptake and promoting plant resilience to environmental stresses (Source: Lopez, + F. et al., 2025. *Soil Biology and Biochemistry*. DOI: 10.1016/j.soilbio.2025.03.009).\n\n7. + **Sustainable Pest Management Research**: Innovative strategies utilizing plant-based + repellents are gaining traction, focusing on cultivating companion plants that + naturally deter pests, thereby decreasing reliance on chemical pesticides (Source: + Morris, T. & Gray, S., 2025. *Pest Management Science*. DOI: 10.1002/ps.6543).\n\n8. + **Urban Forests as Carbon Sinks**: Urban greening initiatives are increasingly + promoting the planting of trees and shrubs, recognizing their role in carbon + capture, air quality improvement, and biodiversity enhancement amidst urbanization + (Source: Thompson, L. et al., 2025. *Urban Forestry & Urban Greening*. DOI: + 10.1016/j.ufug.2025.04.012).\n\n9. **Phytoremediation for Environmental Cleanup**: + Research into using specific plant species for phytoremediation is expanding, + as certain plants show the capacity to absorb heavy metals and toxins, offering + sustainable methods for soil and water cleanup (Source: Taylor, M. & Wong, H., + 2025. *Environmental Science & Technology*. DOI: 10.1021/acs.est.5b01234).\n\n10. + **Biophilic Architectural Designs**: A growing trend is the integration of plants + in architectural designs, using biophilic concepts to create green roofs and + living walls that enhance urban ecosystems, improve air quality, and promote + biodiversity (Source: Green, C. & Black, R., 2025. *Journal of Urban Design*. + DOI: 10.1080/13574809.2025.101001).\n\nBegin! 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ma=86400 + cf-cache-status: + - DYNAMIC + openai-organization: + - crewai-iuxna1 + openai-processing-ms: + - '610' + openai-version: + - '2020-10-01' + strict-transport-security: + - max-age=31536000; includeSubDomains; preload + x-ratelimit-limit-requests: + - '30000' + x-ratelimit-limit-tokens: + - '150000000' + x-ratelimit-remaining-requests: + - '29999' + x-ratelimit-remaining-tokens: + - '149999631' + x-ratelimit-reset-requests: + - 2ms + x-ratelimit-reset-tokens: + - 0s + x-request-id: + - req_c136835c16be6bc1e4d820f239c4b620 + status: + code: 200 + message: OK +version: 1 diff --git a/tests/config/tasks.yaml b/tests/config/tasks.yaml index 41f545780..a90a70666 100644 --- a/tests/config/tasks.yaml +++ b/tests/config/tasks.yaml @@ -6,7 +6,7 @@ research_task: expected_output: > A list with 10 bullet points of the most relevant information about {topic} agent: researcher - guardrail: make sure each bullet contains a minimum of 100 words + guardrail: ensure each bullet contains its source reporting_task: description: > diff --git a/tests/project_test.py b/tests/project_test.py index bc27f8b0a..0ca435895 100644 --- a/tests/project_test.py +++ b/tests/project_test.py @@ -143,31 +143,17 @@ def test_agent_function_calling_llm(): ), "agent's function_calling_llm is incorrect" -# VCR could not record the request to localhost from Docker to get it version, so we need to mock the tool. -# TODO: We can remove this mock after some issue such as https://github.com/kevin1024/vcrpy/issues/519 been addressed -@pytest.fixture -def code_interpreter_tool_mock(): - with patch( - "crewai_tools.tools.code_interpreter_tool.code_interpreter_tool.CodeInterpreterTool._run", - return_value="(True, 'good result')", - ): - yield - - -def test_task_guardrail(code_interpreter_tool_mock): +def test_task_guardrail(): crew = InternalCrew() research_task = crew.research_task() - assert ( - research_task.guardrail - == "make sure each bullet contains a minimum of 100 words" - ) + assert research_task.guardrail == "ensure each bullet contains its source" reporting_task = crew.reporting_task() assert reporting_task.guardrail is None @pytest.mark.vcr(filter_headers=["authorization"]) -def test_before_kickoff_modification(code_interpreter_tool_mock): +def test_before_kickoff_modification(): crew = InternalCrew() inputs = {"topic": "LLMs"} result = crew.crew().kickoff(inputs=inputs) @@ -175,7 +161,7 @@ def test_before_kickoff_modification(code_interpreter_tool_mock): @pytest.mark.vcr(filter_headers=["authorization"]) -def test_after_kickoff_modification(code_interpreter_tool_mock): +def test_after_kickoff_modification(): crew = InternalCrew() # Assuming the crew execution returns a dict result = crew.crew().kickoff({"topic": "LLMs"}) @@ -186,14 +172,14 @@ def test_after_kickoff_modification(code_interpreter_tool_mock): @pytest.mark.vcr(filter_headers=["authorization"]) -def test_before_kickoff_with_none_input(code_interpreter_tool_mock): +def test_before_kickoff_with_none_input(): crew = InternalCrew() crew.crew().kickoff(None) # Test should pass without raising exceptions @pytest.mark.vcr(filter_headers=["authorization"]) -def test_multiple_before_after_kickoff(code_interpreter_tool_mock): +def test_multiple_before_after_kickoff(): @CrewBase class MultipleHooksCrew: agents: List[BaseAgent] diff --git a/tests/test_task_guardrails.py b/tests/test_task_guardrails.py index db3faefea..df52e9a93 100644 --- a/tests/test_task_guardrails.py +++ b/tests/test_task_guardrails.py @@ -139,127 +139,32 @@ def sample_agent(): return Agent(role="Test Agent", goal="Test Goal", backstory="Test Backstory") -@pytest.mark.vcr(filter_headers=["authorization"]) -def test_guardrail_using_llm(sample_agent): - task = Task( - description="Test task", - expected_output="Output", - guardrail="Ensure the output is equal to 'good result'", - ) - - with patch( - "crewai.tasks.task_guardrail.TaskGuardrail.__call__", - side_effect=[(False, "bad result"), (True, "good result")], - ) as mock_guardrail: - task.execute_sync(agent=sample_agent) - - assert mock_guardrail.call_count == 2 - - task.guardrail = TaskGuardrail( - description="Ensure the output is equal to 'good result'", - llm=LLM(model="gpt-4o-mini"), - ) - - with patch( - "crewai.tasks.task_guardrail.TaskGuardrail.__call__", - side_effect=[(False, "bad result"), (True, "good result")], - ) as mock_guardrail: - task.execute_sync(agent=sample_agent) - - assert mock_guardrail.call_count == 2 - - @pytest.fixture def task_output(): return TaskOutput( - raw="Test output", + raw=""" + Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry's standard dummy text ever + """, description="Test task", expected_output="Output", agent="Test Agent", ) -def test_task_guardrail_initialization_no_llm(task_output): - """Test TaskGuardrail initialization fails without LLM""" - with pytest.raises(ValueError, match="Provide a valid LLM to the TaskGuardrail"): - TaskGuardrail(description="Test")(task_output) - - -@pytest.fixture -def mock_llm(): - llm = Mock(spec=LLM) - llm.call.return_value = """ -output = 'Sample book data' -if isinstance(output, str): - result = (True, output) -else: - result = (False, 'Invalid output format') -print(result) -""" - return llm - - -@pytest.mark.parametrize( - "tool_run_output", - [ - { - "output": "(True, 'Valid output')", - "expected_result": True, - "expected_output": "Valid output", - }, - { - "output": "(False, 'Invalid output format')", - "expected_result": False, - "expected_output": "Invalid output format", - }, - { - "output": "Something went wrong while running the code, Invalid output format", - "expected_result": False, - "expected_output": "Something went wrong while running the code, Invalid output format", - }, - { - "output": "No result variable found", - "expected_result": False, - "expected_output": "No result variable found", - }, - { - "output": (False, "Invalid output format"), - "expected_result": False, - "expected_output": "Invalid output format", - }, - { - "output": "bla-bla-bla", - "expected_result": False, - "expected_output": "Error parsing result: malformed node or string on line 1", - }, - ], -) -@patch("crewai_tools.CodeInterpreterTool.run") -def test_task_guardrail_execute_code(mock_run, mock_llm, tool_run_output, task_output): - mock_run.return_value = tool_run_output["output"] - - guardrail = TaskGuardrail(description="Test validation", llm=mock_llm) +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_task_guardrail_process_output(task_output): + guardrail = TaskGuardrail(description="Ensure the result has less than 10 words") result = guardrail(task_output) - assert result[0] == tool_run_output["expected_result"] - assert tool_run_output["expected_output"] in result[1] + assert result[0] is False + assert "exceeding the guardrail limit of fewer than" in result[1].lower() -@patch("crewai_tools.CodeInterpreterTool.run") -def test_guardrail_using_additional_instructions(mock_run, mock_llm, task_output): - mock_run.return_value = "(True, 'Valid output')" - additional_instructions = ( - "This is an additional instruction created by the user follow it strictly" - ) - guardrail = TaskGuardrail( - description="Test validation", - llm=mock_llm, - additional_instructions=additional_instructions, - ) + guardrail = TaskGuardrail(description="Ensure the result has less than 500 words") - guardrail(task_output) - - assert additional_instructions in str(mock_llm.call.call_args) + result = guardrail(task_output) + assert result[0] is True + assert result[1] == task_output.raw @pytest.mark.vcr(filter_headers=["authorization"]) @@ -287,26 +192,13 @@ def test_guardrail_emits_events(sample_agent): ) task = Task( - description="Test task", - expected_output="Output", - guardrail="Ensure the output is equal to 'good result'", + description="Gather information about available books on the First World War", + agent=sample_agent, + expected_output="A list of available books on the First World War", + guardrail="Ensure the authors are from Italy", ) - with ( - patch( - "crewai_tools.CodeInterpreterTool.run", - side_effect=[ - "Something went wrong while running the code", - (True, "good result"), - ], - ), - patch( - "crewai.tasks.task_guardrail.TaskGuardrail.generate_code", - return_value="""def guardrail(result: TaskOutput): - return (True, result.raw.upper())""", - ), - ): - task.execute_sync(agent=sample_agent) + result = task.execute_sync(agent=sample_agent) def custom_guardrail(result: TaskOutput): return (True, "good result from callable function") @@ -320,35 +212,26 @@ def test_guardrail_emits_events(sample_agent): task.execute_sync(agent=sample_agent) expected_started_events = [ - { - "guardrail": """def guardrail(result: TaskOutput): - return (True, result.raw.upper())""", - "retry_count": 0, - }, - { - "guardrail": """def guardrail(result: TaskOutput): - return (True, result.raw.upper())""", - "retry_count": 1, - }, + {"guardrail": "Ensure the authors are from Italy", "retry_count": 0}, + {"guardrail": "Ensure the authors are from Italy", "retry_count": 1}, { "guardrail": """def custom_guardrail(result: TaskOutput): return (True, "good result from callable function")""", "retry_count": 0, }, ] + expected_completed_events = [ { "success": False, "result": None, - "error": "Something went wrong while running the code", + "error": "The task result does not comply with the guardrail because none of " + "the listed authors are from Italy. All authors mentioned are from " + "different countries, including Germany, the UK, the USA, and others, " + "which violates the requirement that authors must be Italian.", "retry_count": 0, }, - { - "success": True, - "result": "good result", - "error": None, - "retry_count": 1, - }, + {"success": True, "result": result.raw, "error": None, "retry_count": 1}, { "success": True, "result": "good result from callable function", @@ -360,20 +243,23 @@ def test_guardrail_emits_events(sample_agent): assert completed_guardrail == expected_completed_events -@pytest.mark.parametrize("unsafe_mode", [True, False]) -def test_task_guardrail_force_code_tool_unsafe_mode(mock_llm, task_output, unsafe_mode): - guardrail = TaskGuardrail( - description="Test validation", llm=mock_llm, unsafe_mode=unsafe_mode - ) +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_guardrail_when_an_error_occurs(sample_agent, task_output): with ( patch( - "crewai_tools.CodeInterpreterTool.__init__", return_value=None - ) as mock_init, - patch( - "crewai_tools.CodeInterpreterTool.run", return_value=(True, "Valid output") + "crewai.Agent.kickoff", + side_effect=Exception("Unexpected error"), + ), + pytest.raises( + Exception, + match="Error while validating the task output: Unexpected error", ), ): - result = guardrail(task_output) - - mock_init.assert_called_once_with(code=ANY, unsafe_mode=unsafe_mode) - assert result == (True, "Valid output") + task = Task( + description="Gather information about available books on the First World War", + agent=sample_agent, + expected_output="A list of available books on the First World War", + guardrail="Ensure the authors are from Italy", + max_retries=0, + ) + task.execute_sync(agent=sample_agent)