diff --git a/lib/crewai/src/crewai/lite_agent.py b/lib/crewai/src/crewai/lite_agent.py index 97971d6c3..4314e900e 100644 --- a/lib/crewai/src/crewai/lite_agent.py +++ b/lib/crewai/src/crewai/lite_agent.py @@ -1,6 +1,7 @@ import asyncio from collections.abc import Callable import inspect +import json from typing import ( Any, Literal, @@ -58,7 +59,11 @@ from crewai.utilities.agent_utils import ( process_llm_response, render_text_description_and_args, ) -from crewai.utilities.converter import generate_model_description +from crewai.utilities.converter import ( + Converter, + ConverterError, + generate_model_description, +) from crewai.utilities.guardrail import process_guardrail from crewai.utilities.guardrail_types import GuardrailCallable, GuardrailType from crewai.utilities.i18n import I18N, get_i18n @@ -241,7 +246,11 @@ class LiteAgent(FlowTrackable, BaseModel): """Return the original role for compatibility with tool interfaces.""" return self.role - def kickoff(self, messages: str | list[LLMMessage]) -> LiteAgentOutput: + def kickoff( + self, + messages: str | list[LLMMessage], + response_format: type[BaseModel] | None = None, + ) -> LiteAgentOutput: """ Execute the agent with the given messages. @@ -249,6 +258,8 @@ class LiteAgent(FlowTrackable, BaseModel): messages: Either a string query or a list of message dictionaries. If a string is provided, it will be converted to a user message. If a list is provided, each dict should have 'role' and 'content' keys. + response_format: Optional Pydantic model for structured output. If provided, + overrides self.response_format for this execution. Returns: LiteAgentOutput: The result of the agent execution. @@ -269,9 +280,13 @@ class LiteAgent(FlowTrackable, BaseModel): self.tools_results = [] # Format messages for the LLM - self._messages = self._format_messages(messages) + self._messages = self._format_messages( + messages, response_format=response_format + ) - return self._execute_core(agent_info=agent_info) + return self._execute_core( + agent_info=agent_info, response_format=response_format + ) except Exception as e: self._printer.print( @@ -289,7 +304,9 @@ class LiteAgent(FlowTrackable, BaseModel): ) raise e - def _execute_core(self, agent_info: dict[str, Any]) -> LiteAgentOutput: + def _execute_core( + self, agent_info: dict[str, Any], response_format: type[BaseModel] | None = None + ) -> LiteAgentOutput: # Emit event for agent execution start crewai_event_bus.emit( self, @@ -303,15 +320,29 @@ class LiteAgent(FlowTrackable, BaseModel): # Execute the agent using invoke loop agent_finish = self._invoke_loop() formatted_result: BaseModel | None = None - if self.response_format: + + active_response_format = response_format or self.response_format + if active_response_format: try: - # Cast to BaseModel to ensure type safety - result = self.response_format.model_validate_json(agent_finish.output) + model_schema = generate_model_description(active_response_format) + schema = json.dumps(model_schema, indent=2) + instructions = self.i18n.slice("formatted_task_instructions").format( + output_format=schema + ) + + converter = Converter( + llm=self.llm, + text=agent_finish.output, + model=active_response_format, + instructions=instructions, + ) + + result = converter.to_pydantic() if isinstance(result, BaseModel): formatted_result = result - except Exception as e: + except ConverterError as e: self._printer.print( - content=f"Failed to parse output into response format: {e!s}", + content=f"Failed to parse output into response format after retries: {e.message}", color="yellow", ) @@ -400,8 +431,14 @@ class LiteAgent(FlowTrackable, BaseModel): """ return await asyncio.to_thread(self.kickoff, messages) - def _get_default_system_prompt(self) -> str: - """Get the default system prompt for the agent.""" + def _get_default_system_prompt( + self, response_format: type[BaseModel] | None = None + ) -> str: + """Get the default system prompt for the agent. + + Args: + response_format: Optional response format to use instead of self.response_format + """ base_prompt = "" if self._parsed_tools: # Use the prompt template for agents with tools @@ -422,21 +459,31 @@ class LiteAgent(FlowTrackable, BaseModel): goal=self.goal, ) - # Add response format instructions if specified - if self.response_format: - schema = generate_model_description(self.response_format) + active_response_format = response_format or self.response_format + if active_response_format: + model_description = generate_model_description(active_response_format) + schema_json = json.dumps(model_description, indent=2) base_prompt += self.i18n.slice("lite_agent_response_format").format( - response_format=schema + response_format=schema_json ) return base_prompt - def _format_messages(self, messages: str | list[LLMMessage]) -> list[LLMMessage]: - """Format messages for the LLM.""" + def _format_messages( + self, + messages: str | list[LLMMessage], + response_format: type[BaseModel] | None = None, + ) -> list[LLMMessage]: + """Format messages for the LLM. + + Args: + messages: Input messages to format + response_format: Optional response format to use instead of self.response_format + """ if isinstance(messages, str): messages = [{"role": "user", "content": messages}] - system_prompt = self._get_default_system_prompt() + system_prompt = self._get_default_system_prompt(response_format=response_format) # Add system message at the beginning formatted_messages: list[LLMMessage] = [ @@ -506,6 +553,10 @@ class LiteAgent(FlowTrackable, BaseModel): self._append_message(formatted_answer.text, role="assistant") except OutputParserError as e: # noqa: PERF203 + self._printer.print( + content="Failed to parse LLM output. Retrying...", + color="yellow", + ) formatted_answer = handle_output_parser_exception( e=e, messages=self._messages, diff --git a/lib/crewai/src/crewai/task.py b/lib/crewai/src/crewai/task.py index 36c406156..869419c25 100644 --- a/lib/crewai/src/crewai/task.py +++ b/lib/crewai/src/crewai/task.py @@ -525,7 +525,11 @@ class Task(BaseModel): tools=tools, ) - pydantic_output, json_output = self._export_output(result) + if not self._guardrails and not self._guardrail: + pydantic_output, json_output = self._export_output(result) + else: + pydantic_output, json_output = None, None + task_output = TaskOutput( name=self.name or self.description, description=self.description, diff --git a/lib/crewai/src/crewai/translations/en.json b/lib/crewai/src/crewai/translations/en.json index f9a5414b3..47bec8af2 100644 --- a/lib/crewai/src/crewai/translations/en.json +++ b/lib/crewai/src/crewai/translations/en.json @@ -22,12 +22,12 @@ "summarize_instruction": "Summarize the following text, make sure to include all the important information: {group}", "summary": "This is a summary of our conversation so far:\n{merged_summary}", "manager_request": "Your best answer to your coworker asking you this, accounting for the context shared.", - "formatted_task_instructions": "Ensure your final answer contains only the content in the following format: {output_format}\n\nEnsure the final output does not include any code block markers like ```json or ```python.", + "formatted_task_instructions": "Ensure your final answer strictly adheres to the following OpenAPI schema: {output_format}\n\nDo not include the OpenAPI schema in the final output. Ensure the final output does not include any code block markers like ```json or ```python.", "conversation_history_instruction": "You are a member of a crew collaborating to achieve a common goal. Your task is a specific action that contributes to this larger objective. For additional context, please review the conversation history between you and the user that led to the initiation of this crew. Use any relevant information or feedback from the conversation to inform your task execution and ensure your response aligns with both the immediate task and the crew's overall goals.", "feedback_instructions": "User feedback: {feedback}\nInstructions: Use this feedback to enhance the next output iteration.\nNote: Do not respond or add commentary.", "lite_agent_system_prompt_with_tools": "You are {role}. {backstory}\nYour personal goal is: {goal}\n\nYou ONLY have access to the following tools, and should NEVER make up tools that are not listed here:\n\n{tools}\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: you should always think about what to do\nAction: the action to take, only one name of [{tool_names}], just the name, exactly as it's written.\nAction Input: the input to the action, just a simple JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce all necessary information is gathered, return the following format:\n\n```\nThought: I now know the final answer\nFinal Answer: the final answer to the original input question\n```", "lite_agent_system_prompt_without_tools": "You are {role}. {backstory}\nYour personal goal is: {goal}\n\nTo give my best complete final answer to the task respond using the exact following format:\n\nThought: I now can give a great answer\nFinal Answer: Your final answer must be the great and the most complete as possible, it must be outcome described.\n\nI MUST use these formats, my job depends on it!", - "lite_agent_response_format": "\nIMPORTANT: Your final answer MUST contain all the information requested in the following format: {response_format}\n\nIMPORTANT: Ensure the final output does not include any code block markers like ```json or ```python.", + "lite_agent_response_format": "Ensure your final answer strictly adheres to the following OpenAPI schema: {response_format}\n\nDo not include the OpenAPI schema in the final output. Ensure the final output does not include any code block markers like ```json or ```python.", "knowledge_search_query": "The original query is: {task_prompt}.", "knowledge_search_query_system_prompt": "Your goal is to rewrite the user query so that it is optimized for retrieval from a vector database. Consider how the query will be used to find relevant documents, and aim to make it more specific and context-aware. \n\n Do not include any other text than the rewritten query, especially any preamble or postamble and only add expected output format if its relevant to the rewritten query. \n\n Focus on the key words of the intended task and to retrieve the most relevant information. \n\n There will be some extra context provided that might need to be removed such as expected_output formats structured_outputs and other instructions." }, diff --git a/lib/crewai/src/crewai/utilities/converter.py b/lib/crewai/src/crewai/utilities/converter.py index a628225d7..0a42a467e 100644 --- a/lib/crewai/src/crewai/utilities/converter.py +++ b/lib/crewai/src/crewai/utilities/converter.py @@ -10,9 +10,9 @@ from pydantic import BaseModel, ValidationError from typing_extensions import Unpack from crewai.agents.agent_builder.utilities.base_output_converter import OutputConverter +from crewai.utilities.i18n import get_i18n from crewai.utilities.internal_instructor import InternalInstructor from crewai.utilities.printer import Printer -from crewai.utilities.pydantic_schema_parser import PydanticSchemaParser if TYPE_CHECKING: @@ -22,6 +22,7 @@ if TYPE_CHECKING: from crewai.llms.base_llm import BaseLLM _JSON_PATTERN: Final[re.Pattern[str]] = re.compile(r"({.*})", re.DOTALL) +_I18N = get_i18n() class ConverterError(Exception): @@ -87,8 +88,7 @@ class Converter(OutputConverter): result = self.model.model_validate(result) elif isinstance(result, str): try: - parsed = json.loads(result) - result = self.model.model_validate(parsed) + result = self.model.model_validate_json(result) except Exception as parse_err: raise ConverterError( f"Failed to convert partial JSON result into Pydantic: {parse_err}" @@ -172,6 +172,16 @@ def convert_to_model( model = output_pydantic or output_json if model is None: return result + + if converter_cls: + return convert_with_instructions( + result=result, + model=model, + is_json_output=bool(output_json), + agent=agent, + converter_cls=converter_cls, + ) + try: escaped_result = json.dumps(json.loads(result, strict=False)) return validate_model( @@ -251,7 +261,7 @@ def handle_partial_json( except json.JSONDecodeError: pass except ValidationError: - pass + raise except Exception as e: Printer().print( content=f"Unexpected error during partial JSON handling: {type(e).__name__}: {e}. Attempting alternative conversion method.", @@ -335,25 +345,26 @@ def get_conversion_instructions( Returns: """ - instructions = "Please convert the following text into valid JSON." + instructions = "" if ( llm and not isinstance(llm, str) and hasattr(llm, "supports_function_calling") and llm.supports_function_calling() ): - model_schema = PydanticSchemaParser(model=model).get_schema() - instructions += ( - f"\n\nOutput ONLY the valid JSON and nothing else.\n\n" - f"Use this format exactly:\n```json\n{model_schema}\n```" + schema_dict = generate_model_description(model) + schema = json.dumps(schema_dict, indent=2) + formatted_task_instructions = _I18N.slice("formatted_task_instructions").format( + output_format=schema ) + instructions += formatted_task_instructions else: model_description = generate_model_description(model) - schema_json = json.dumps(model_description["json_schema"]["schema"], indent=2) - instructions += ( - f"\n\nOutput ONLY the valid JSON and nothing else.\n\n" - f"Use this format exactly:\n```json\n{schema_json}\n```" + schema_json = json.dumps(model_description, indent=2) + formatted_task_instructions = _I18N.slice("formatted_task_instructions").format( + output_format=schema_json ) + instructions += formatted_task_instructions return instructions diff --git a/lib/crewai/tests/agents/test_lite_agent.py b/lib/crewai/tests/agents/test_lite_agent.py index 9e7df6aa5..0c6b00c23 100644 --- a/lib/crewai/tests/agents/test_lite_agent.py +++ b/lib/crewai/tests/agents/test_lite_agent.py @@ -382,8 +382,8 @@ def test_guardrail_is_called_using_string(): assert not guardrail_events["completed"][0].success assert guardrail_events["completed"][1].success assert ( - 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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. 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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 output violates + the guardrail because it lacks the required sources or references for each bullet + point as mandated.\\n\\n\\n### Previous result:\\n1. **Electric Bicycles (E-bikes) + Continues Massive Growth**: In 2025, e-bikes remain the fastest-growing segment + in the bicycle market globally. Advances in battery technology, such as solid-state + batteries, provide longer range, faster charging, and increased safety, making + e-bikes more accessible and practical for urban commuting and leisure.\\n\\n2. + **Integration of Smart Technology**: Modern bicycles are increasingly equipped + with smart features, including GPS tracking, integrated displays, real-time + performance analytics, and connectivity to smartphones and IoT devices to enhance + rider experience, safety, and security.\\n\\n3. **Sustainability and Eco-friendly + Materials**: Bicycle manufacturers are focusing on sustainability by using recycled + metals, bio-based composites, and vegan leather alternatives for saddles and + grips. Bamboo bikes have seen a resurgence for their strength, light weight, + and environmental friendliness.\\n\\n4. **Rise of Cargo Bicycles**: With growing + urbanization and logistical challenges, cargo bikes\u2014especially electric + cargo bikes\u2014are gaining popularity for last-mile delivery services, family + transportation, and eco-friendly alternatives to small vehicles in cities.\\n\\n5. + **Adaptive Bicycles for Accessibility**: Advances have been made in bicycles + designed for people with disabilities, including handcycles, recumbent trikes, + and customizable adaptive cycles, supported by better ergonomic design and assistive + technologies.\\n\\n6. **Enhanced Safety Features**: Innovations like automatic + lights powered by kinetic energy, collision detection systems, and smart helmets + with augmented reality displays and crash sensors are becoming more common to + improve rider safety.\\n\\n7. **Gravel and Adventure Bicycling Boom**: Gravel + bikes, designed to handle mixed terrains, continue to grow in popularity among + cycling enthusiasts seeking versatility and adventure, supported by innovative + tire technology and durable frame materials.\\n\\n8. **Urban Bike Share Programs + Expansion**: In 2025, many cities worldwide have expanded their public bike-share + programs incorporating electric and smart bikes, integrated payment systems, + and real-time availability data to encourage sustainable urban mobility.\\n\\n9. + **Lightweight and Aerodynamic Designs**: Using carbon fiber and other advanced + composites, bicycles are becoming lighter and more aerodynamic, benefiting competitive + racing and recreational riders who prioritize speed and efficiency.\\n\\n10. + **Regulatory Developments Supporting Cycling Infrastructure**: Governments in + multiple countries have increased investments into cycling infrastructure (dedicated + lanes, parking, and charging stations for e-bikes) and updated regulations to + encourage cycling, improve safety, and reduce carbon emissions in urban transport.\\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!Ensure your final answer strictly adheres to the following OpenAPI schema: + {\\n \\\"type\\\": \\\"json_schema\\\",\\n \\\"json_schema\\\": {\\n \\\"name\\\": + \\\"LLMGuardrailResult\\\",\\n \\\"strict\\\": true,\\n \\\"schema\\\": + {\\n \\\"properties\\\": {\\n \\\"valid\\\": {\\n \\\"description\\\": + \\\"Whether the task output complies with the guardrail\\\",\\n \\\"title\\\": + \\\"Valid\\\",\\n \\\"type\\\": \\\"boolean\\\"\\n },\\n \\\"feedback\\\": + {\\n \\\"anyOf\\\": [\\n {\\n \\\"type\\\": + \\\"string\\\"\\n },\\n {\\n \\\"type\\\": + \\\"null\\\"\\n }\\n ],\\n \\\"default\\\": null,\\n + \ \\\"description\\\": \\\"A feedback about the task output if it is + not valid\\\",\\n \\\"title\\\": \\\"Feedback\\\"\\n }\\n },\\n + \ \\\"required\\\": [\\n \\\"valid\\\",\\n \\\"feedback\\\"\\n + \ ],\\n \\\"title\\\": \\\"LLMGuardrailResult\\\",\\n \\\"type\\\": + \\\"object\\\",\\n \\\"additionalProperties\\\": false\\n }\\n }\\n}\\n\\nDo + not include the OpenAPI schema in the final output. Ensure the final output + does not include any code block markers like ```json or ```python.\"},{\"role\":\"user\",\"content\":\"\\n + \ Ensure the following task result complies with the given guardrail.\\n\\n + \ Task result:\\n 1. **Electric Bike Market Expansion and Solid-State + Battery Advances** \\n According to the 2025 Global E-bike Market Report + by the International Energy Agency (IEA), the electric bicycle segment continues + to lead bicycle sales globally with a projected annual growth rate of over 12%. + This surge is driven by breakthroughs in solid-state battery technology, which + offers longer ride range (up to 150 km per charge), faster recharge times (under + 30 minutes), and enhanced safety compared to lithium-ion cells (Source: IEA, + 2025).\\n\\n2. **Smart Bicycle Integration with IoT and AI** \\n A 2025 study + published in the Journal of Smart Transportation highlights the widespread adoption + of IoT-enabled bicycles featuring GPS anti-theft, AI-powered route optimization, + integrated biometric sensors for health monitoring, and smartphone connectivity. + These features improve rider safety, navigation accuracy, and personalized riding + experiences (Source: Journal of Smart Transportation, March 2025).\\n\\n3. **Sustainable + Bicycle Manufacturing Using Recycled and Bio-based Materials** \\n The Bicycle + Industry Sustainability Report 2025 by the Global Cycling Federation (GCF) reveals + that over 40% of new bicycle frames now incorporate recycled aluminum, bio-based + composites from plant fibers, or sustainably sourced bamboo. Vegan leather alternatives + for grips and saddles are also increasingly used, reducing the environmental + footprint of bicycle production (Source: GCF Sustainability Report, 2025).\\n\\n4. + **Growth of E-Cargo Bikes for Urban Logistics** \\n A 2025 white paper from + Urban Mobility Solutions highlights that electric cargo bikes account for 20% + of commercial deliveries in major European and North American cities. Their + popularity is attributed to reduced emissions, lower operating costs, and ease + of maneuvering in congested urban areas (Source: Urban Mobility Solutions, 2025).\\n\\n5. + **Adaptive Bicycles Enhancing Mobility for Disabled Riders** \\n The Assistive + Cycling Technologies Consortium\u2019s 2025 annual review documents advances + such as modular handcycles with electric assist, customized recumbent trikes + with adjustable ergonomics, and sensor-based balance aids, improving cycling + accessibility for riders with disabilities worldwide (Source: Assistive Cycling + Technologies Consortium, 2025).\\n\\n6. **Advanced Safety Systems: Collision + Detection and Smart Helmets** \\n A 2025 report from the Institute of Transportation + Safety presents the rise of bicycles fitted with radar-based collision detection + systems and smart helmets equipped with AR displays, emergency crash sensors, + and integrated communication devices, significantly reducing accident severity + and response times (Source: Institute of Transportation Safety, 2025).\\n\\n7. + **Popularity of Gravel Bikes Driven by Multi-Terrain Versatility** \\n According + to Cycling Trends Quarterly (Q1 2025), gravel bikes have surged in demand, with + top manufacturers improving tire tread innovations and frames using carbon-cobalt + composites to balance durability and lightness, catering to riders seeking adventure + beyond paved roads (Source: Cycling Trends Quarterly, 2025).\\n\\n8. **Expansion + and Technological Enhancements in Urban Bike Share Programs** \\n Data from + the World Urban Cycling Council 2025 indicates that over 150 cities have upgraded + bike-share fleets to include electric and smart bikes with integrated QR code + payments and real-time availability tracking apps, promoting sustainable, accessible + urban transportation (Source: World Urban Cycling Council, 2025).\\n\\n9. **Continued + Innovation in Lightweight Carbon and Composite Frames** \\n The 2025 Bicycle + Materials Symposium reports that advanced CAD and AI-assisted design paired + with new aerospace-grade carbon composites have reduced frame weights by up + to 15% compared to 2020 models, aiding both competitive racing and leisure cycling + by enhancing speed and ride efficiency (Source: Bicycle Materials Symposium + Proceedings, 2025).\\n\\n10. **Government Investment in Cycling Infrastructure + and Supportive Policy Changes** \\n According to the 2025 Global Transport + Policy Review by the United Nations, more than 60 countries have increased budget + allocations for cycling infrastructure, including expanded cycle lanes, secure + parking, and e-bike charging stations. 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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 - 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. 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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 response indicates that the task result failed to comply + with the guardrail due to the absence of sources or references in the bullet + points. This feedback is clear and correctly identifies the issue.\n\n\n### + Previous result:\n1. **E-Bikes Dominance and Innovation**: In 2025, electric + bicycles (e-bikes) continue to dominate global bicycle sales, with significant + advancements in battery technology, yielding longer range (up to 150 miles on + a single charge) and quicker charging times (under one hour). Companies are + integrating smart battery management systems for efficiency and safety.\n\n2. + **Smart Bicycle Integration**: Modern bicycles are increasingly equipped with + IoT (Internet of Things) capabilities, including GPS tracking, theft prevention + alerts, real-time performance analytics, and integration with health apps to + monitor rider biometrics like heart rate and calorie burn.\n\n3. **Sustainable + Materials and Manufacturing**: A rising trend in 2025 is the use of sustainable + materials such as recycled aluminum, bamboo, and bioplastics in bicycle frames + and components, aimed at reducing the carbon footprint of bike manufacturing + and making bicycles greener.\n\n4. **Urban Mobility and Bike Sharing Expansion**: + Bicycle-sharing programs and dockless e-bike sharing schemes have expanded dramatically + worldwide in 2025, supported by improvements in user accessibility apps and + robust fleets that include cargo and tandem bikes to cover diverse urban commuter + needs.\n\n5. **Advanced Safety Features**: New safety technologies are now standard + in many new bicycles, including integrated front and rear cameras, adaptive + LED lighting with automatic brightness adjustment, and collision detection systems + that alert riders and nearby vehicles.\n\n6. **Customization and Modular Designs**: + Customizable bikes with modular components allow riders to easily swap parts + such as wheels, seats, or motor systems to suit different terrains or riding + styles, a feature that is becoming popular for both recreational and professional + riders.\n\n7. **Performance Enhancements in Racing Bikes**: Racing bicycles + in 2025 have adopted ultra-lightweight carbon fiber composites combined with + aerodynamic optimization supported by AI-driven design software to improve speed + and rider efficiency, alongside integrated telemetry for race strategy.\n\n8. + **Health and Fitness Integration**: Bicycles are now integral tools for health + and fitness, with built-in sensors and apps designed to provide feedback on + riding posture, power output, and suggested workout regimes, turning cycling + into a highly data-driven fitness activity.\n\n9. **Growth in Cargo and Utility + Bikes**: There is a significant increase in the use of cargo bikes powered by + electric assist motors, which serve small businesses and urban families for + deliveries and household transportation, reflecting a shift in urban logistics + toward sustainable last-mile solutions.\n\n10. **Legislation and Infrastructure + Support**: Many cities worldwide have introduced enhanced bicycle infrastructure, + such as expanded protected bike lanes, smart traffic signals prioritizing cyclists, + and e-bike friendly transit policies. Additionally, governments are incentivizing + bicycle purchases through subsidies and tax credits to promote eco-friendly + transport.\n\nThese points encapsulate the cutting-edge developments and trends + shaping the bicycle industry and culture as of 2025.\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!Ensure your final answer strictly adheres to the following OpenAPI schema: + {\\n \\\"type\\\": \\\"json_schema\\\",\\n \\\"json_schema\\\": {\\n \\\"name\\\": + \\\"LLMGuardrailResult\\\",\\n \\\"strict\\\": true,\\n \\\"schema\\\": + {\\n \\\"properties\\\": {\\n \\\"valid\\\": {\\n \\\"description\\\": + \\\"Whether the task output complies with the guardrail\\\",\\n \\\"title\\\": + \\\"Valid\\\",\\n \\\"type\\\": \\\"boolean\\\"\\n },\\n \\\"feedback\\\": + {\\n \\\"anyOf\\\": [\\n {\\n \\\"type\\\": + \\\"string\\\"\\n },\\n {\\n \\\"type\\\": + \\\"null\\\"\\n }\\n ],\\n \\\"default\\\": null,\\n + \ \\\"description\\\": \\\"A feedback about the task output if it is + not valid\\\",\\n \\\"title\\\": \\\"Feedback\\\"\\n }\\n },\\n + \ \\\"required\\\": [\\n \\\"valid\\\",\\n \\\"feedback\\\"\\n + \ ],\\n \\\"title\\\": \\\"LLMGuardrailResult\\\",\\n \\\"type\\\": + \\\"object\\\",\\n \\\"additionalProperties\\\": false\\n }\\n }\\n}\\n\\nDo + not include the OpenAPI schema in the final output. Ensure the final output + does not include any code block markers like ```json or ```python.\"},{\"role\":\"user\",\"content\":\"\\n + \ Ensure the following task result complies with the given guardrail.\\n\\n + \ Task result:\\n 1. **E-Bikes Innovation Leading the Market**: + As of 2025, electric bicycles dominate global bicycle sales, with significant + advancements in battery technology leading to ranges up to 150 miles per charge + and charging times reduced to under one hour. Key industry leaders like Bosch + and Shimano have introduced smart battery management systems improving energy + efficiency and safety (Sources: Bosch Mobility Reports 2025, Shimano Press Release + 2025).\\n\\n2. **Integration of IoT and Smart Features**: Modern bicycles increasingly + feature IoT capabilities such as GPS tracking, real-time performance analytics, + and theft prevention via mobile app notifications. Brands like VanMoof and Cowboy + have integrated biometric sensors monitoring heart rate and calories burned, + enabling comprehensive rider health tracking (Sources: VanMoof 2025 Annual Review, + Cowboy Tech Brief 2025).\\n\\n3. **Sustainable Materials in Production**: There + is a growing trend towards eco-friendly bicycle manufacturing using recycled + aluminum, bamboo composites, and bioplastics. Companies such as Priority Bicycles + and Pure Cycles emphasize reducing carbon footprints through transparency in + sourcing and lifecycle impact (Sources: Priority Bicycles Sustainability Report + 2025, Pure Cycles Green Manufacturing Initiative).\\n\\n4. **Expansion of Urban + Bike-Sharing Systems**: Cities worldwide have expanded dockless and e-bike sharing + schemes, boosting urban mobility. Companies like Lime, Mobike, and Ofo have + introduced fleets including cargo and tandem bicycles catering to varying commuter + needs, facilitated by improved user apps and real-time fleet management (Sources: + Lime Urban Mobility Report 2025, Mobike Global Expansion Analysis).\\n\\n5. + **Advanced Safety Equipment**: Standard safety features in 2025 bicycles include + integrated front and rear cameras, adaptive LED lights with automatic brightness + control, and collision detection systems alerting both riders and surrounding + vehicles. Notable implementations come from brands like Garmin and Lumos (Sources: + Garmin Bike Safety Features Release 2025, Lumos Smart Helmets Technical Specifications).\\n\\n6. + **Customization and Modular Bike Designs**: Modular frames and interchangeable + parts have become popular, allowing riders to customize their bikes for different + terrains or activities without purchasing new bicycles. Companies like Urwahn + and Tern promote modular versatility appealing to both urban and trail riders + (Sources: Urwahn Modular Frame Whitepaper 2025, Tern Bicycle Modular Design + Overview).\\n\\n7. **Cutting-Edge Racing Bikes with AI Design**: Professional + racing bikes utilize ultra-light carbon fiber composites and aerodynamic designs + optimized via AI-driven software, improving speed and energy efficiency. Integrated + telemetry systems provide real-time data to support race strategies. Leading + brands include Specialized and Trek (Sources: Specialized S-Works Innovation + Report 2025, Trek Race Tech Insights 2025).\\n\\n8. **Health and Fitness Integration + with Cycling Tech**: Modern bicycles are embedded with sensors that monitor + posture, power output, and suggest personalized workout plans through linked + apps. Peloton and Wahoo Fitness are at the forefront of integrating these capabilities + to transform cycling into a data-driven fitness experience (Sources: Peloton + Bike+ 2025 Product Guide, Wahoo Fitness Cycling Data Study).\\n\\n9. **Rise + of Cargo and Utility E-Bikes for Urban Logistics**: The use of cargo e-bikes + has surged for small business deliveries and family transport in urban areas, + promoted by companies such as Rad Power Bikes and Urban Arrow, offering electric + assist for heavy loads and longer distances (Sources: Rad Power Bikes Market + Report 2025, Urban Arrow Product Catalog 2025).\\n\\n10. **Government Policies + and Infrastructure Fostering Cycling**: In 2025, many governments have enacted + policies offering subsidies and tax credits for electric bicycle purchases. + Urban infrastructure investments include extensive protected bike lanes and + smart traffic signals prioritizing cyclists, evident in cities like Copenhagen + and Amsterdam (Sources: Danish Government Transport Policy 2025, Amsterdam Cycling + Infrastructure Report 2025).\\n\\nThese detailed, sourced points comprehensively + capture the state-of-the-art developments, sustainability efforts, technological + advancements, and policy frameworks shaping the bicycle industry and culture + in 2025.\\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-4.1-mini\"}" + headers: + accept: + - application/json + accept-encoding: + - gzip, deflate, zstd + connection: + - keep-alive + content-length: + - '6729' + content-type: + - application/json + cookie: + - __cf_bm=REDACTED; 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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 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. **E-Bikes Innovation Leading the Market**: + As of 2025, electric bicycles dominate global bicycle sales, with significant + advancements in battery technology leading to ranges up to 150 miles per charge + and charging times reduced to under one hour. Key industry leaders like Bosch + and Shimano have introduced smart battery management systems improving energy + efficiency and safety (Sources: Bosch Mobility Reports 2025, Shimano Press Release + 2025).\n\n2. **Integration of IoT and Smart Features**: Modern bicycles increasingly + feature IoT capabilities such as GPS tracking, real-time performance analytics, + and theft prevention via mobile app notifications. Brands like VanMoof and Cowboy + have integrated biometric sensors monitoring heart rate and calories burned, + enabling comprehensive rider health tracking (Sources: VanMoof 2025 Annual Review, + Cowboy Tech Brief 2025).\n\n3. **Sustainable Materials in Production**: There + is a growing trend towards eco-friendly bicycle manufacturing using recycled + aluminum, bamboo composites, and bioplastics. Companies such as Priority Bicycles + and Pure Cycles emphasize reducing carbon footprints through transparency in + sourcing and lifecycle impact (Sources: Priority Bicycles Sustainability Report + 2025, Pure Cycles Green Manufacturing Initiative).\n\n4. **Expansion of Urban + Bike-Sharing Systems**: Cities worldwide have expanded dockless and e-bike sharing + schemes, boosting urban mobility. 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Companies like Urwahn + and Tern promote modular versatility appealing to both urban and trail riders + (Sources: Urwahn Modular Frame Whitepaper 2025, Tern Bicycle Modular Design + Overview).\n\n7. **Cutting-Edge Racing Bikes with AI Design**: Professional + racing bikes utilize ultra-light carbon fiber composites and aerodynamic designs + optimized via AI-driven software, improving speed and energy efficiency. Integrated + telemetry systems provide real-time data to support race strategies. Leading + brands include Specialized and Trek (Sources: Specialized S-Works Innovation + Report 2025, Trek Race Tech Insights 2025).\n\n8. **Health and Fitness Integration + with Cycling Tech**: Modern bicycles are embedded with sensors that monitor + posture, power output, and suggest personalized workout plans through linked + apps. 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Urban infrastructure + investments include extensive protected bike lanes and smart traffic signals + prioritizing cyclists, evident in cities like Copenhagen and Amsterdam (Sources: + Danish Government Transport Policy 2025, Amsterdam Cycling Infrastructure Report + 2025).\n\nThese detailed, sourced points comprehensively capture the state-of-the-art + developments, sustainability efforts, technological advancements, and policy + frameworks shaping the bicycle industry and culture in 2025.\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. **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. 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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 output is marked as invalid because it lacks sources + or references accompanying the 10 bullet points of development. Each development + bullet point must include appropriate sources or references for verification, + which are currently missing.\n\n\n### Previous result:\nHere are 10 of the most + relevant and cutting-edge developments in Data Science as of 2025:\n\n1. **Foundation + Models Dominance:** Large foundation models, such as GPT-5 and similar architectures, + have become central to most data science workflows, enabling transfer learning + and multitasking at unprecedented scale and accuracy.\n\n2. **Automated Machine + Learning (AutoML) at Scale:** AutoML platforms now integrate seamlessly with + cloud infrastructures and real-time data sources, allowing businesses to automatically + generate, test, and deploy models with minimal human intervention while maintaining + interpretability.\n\n3. **Explainable AI (XAI) Advances:** Explainability techniques + have matured, with new frameworks combining causal inference and counterfactual + analysis to provide transparent and actionable explanations for deep learning + models even in complex domains like healthcare and finance.\n\n4. **Data Fabric + and Mesh Architectures:** Organizations increasingly adopt data fabric and data + mesh architectures to handle distributed, multi-cloud, and hybrid data environments, + ensuring agility and governance while boosting data democratization for data + science teams.\n\n5. **Synthetic Data Generation:** Synthetic data generation + has become a mainstream approach to address privacy, bias, and scarcity challenges. + Advanced generative models can create high-fidelity, representative datasets + for training and validation without compromising sensitive information.\n\n6. + **Federated and Privacy-Preserving Learning:** With rising data privacy regulations + and concerns, federated learning and privacy-preserving techniques (like homomorphic + encryption and secure multiparty computation) are widely used to collaboratively + train models across decentralized data silos.\n\n7. **Integration of Quantum + Computing:** Quantum machine learning is beginning to show practical breakthroughs + for optimization problems and complex simulations, with hybrid classical-quantum + workflows being piloted in select data science projects.\n\n8. **Real-Time and + Streaming Analytics Expansion:** Real-time AI and analytics capabilities have + been embedded into operational systems, enabling instant insights and decision-making + for industries like manufacturing, finance, and telecommunications.\n\n9. **Cross-Disciplinary + Collaboration:** Data science increasingly operates at the intersection of domain + knowledge, ethics, and regulatory compliance, with multi-disciplinary teams + now standard to ensure models are not only accurate but fair, ethical, and legally + compliant.\n\n10. **Environmental and Energy-Aware AI:** Sustainability concerns + have driven research into more energy-efficient algorithms, hardware accelerators + for AI, and methods to measure and reduce the carbon footprint of data science + workflows and AI training processes.\n\nThese points represent the forefront + of data science as of 2025, capturing both technical innovations and broader + industry trends shaping the field.\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!Ensure your final answer strictly adheres to the following OpenAPI schema: + {\\n \\\"type\\\": \\\"json_schema\\\",\\n \\\"json_schema\\\": {\\n \\\"name\\\": + \\\"LLMGuardrailResult\\\",\\n \\\"strict\\\": true,\\n \\\"schema\\\": + {\\n \\\"properties\\\": {\\n \\\"valid\\\": {\\n \\\"description\\\": + \\\"Whether the task output complies with the guardrail\\\",\\n \\\"title\\\": + \\\"Valid\\\",\\n \\\"type\\\": \\\"boolean\\\"\\n },\\n \\\"feedback\\\": + {\\n \\\"anyOf\\\": [\\n {\\n \\\"type\\\": + \\\"string\\\"\\n },\\n {\\n \\\"type\\\": + \\\"null\\\"\\n }\\n ],\\n \\\"default\\\": null,\\n + \ \\\"description\\\": \\\"A feedback about the task output if it is + not valid\\\",\\n \\\"title\\\": \\\"Feedback\\\"\\n }\\n },\\n + \ \\\"required\\\": [\\n \\\"valid\\\",\\n \\\"feedback\\\"\\n + \ ],\\n \\\"title\\\": \\\"LLMGuardrailResult\\\",\\n \\\"type\\\": + \\\"object\\\",\\n \\\"additionalProperties\\\": false\\n }\\n }\\n}\\n\\nDo + not include the OpenAPI schema in the final output. Ensure the final output + does not include any code block markers like ```json or ```python.\"},{\"role\":\"user\",\"content\":\"\\n + \ Ensure the following task result complies with the given guardrail.\\n\\n + \ Task result:\\n Here are 10 of the most relevant and cutting-edge + developments in Data Science as of 2025, each accompanied by reliable sources + for verification:\\n\\n1. **Foundation Models Dominance:** Large foundation + models, including GPT-5 and similar architectures, have become central to data + science workflows, enabling multitask learning and superior transfer learning + capabilities. They significantly improve performance across NLP, vision, and + multimodal applications. \\n - Source: OpenAI, \\\"Introducing GPT-5,\\\" + OpenAI Blog, 2025. https://openai.com/research/gpt5 \\n - Source: Brown, + T. et al., \\\"Language Models are Few-Shot Learners,\\\" NeurIPS, 2024.\\n\\n2. + **Automated Machine Learning (AutoML) at Scale:** AutoML tools have evolved + to provide scalable end-to-end solutions integrated with cloud platforms (AWS, + Azure, GCP). They enable continuous model testing, tuning, and deployment with + minimal human input, including model explainability features. \\n - Source: + Google Cloud Blog, \\\"AutoML Updates for 2025,\\\" 2025. https://cloud.google.com/blog/topics/ai-machine-learning/automl-2025-updates + \ \\n - Source: He, X. et al., \\\"Scalable AutoML Systems,\\\" KDD 2024.\\n\\n3. + **Explainable AI (XAI) Advances:** Novel XAI frameworks now combine causal inference + and counterfactual reasoning to offer transparent, actionable insights, essential + for compliance in healthcare, finance, and legal domains. \\n - Source: Molnar, + C., \\\"Interpretable Machine Learning,\\\" 2nd Edition, 2024. https://christophm.github.io/interpretable-ml-book/ + \ \\n - Source: Ribeiro, M.T. et al., \\\"Anchors: High-Precision Model-Agnostic + Explanations,\\\" AAAI, 2025.\\n\\n4. **Data Fabric and Mesh Architectures:** + Organizations adopt data fabric and data mesh designs to streamline distributed, + multi-cloud, and hybrid data ecosystems. This improves data access, governance, + and democratization for decentralized data science teams. \\n - Source: Gartner, + \\\"Top Strategic Data and Analytics Trends for 2025,\\\" Dec 2024. https://www.gartner.com/en/documents/strategic-data-and-analytics-trends-2025 + \ \\n - Source: Dehghani, Z. et al., \\\"Data Mesh Principles and Logical + Architecture,\\\" MartinFowler.com, 2024.\\n\\n5. **Synthetic Data Generation:** + Advanced generative models like diffusion models are extensively used to create + high-fidelity synthetic datasets that preserve statistical properties while + protecting privacy and mitigating dataset biases. \\n - Source: NVIDIA Research, + \\\"Synthesizing Training Data with Diffusion Models,\\\" 2025. https://nvlabs.github.io/diffusion-models + \ \\n - Source: Xu, L. et al., \\\"Synthetic Data Generation for Data Science,\\\" + ACM Computing Surveys, 2025.\\n\\n6. **Federated and Privacy-Preserving Learning:** + Increased adoption of federated learning frameworks combined with encryption + schemes such as homomorphic encryption and secure multiparty computation enables + collaborative model training without data centralization, ensuring regulatory + compliance (e.g., GDPR, CCPA). \\n - Source: Google AI Blog, \\\"Federated + Learning at Scale,\\\" 2025. https://ai.googleblog.com/2025/02/federated-learning-at-scale.html + \ \\n - Source: Bonawitz, K. et al., \\\"Practical Secure Aggregation for + Federated Learning,\\\" CCS, 2024.\\n\\n7. **Integration of Quantum Computing:** + Hybrid classical-quantum machine learning workflows are being piloted for combinatorial + optimization and complex simulations, showing promise in shortening solution + times for specific industrial data science problems. \\n - Source: IBM Research, + \\\"Quantum Machine Learning Advances,\\\" 2025. https://research.ibm.com/quantum-ml + \ \\n - Source: Schuld, M. & Petruccione, F., \\\"Quantum Machine Learning,\\\" + Cambridge University Press, 2024.\\n\\n8. **Real-Time and Streaming Analytics + Expansion:** Real-time AI analytics have become integral to operational systems, + enabling instantaneous anomaly detection, predictive maintenance, and personalized + recommendations, especially in finance, telecommunications, and manufacturing. + \ \\n - Source: Apache Flink, \\\"State of Streaming Analytics 2025,\\\" 2025. + https://flink.apache.org/blog/2025/streaming-analytics-trends \\n - Source: + Microsoft Azure Blog, \\\"Real-time AI Pipelines,\\\" 2025.\\n\\n9. **Cross-Disciplinary + Collaboration:** Increasingly, data science teams embed domain experts, ethicists, + and legal advisors to ensure models adhere to ethical standards, fairness, and + legal regulations, addressing issues like bias, privacy, and societal impact. + \ \\n - Source: IEEE, \\\"Ethics in AI and Data Science,\\\" 2025 report. + https://ethicsinaiai.ieee.org/reports/2025 \\n - Source: PWC, \\\"Building + Ethical AI Teams,\\\" 2025.\\n\\n10. **Environmental and Energy-Aware AI:** + Focus on sustainability has led to developing energy-efficient algorithms, specialized + AI accelerators, and carbon footprint tracking tools to reduce the environmental + impact of large-scale model training and inference. \\n - Source: Google + Sustainability, \\\"Towards Carbon-Aware AI,\\\" 2025. https://sustainability.google/projects/ai-carbon-awareness + \ \\n - Source: Strubell, E. et al., \\\"Energy and Policy Considerations + for Deep Learning in NLP,\\\" ACL, 2024.\\n\\nThese developments highlight the + innovative progress shaping Data Science in 2025, supported by multiple authoritative + sources reflecting both research advances and industrial adoption.\\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-4.1-mini\"}" + headers: + accept: + - application/json + accept-encoding: + - gzip, deflate, zstd + connection: + - keep-alive + content-length: + - '7651' + content-type: + - application/json + cookie: + - __cf_bm=REDACTED; 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includeSubDomains; preload + Transfer-Encoding: + - chunked + X-Content-Type-Options: + - nosniff + access-control-expose-headers: + - X-Request-ID + alt-svc: + - h3=":443"; ma=86400 + cf-cache-status: + - DYNAMIC + openai-organization: + - user-hortuttj2f3qtmxyik2zxf4q + openai-processing-ms: + - '292' + openai-project: + - proj_fL4UBWR1CMpAAdgzaSKqsVvA + openai-version: + - '2020-10-01' + x-envoy-upstream-service-time: + - '432' + x-openai-proxy-wasm: + - v0.1 + x-ratelimit-limit-requests: + - '500' + x-ratelimit-limit-tokens: + - '200000' + x-ratelimit-remaining-requests: + - '499' + x-ratelimit-remaining-tokens: + - '199730' + x-ratelimit-reset-requests: + - 120ms + x-ratelimit-reset-tokens: + - 81ms + x-request-id: + - req_REDACTED + status: + code: 200 + message: OK +- request: + body: '{"messages":[{"role":"system","content":"You are {topic} Reporting Analyst\n. + You''re a meticulous analyst with a keen eye for detail. You''re known for your + ability to turn complex data into clear and concise reports, making it easy + for others to understand and act on the information you provide.\n\nYour personal + goal is: Create detailed reports based on {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:\nHere are 10 of the most relevant and cutting-edge + developments in Data Science as of 2025, each accompanied by reliable sources + for verification:\n\n1. **Foundation Models Dominance:** Large foundation models, + including GPT-5 and similar architectures, have become central to data science + workflows, enabling multitask learning and superior transfer learning capabilities. + They significantly improve performance across NLP, vision, and multimodal applications. \n - + Source: OpenAI, \"Introducing GPT-5,\" OpenAI Blog, 2025. https://openai.com/research/gpt5 \n - + Source: Brown, T. et al., \"Language Models are Few-Shot Learners,\" NeurIPS, + 2024.\n\n2. **Automated Machine Learning (AutoML) at Scale:** AutoML tools have + evolved to provide scalable end-to-end solutions integrated with cloud platforms + (AWS, Azure, GCP). They enable continuous model testing, tuning, and deployment + with minimal human input, including model explainability features. \n - Source: + Google Cloud Blog, \"AutoML Updates for 2025,\" 2025. https://cloud.google.com/blog/topics/ai-machine-learning/automl-2025-updates \n - + Source: He, X. et al., \"Scalable AutoML Systems,\" KDD 2024.\n\n3. **Explainable + AI (XAI) Advances:** Novel XAI frameworks now combine causal inference and counterfactual + reasoning to offer transparent, actionable insights, essential for compliance + in healthcare, finance, and legal domains. \n - Source: Molnar, C., \"Interpretable + Machine Learning,\" 2nd Edition, 2024. https://christophm.github.io/interpretable-ml-book/ \n - + Source: Ribeiro, M.T. et al., \"Anchors: High-Precision Model-Agnostic Explanations,\" + AAAI, 2025.\n\n4. **Data Fabric and Mesh Architectures:** Organizations adopt + data fabric and data mesh designs to streamline distributed, multi-cloud, and + hybrid data ecosystems. This improves data access, governance, and democratization + for decentralized data science teams. \n - Source: Gartner, \"Top Strategic + Data and Analytics Trends for 2025,\" Dec 2024. https://www.gartner.com/en/documents/strategic-data-and-analytics-trends-2025 \n - + Source: Dehghani, Z. et al., \"Data Mesh Principles and Logical Architecture,\" + MartinFowler.com, 2024.\n\n5. **Synthetic Data Generation:** Advanced generative + models like diffusion models are extensively used to create high-fidelity synthetic + datasets that preserve statistical properties while protecting privacy and mitigating + dataset biases. \n - Source: NVIDIA Research, \"Synthesizing Training Data + with Diffusion Models,\" 2025. https://nvlabs.github.io/diffusion-models \n - + Source: Xu, L. et al., \"Synthetic Data Generation for Data Science,\" ACM Computing + Surveys, 2025.\n\n6. **Federated and Privacy-Preserving Learning:** Increased + adoption of federated learning frameworks combined with encryption schemes such + as homomorphic encryption and secure multiparty computation enables collaborative + model training without data centralization, ensuring regulatory compliance (e.g., + GDPR, CCPA). \n - Source: Google AI Blog, \"Federated Learning at Scale,\" + 2025. https://ai.googleblog.com/2025/02/federated-learning-at-scale.html \n - + Source: Bonawitz, K. et al., \"Practical Secure Aggregation for Federated Learning,\" + CCS, 2024.\n\n7. **Integration of Quantum Computing:** Hybrid classical-quantum + machine learning workflows are being piloted for combinatorial optimization + and complex simulations, showing promise in shortening solution times for specific + industrial data science problems. \n - Source: IBM Research, \"Quantum Machine + Learning Advances,\" 2025. https://research.ibm.com/quantum-ml \n - Source: + Schuld, M. & Petruccione, F., \"Quantum Machine Learning,\" Cambridge University + Press, 2024.\n\n8. **Real-Time and Streaming Analytics Expansion:** Real-time + AI analytics have become integral to operational systems, enabling instantaneous + anomaly detection, predictive maintenance, and personalized recommendations, + especially in finance, telecommunications, and manufacturing. \n - Source: + Apache Flink, \"State of Streaming Analytics 2025,\" 2025. https://flink.apache.org/blog/2025/streaming-analytics-trends \n - + Source: Microsoft Azure Blog, \"Real-time AI Pipelines,\" 2025.\n\n9. **Cross-Disciplinary + Collaboration:** Increasingly, data science teams embed domain experts, ethicists, + and legal advisors to ensure models adhere to ethical standards, fairness, and + legal regulations, addressing issues like bias, privacy, and societal impact. \n - + Source: IEEE, \"Ethics in AI and Data Science,\" 2025 report. https://ethicsinaiai.ieee.org/reports/2025 \n - + Source: PWC, \"Building Ethical AI Teams,\" 2025.\n\n10. **Environmental and + Energy-Aware AI:** Focus on sustainability has led to developing energy-efficient + algorithms, specialized AI accelerators, and carbon footprint tracking tools + to reduce the environmental impact of large-scale model training and inference. \n - + Source: Google Sustainability, \"Towards Carbon-Aware AI,\" 2025. https://sustainability.google/projects/ai-carbon-awareness \n - + Source: Strubell, E. et al., \"Energy and Policy Considerations for Deep Learning + in NLP,\" ACL, 2024.\n\nThese developments highlight the innovative progress + shaping Data Science in 2025, supported by multiple authoritative sources reflecting + both research advances and industrial adoption.\n\nBegin! 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Test Backstory\nYour + 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 + 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\nBegin! 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DYNAMIC openai-organization: - - crewai-iuxna1 + - user-hortuttj2f3qtmxyik2zxf4q openai-processing-ms: - - '10782' + - '5778' + openai-project: + - proj_fL4UBWR1CMpAAdgzaSKqsVvA openai-version: - '2020-10-01' - strict-transport-security: - - max-age=31536000; includeSubDomains; preload + x-envoy-upstream-service-time: + - '5803' + x-openai-proxy-wasm: + - v0.1 x-ratelimit-limit-requests: - - '30000' + - '500' x-ratelimit-limit-tokens: - - '150000000' + - '200000' x-ratelimit-remaining-requests: - - '29999' + - '499' x-ratelimit-remaining-tokens: - - '149999808' + - '199808' x-ratelimit-reset-requests: - - 2ms + - 120ms x-ratelimit-reset-tokens: - - 0s + - 57ms x-request-id: - - req_cbf6ad64d8b470c6d9eff91852f85e1c + - req_REDACTED status: code: 200 message: OK - request: - body: '{"messages": [{"role": "system", "content": "You are Guardrail Agent. You - are a expert at validating the output of a task. By providing effective feedback - if the output is not valid.\nYour personal goal is: Validate the output of the - task\n\nTo give my best complete final answer to the task respond using the - exact following format:\n\nThought: I now can give a great answer\nFinal Answer: - Your final answer must be the great and the most complete as possible, it must - be outcome described.\n\nI MUST use these formats, my job depends on it!\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. 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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!Ensure your final answer strictly adheres to the following OpenAPI schema: + {\\n \\\"type\\\": \\\"json_schema\\\",\\n \\\"json_schema\\\": {\\n \\\"name\\\": + \\\"LLMGuardrailResult\\\",\\n \\\"strict\\\": true,\\n \\\"schema\\\": + {\\n \\\"properties\\\": {\\n \\\"valid\\\": {\\n \\\"description\\\": + \\\"Whether the task output complies with the guardrail\\\",\\n \\\"title\\\": + \\\"Valid\\\",\\n \\\"type\\\": \\\"boolean\\\"\\n },\\n \\\"feedback\\\": + {\\n \\\"anyOf\\\": [\\n {\\n \\\"type\\\": + \\\"string\\\"\\n },\\n {\\n \\\"type\\\": + \\\"null\\\"\\n }\\n ],\\n \\\"default\\\": null,\\n + \ \\\"description\\\": \\\"A feedback about the task output if it is + not valid\\\",\\n \\\"title\\\": \\\"Feedback\\\"\\n }\\n },\\n + \ \\\"required\\\": [\\n \\\"valid\\\",\\n \\\"feedback\\\"\\n + \ ],\\n \\\"title\\\": \\\"LLMGuardrailResult\\\",\\n \\\"type\\\": + \\\"object\\\",\\n \\\"additionalProperties\\\": false\\n }\\n }\\n}\\n\\nDo + not include the OpenAPI schema in the final output. Ensure the final output + does not include any code block markers like ```json or ```python.\"},{\"role\":\"user\",\"content\":\"\\n + \ Ensure the following task result complies with the given guardrail.\\n\\n + \ Task result:\\n List of available books on the First World War:\\n\\n1. + \\\"The Guns of August\\\" by Barbara W. Tuchman \\n - A detailed narrative + of the first month of World War I, focusing on the political and military events + that set the stage for the conflict.\\n\\n2. \\\"The First World War\\\" by + John Keegan \\n - A comprehensive analysis of the causes, battles, and consequences + of WWI by one of the foremost military historians.\\n\\n3. \\\"A World Undone: + The Story of the Great War, 1914 to 1918\\\" by G.J. Meyer \\n - An accessible + and detailed account covering the entire war, including social and political + impacts.\\n\\n4. \\\"The Sleepwalkers: How Europe Went to War in 1914\\\" by + Christopher Clark \\n - Explores the complex political landscape and decisions + that led to the outbreak of the war.\\n\\n5. \\\"The Pity of War: Explaining + World War I\\\" by Niall Ferguson \\n - Offers a controversial interpretation + of the war\u2019s causes and outcomes.\\n\\n6. \\\"World War I: A Very Short + Introduction\\\" by Michael Howard \\n - A brief but thorough overview of + WWI, including its military and political aspects.\\n\\n7. \\\"Goodbye to All + That\\\" by Robert Graves \\n - A personal memoir of a British officer\u2019s + experiences during the war, highlighting the human side.\\n\\n8. \\\"Storm of + Steel\\\" by Ernst J\xFCnger \\n - A German soldier\u2019s firsthand account + of combat on the Western Front.\\n\\n9. \\\"The War That Ended Peace: The Road + to 1914\\\" by Margaret MacMillan \\n - Focuses on the lead-up to WWI and + the political tensions that culminated in the conflict.\\n\\n10. \\\"The First + World War: An Illustrated History\\\" by Hew Strachan \\n - Combines detailed + research with rich illustrations to provide a comprehensive history of the war.\\n\\nThese + books provide a range of perspectives, from military history and political analysis + to personal memoirs and social impact, offering comprehensive information about + 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-4.1-mini\"}" + headers: + accept: + - application/json + accept-encoding: + - gzip, deflate, zstd + connection: + - keep-alive + content-length: + - '4210' + content-type: + - application/json + cookie: + - __cf_bm=REDACTED; 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all authors mentioned are from + various other countries such as the United States, United Kingdom, Germany, + and Canada. 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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: 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 output indicates that none of the authors mentioned + are from Italy, while the guardrail requires authors to be from Italy. Therefore, + the output does not comply with the guardrail.\\n\\n\\n### Previous result:\\nList + of available books on the First World War:\\n\\n1. \\\"The Guns of August\\\" + by Barbara W. Tuchman \\n - A detailed narrative of the first month of World + War I, focusing on the political and military events that set the stage for + the conflict.\\n\\n2. \\\"The First World War\\\" by John Keegan \\n - A + comprehensive analysis of the causes, battles, and consequences of WWI by one + of the foremost military historians.\\n\\n3. \\\"A World Undone: The Story of + the Great War, 1914 to 1918\\\" by G.J. Meyer \\n - An accessible and detailed + account covering the entire war, including social and political impacts.\\n\\n4. + \\\"The Sleepwalkers: How Europe Went to War in 1914\\\" by Christopher Clark + \ \\n - Explores the complex political landscape and decisions that led to + the outbreak of the war.\\n\\n5. \\\"The Pity of War: Explaining World War I\\\" + by Niall Ferguson \\n - Offers a controversial interpretation of the war\u2019s + causes and outcomes.\\n\\n6. \\\"World War I: A Very Short Introduction\\\" + by Michael Howard \\n - A brief but thorough overview of WWI, including its + military and political aspects.\\n\\n7. \\\"Goodbye to All That\\\" by Robert + Graves \\n - A personal memoir of a British officer\u2019s experiences during + the war, highlighting the human side.\\n\\n8. \\\"Storm of Steel\\\" by Ernst + J\xFCnger \\n - A German soldier\u2019s firsthand account of combat on the + Western Front.\\n\\n9. \\\"The War That Ended Peace: The Road to 1914\\\" by + Margaret MacMillan \\n - Focuses on the lead-up to WWI and the political + tensions that culminated in the conflict.\\n\\n10. \\\"The First World War: + An Illustrated History\\\" by Hew Strachan \\n - Combines detailed research + with rich illustrations to provide a comprehensive history of the war.\\n\\nThese + books provide a range of perspectives, from military history and political analysis + to personal memoirs and social impact, offering comprehensive information about + the First World War.\\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!Ensure your final answer strictly adheres to the following OpenAPI schema: + {\\n \\\"type\\\": \\\"json_schema\\\",\\n \\\"json_schema\\\": {\\n \\\"name\\\": + \\\"LLMGuardrailResult\\\",\\n \\\"strict\\\": true,\\n \\\"schema\\\": + {\\n \\\"properties\\\": {\\n \\\"valid\\\": {\\n \\\"description\\\": + \\\"Whether the task output complies with the guardrail\\\",\\n \\\"title\\\": + \\\"Valid\\\",\\n \\\"type\\\": \\\"boolean\\\"\\n },\\n \\\"feedback\\\": + {\\n \\\"anyOf\\\": [\\n {\\n \\\"type\\\": + \\\"string\\\"\\n },\\n {\\n \\\"type\\\": + \\\"null\\\"\\n }\\n ],\\n \\\"default\\\": null,\\n + \ \\\"description\\\": \\\"A feedback about the task output if it is + not valid\\\",\\n \\\"title\\\": \\\"Feedback\\\"\\n }\\n },\\n + \ \\\"required\\\": [\\n \\\"valid\\\",\\n \\\"feedback\\\"\\n + \ ],\\n \\\"title\\\": \\\"LLMGuardrailResult\\\",\\n \\\"type\\\": + \\\"object\\\",\\n \\\"additionalProperties\\\": false\\n }\\n }\\n}\\n\\nDo + not include the OpenAPI schema in the final output. Ensure the final output + does not include any code block markers like ```json or ```python.\"},{\"role\":\"user\",\"content\":\"\\n + \ Ensure the following task result complies with the given guardrail.\\n\\n + \ Task result:\\n List of available books on the First World War + by Italian authors or published in Italy:\\n\\n1. \\\"La Grande Guerra\\\" by + Alessandro Barbero \\n - A comprehensive history of the First World War with + a focus on Italy\u2019s involvement and the impact on Italian society and politics.\\n\\n2. + \\\"La guerra bianca: Come gli Italiani hanno combattuto la Prima guerra mondiale\\\" + by Alessandro Barbero \\n - Explores the harsh conditions of mountain warfare + endured by Italian soldiers, with vivid descriptions of battles and daily life + on the Alpine front.\\n\\n3. \\\"La Prima Guerra Mondiale\\\" by Paolo Mieli + \ \\n - Provides a broad overview of the war, including Italy's role and the + broader European context, combining historical facts with cultural insights.\\n\\n4. + \\\"1915-1918: La guerra italiana sul fronte interno\\\" by Giovanni De Luna + \ \\n - Focuses on the social and political effects of the war within Italy, + examining public opinion, propaganda, and the home front.\\n\\n5. \\\"Il Giorno + della Vittoria: 4 Novembre 1918\\\" by Paolo Gaspari \\n - Detailed analysis + of Italy\u2019s final victories and the aftermath of the war, including the + political and social changes that followed.\\n\\n6. \\\"La Guerra prima della + Grande Guerra\\\" by Alessandro Barbero \\n - Discusses the international + tensions preceding the First World War with an Italian perspective on diplomatic + and military developments.\\n\\n7. \\\"La guerra dimenticata: Il fronte orientale, + 1915-1917\\\" by Luca Micheletti \\n - Covers Italy\u2019s campaigns on the + Eastern Front, less frequently discussed in general histories of the war, providing + new insights into Italy\u2019s military efforts.\\n\\n8. \\\"Tornare a casa. + Grande Guerra 1914-1918\\\" by Marco Balzano \\n - A novelized account based + on testimonies and letters from Italian soldiers, blending historical documentation + with personal narrative.\\n\\n9. \\\"I cento giorni: La battaglia finale della + Grande Guerra\\\" by Giuseppe Cultrera \\n - Concentrates on the decisive + Italian military operations in the war\u2019s final phase, highlighting strategy + and key personalities.\\n\\n10. \\\"La Grande Guerra sul Carso\\\" by Mario + Isnenghi \\n - Focuses specifically on the Carso front, a crucial and brutal + theater of war for Italian forces, combining military history with human stories.\\n\\nThese + titles emphasize the Italian experience of the First World War, authored by + prominent Italian historians and writers, thus fulfilling the requirement for + Italian authorship and perspective.\\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:"]}' + 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-4.1-mini\"}" headers: accept: - application/json accept-encoding: - - gzip, deflate + - gzip, deflate, zstd connection: - keep-alive content-length: - - '3636' + - '4782' content-type: - application/json + cookie: + - __cf_bm=REDACTED; 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Test Backstory\nYour + body: '{"messages":[{"role":"system","content":"Ensure your final answer strictly + adheres to the following OpenAPI schema: {\n \"type\": \"json_schema\",\n \"json_schema\": + {\n \"name\": \"LLMGuardrailResult\",\n \"strict\": true,\n \"schema\": + {\n \"properties\": {\n \"valid\": {\n \"description\": + \"Whether the task output complies with the guardrail\",\n \"title\": + \"Valid\",\n \"type\": \"boolean\"\n },\n \"feedback\": + {\n \"anyOf\": [\n {\n \"type\": \"string\"\n },\n {\n \"type\": + \"null\"\n }\n ],\n \"default\": null,\n \"description\": + \"A feedback about the task output if it is not valid\",\n \"title\": + \"Feedback\"\n }\n },\n \"required\": [\n \"valid\",\n \"feedback\"\n ],\n \"title\": + \"LLMGuardrailResult\",\n \"type\": \"object\",\n \"additionalProperties\": + false\n }\n }\n}\n\nDo not include the OpenAPI schema in the final output. + Ensure the final output does not include any code block markers like ```json + or ```python."},{"role":"user","content":"{\n \"valid\": true,\n \"feedback\": + null\n}"}],"model":"gpt-4.1-mini","response_format":{"type":"json_schema","json_schema":{"schema":{"properties":{"valid":{"description":"Whether + the task output complies with the guardrail","title":"Valid","type":"boolean"},"feedback":{"anyOf":[{"type":"string"},{"type":"null"}],"description":"A + feedback about the task output if it is not valid","title":"Feedback"}},"required":["valid","feedback"],"title":"LLMGuardrailResult","type":"object","additionalProperties":false},"name":"LLMGuardrailResult","strict":true}},"stream":false}' + headers: + accept: + - application/json + accept-encoding: + - gzip, deflate, zstd + connection: + - keep-alive + content-length: + - '1777' + content-type: + - application/json + cookie: + - __cf_bm=REDACTED; + _cfuvid=REDACTED + host: + - api.openai.com + user-agent: + - OpenAI/Python 1.109.1 + x-stainless-arch: + - arm64 + x-stainless-async: + - 'false' + x-stainless-helper-method: + - chat.completions.parse + x-stainless-lang: + - python + x-stainless-os: + - MacOS + x-stainless-package-version: + - 1.109.1 + x-stainless-read-timeout: + - '600' + x-stainless-retry-count: + - '0' + x-stainless-runtime: + - CPython + x-stainless-runtime-version: + - 3.12.9 + method: POST + uri: https://api.openai.com/v1/chat/completions + response: + body: + string: !!binary | + H4sIAAAAAAAAA4yST2vjMBDF7/4UYs5xiR07m/raS2GhvRTCsilGkca2UlkS0jjsEvLdFzlp7Owf + 2IsO+s0bvTeaU8IYKAkVA9FxEr3T6dO39kk2h7dtvt5itz0+Ph++rl6eX99KLDQsosLuDyjoU/Ug + bO80krLmgoVHThi7Zl/W+WqTFVk5gt5K1FHWOkqLhyztlVFpvszLdFmkWXGVd1YJDFCx7wljjJ3G + Mxo1En9AxZaLz5seQ+AtQnUrYgy81fEGeAgqEDcEiwkKawjN6P20gyPXSu6gIj/gYgcNotxz8bGD + ygxan+dCj80QeHQf0QxwYyzxmH60/H4l55tJbVvn7T78JoVGGRW62iMP1kRDgayDkZ4Txt7HYQx3 + +cB52zuqyX7g+NyqzC79YPqEiT5eGVnieiZaXyd4366WSFzpMJsmCC46lJN0Gj0fpLIzkMxC/2nm + b70vwZVp/6f9BIRARyhr51EqcR94KvMYV/RfZbchj4YhoD8qgTUp9PEjJDZ80Je9gfAzEPZ1o0yL + 3nl1WZ7G1YXIN2XWbNY5JOfkFwAAAP//AwA3lu+vSwMAAA== + headers: + CF-RAY: + - REDACTED-RAY + Connection: + - keep-alive + Content-Encoding: + - gzip + Content-Type: + - application/json + Date: + - Wed, 05 Nov 2025 22:23:35 GMT + Server: + - cloudflare + Strict-Transport-Security: + - max-age=31536000; includeSubDomains; preload + Transfer-Encoding: + - chunked + X-Content-Type-Options: + - nosniff + access-control-expose-headers: + - X-Request-ID + alt-svc: + - h3=":443"; ma=86400 + cf-cache-status: + - DYNAMIC + openai-organization: + - user-hortuttj2f3qtmxyik2zxf4q + openai-processing-ms: + - '424' + openai-project: + - proj_fL4UBWR1CMpAAdgzaSKqsVvA + openai-version: + - '2020-10-01' + x-envoy-upstream-service-time: + - '450' + x-openai-proxy-wasm: + - v0.1 + x-ratelimit-limit-requests: + - '500' + x-ratelimit-limit-tokens: + - '200000' + x-ratelimit-remaining-requests: + - '499' + x-ratelimit-remaining-tokens: + - '199730' + x-ratelimit-reset-requests: + - 120ms + x-ratelimit-reset-tokens: + - 81ms + x-request-id: + - req_REDACTED + 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! 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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 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; - _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//jJJNb9swDIbv/hWEzvHgeFmT+NYNKFbstGLADnNhKBJtq5EpQZLTFUH+ - +yDHiZ19ALsYMB++FF+SxwSAKckKYKLlQXRWpx+f8Av5dXj8vH16kG+f9j6Xuxf5vf56nx3YIirM - 7gVFuKjeCdNZjUEZOmPhkAeMVZfr1Ydtvr3LlgPojEQdZY0N6cqknSKV5lm+SrN1utyM6tYogZ4V - 8CMBADgO39gnSfzJCsgWl0iH3vMGWXFNAmDO6Bhh3HvlA6fAFhMUhgLS0Pq31vRNGwp4BDKvIDhB - ow4IHJrYP3Dyr+gASnpQxDXcD/8FHEsCKNmBayVLVkBwPS7OsRpR7rjYxzD1Wpd0mj/usO491yOc - AU5kAo8DHGw/j+R0NapNY53Z+d+krFakfFs55N5QNOWDsWygpwTgeRhofzMjZp3pbKiC2ePw3Ppu - HCib9jjRfDPCYALXM9XmAm7qVRIDV9rPVsIEFy3KSTrtj/dSmRlIZq7/7OZvtc/OFTX/U34CQqAN - KCvrUCpx63hKcxjP/F9p1ykPDTOP7qAEVkGhi5uQWPNen4+P+TcfsKtqRQ0669T5AmtbZe+3+SbP - s23GklPyCwAA//8DANS97/6PAwAA - headers: - CF-RAY: - - 937eca0769737e0f-GRU - Connection: - - keep-alive - Content-Encoding: - - gzip - Content-Type: - - application/json - Date: - - Tue, 29 Apr 2025 12:26:42 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: - - '924' - 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: - - '149999094' - x-ratelimit-reset-requests: - - 2ms - x-ratelimit-reset-tokens: - - 0s - x-request-id: - - req_242f5797b2a0bf5867b01ab6027921fa - status: - code: 200 - message: OK -- request: - body: '{"messages": [{"role": "system", "content": "You are Test Agent. 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DYNAMIC openai-organization: - - crewai-iuxna1 + - REDACTED openai-processing-ms: - - '40370' + - '4627' + openai-project: + - REDACTED openai-version: - '2020-10-01' - strict-transport-security: - - max-age=31536000; includeSubDomains; preload x-envoy-upstream-service-time: - - '40375' + - '4655' + x-openai-proxy-wasm: + - v0.1 x-ratelimit-limit-requests: - - '30000' + - '500' x-ratelimit-limit-tokens: - - '150000000' + - '200000' x-ratelimit-remaining-requests: - - '29999' + - '499' x-ratelimit-remaining-tokens: - - '149999859' + - '199859' x-ratelimit-reset-requests: - - 2ms + - 120ms x-ratelimit-reset-tokens: - - 0s + - 42ms x-request-id: - - req_94fb13dc93d3bc9714811ff4ede4c08f + - req_1a74336d08fd47e4a8e5be8f4bab5e43 status: code: 200 message: OK - request: - body: '{"messages": [{"role": "system", "content": "You are Guardrail Agent. You - are a expert at validating the output of a task. By providing effective feedback - if the output is not valid.\nYour personal goal is: Validate the output of the - task\n\nTo give my best complete final answer to the task respond using the - exact following format:\n\nThought: I now can give a great answer\nFinal Answer: - Your final answer must be the great and the most complete as possible, it must - be outcome described.\n\nI MUST use these formats, my job depends on it!\nIMPORTANT: - Your final answer MUST contain all the information requested in the following - format: {\n \"valid\": bool,\n \"feedback\": str | None\n}\n\nIMPORTANT: Ensure - the final output does not include any code block markers like ```json or ```python."}, - {"role": "user", "content": "\n Ensure the following task result complies - with the given guardrail.\n\n Task result:\n Here are the top - 10 best soccer players in the world as of October 2023, based on their performance, - impact, and overall contributions to the game:\n\n1. **Lionel Messi** (Inter - Miami)\n - Position: Forward\n - Country: Argentina\n - Highlights: Messi - continues to showcase his exceptional dribbling, vision, and playmaking ability, - leading Argentina to victory in the 2022 FIFA World Cup and significantly contributing - to his club''s successes.\n\n2. **Kylian Mbapp\u00e9** (Paris Saint-Germain)\n - - Position: Forward\n - Country: France\n - Highlights: Known for his blistering - speed and clinical finishing, Mbapp\u00e9 is a key player for both PSG and the - French national team, known for his performances in Ligue 1 and international - tournaments.\n\n3. **Erling Haaland** (Manchester City)\n - Position: Forward\n - - Country: Norway\n - Highlights: Haaland''s goal-scoring prowess and strength - have made him one of the most feared strikers in Europe, helping Manchester - City secure several titles including the UEFA Champions League.\n\n4. **Kevin - De Bruyne** (Manchester City)\n - Position: Midfielder\n - Country: Belgium\n - - Highlights: De Bruyne\u2019s exceptional passing, control, and vision make him - one of the best playmakers in the world, instrumental in Manchester City\u2019s - dominance in domestic and European competitions.\n\n5. **Cristiano Ronaldo** - (Al Nassr)\n - Position: Forward\n - Country: Portugal\n - Highlights: - Despite moving to the Saudi Pro League, Ronaldo''s extraordinary talent and - goal-scoring ability keep him in the conversation among the best, having had - a legendary career across multiple leagues.\n\n6. **Neymar Jr.** (Al Hilal)\n - - Position: Forward\n - Country: Brazil\n - Highlights: Neymar''s agility, - creativity, and skill have kept him as a top performer in soccer, now showcasing - his talents in the Saudi Pro League while maintaining a strong national team - presence.\n\n7. **Robert Lewandowski** (Barcelona)\n - Position: Forward\n - - Country: Poland\n - Highlights: The prolific striker continues to score consistently - in La Liga, known for his finishing, positioning, and aerial ability, contributing - to Barcelona\u2019s successes.\n\n8. **Karim Benzema** (Al Ittihad)\n - Position: - Forward\n - Country: France\n - Highlights: The former Real Madrid star - remains a top talent, displaying leadership and technical skills, now continuing - his career in the Saudi Pro League.\n\n9. **Luka Modri\u0107** (Real Madrid)\n - - Position: Midfielder\n - Country: Croatia\n - Highlights: A master of midfield - control and passing, Modri\u0107 remains an influential figure at Real Madrid, - showcasing his experience and football intelligence.\n\n10. **Mohamed Salah** - (Liverpool)\n - Position: Forward\n - Country: Egypt\n - Highlights: - Salah''s explosive pace and goal-scoring ability keep him as a central figure - for Liverpool in the Premier League and European competitions, maintaining his - status as one of the elite forwards.\n\nThese players have demonstrated exceptional - skill, consistency, and impact in their respective teams and leagues, solidifying - their positions among the best in the world.\n\n Guardrail:\n Only - include Brazilian players, both women and men\n \n Your task:\n - - Confirm if the Task result complies with the guardrail.\n - If not, provide - clear feedback explaining what is wrong (e.g., by how much it violates the rule, - or what specific part fails).\n - Focus only on identifying issues \u2014 - do not propose corrections.\n - If the Task result complies with the - guardrail, saying that is valid\n "}], "model": "gpt-4o-mini", "stop": - ["\nObservation:"]}' + body: "{\"messages\":[{\"role\":\"system\",\"content\":\"You are Guardrail Agent. + You are a expert at validating the output of a task. By providing effective + feedback if the output is not valid.\\nYour personal goal is: Validate the output + of the task\\n\\nTo give my best complete final answer to the task respond using + the exact following format:\\n\\nThought: I now can give a great answer\\nFinal + Answer: Your final answer must be the great and the most complete as possible, + it must be outcome described.\\n\\nI MUST use these formats, my job depends + on it!Ensure your final answer strictly adheres to the following OpenAPI schema: + {\\n \\\"type\\\": \\\"json_schema\\\",\\n \\\"json_schema\\\": {\\n \\\"name\\\": + \\\"LLMGuardrailResult\\\",\\n \\\"strict\\\": true,\\n \\\"schema\\\": + {\\n \\\"properties\\\": {\\n \\\"valid\\\": {\\n \\\"description\\\": + \\\"Whether the task output complies with the guardrail\\\",\\n \\\"title\\\": + \\\"Valid\\\",\\n \\\"type\\\": \\\"boolean\\\"\\n },\\n \\\"feedback\\\": + {\\n \\\"anyOf\\\": [\\n {\\n \\\"type\\\": + \\\"string\\\"\\n },\\n {\\n \\\"type\\\": + \\\"null\\\"\\n }\\n ],\\n \\\"default\\\": null,\\n + \ \\\"description\\\": \\\"A feedback about the task output if it is + not valid\\\",\\n \\\"title\\\": \\\"Feedback\\\"\\n }\\n },\\n + \ \\\"required\\\": [\\n \\\"valid\\\",\\n \\\"feedback\\\"\\n + \ ],\\n \\\"title\\\": \\\"LLMGuardrailResult\\\",\\n \\\"type\\\": + \\\"object\\\",\\n \\\"additionalProperties\\\": false\\n }\\n }\\n}\\n\\nDo + not include the OpenAPI schema in the final output. Ensure the final output + does not include any code block markers like ```json or ```python.\"},{\"role\":\"user\",\"content\":\"\\n + \ Ensure the following task result complies with the given guardrail.\\n\\n + \ Task result:\\n The top 10 best soccer players in the world as + of 2024, considering their current form, skill, impact, and achievements, are:\\n\\n1. + Lionel Messi \u2013 Consistently brilliant with exceptional dribbling, vision, + and goal-scoring ability. He continues to influence games at the highest level.\\n2. + Kylian Mbapp\xE9 \u2013 Known for his speed, technical skill, and prolific goal-scoring. + A key player for both PSG and the French national team.\\n3. Erling Haaland + \u2013 A powerful and clinical striker, Haaland is renowned for his goal-scoring + record and physical presence.\\n4. Kevin De Bruyne \u2013 One of the best midfielders + globally, known for his precise passing, creativity, and ability to control + the tempo.\\n5. Robert Lewandowski \u2013 A prolific and experienced striker + with remarkable goal-scoring consistency for both club and country.\\n6. Vin\xEDcius + J\xFAnior \u2013 An exciting young talent known for his pace, dribbling skills, + and improvement in goal contributions.\\n7. Mohamed Salah \u2013 A key winger + with outstanding speed, dribbling, and goal-scoring for Liverpool and Egypt.\\n8. + Neymar Jr. \u2013 Skillful and creative forward, known for flair and playmaking, + contributing significantly for PSG and Brazil.\\n9. Jude Bellingham \u2013 A + rising midfielder known for his work rate, vision, and maturity beyond his years.\\n10. + Karim Benzema \u2013 Experienced forward with excellent technique, vision, and + scoring ability, integral to his team\u2019s success.\\n\\nThis list reflects + a holistic view of current performances, influence on the pitch, and overall + reputation across leagues and international competitions.\\n\\n Guardrail:\\n + \ Only include Brazilian players, both women and men\\n\\n Your + task:\\n - Confirm if the Task result complies with the guardrail.\\n + \ - If not, provide clear feedback explaining what is wrong (e.g., by + how much it violates the rule, or what specific part fails).\\n - Focus + only on identifying issues \u2014 do not propose corrections.\\n - If + the Task result complies with the guardrail, saying that is valid\\n \"}],\"model\":\"gpt-4.1-mini\"}" headers: accept: - application/json @@ -204,16 +190,15 @@ interactions: connection: - keep-alive content-length: - - '4676' + - '3906' content-type: - application/json cookie: - - __cf_bm=UscrLNUFPQp17ivpT2nYqbIb8GsK9e0GpWC7sIKWwnU-1749566007-1.0.1.1-fCm5jdN02Agxc9.Ep4aAnKukyBp9S3iOLK9NY51NLG1zib3MnfjyCm5HhsWtUvr2lIjQpD_EWosVk4JuLbGxrKYZBa4WTendGsY9lCU9naU; - _cfuvid=CGbpwQsAGlm5OcWs4NP0JuyqJh.mIqHyUZjIdKm8_.I-1749566007688-0.0.1.1-604800000 + - REDACTED host: - api.openai.com user-agent: - - OpenAI/Python 1.78.0 + - OpenAI/Python 1.109.1 x-stainless-arch: - arm64 x-stainless-async: @@ -223,11 +208,9 @@ interactions: x-stainless-os: - MacOS x-stainless-package-version: - - 1.78.0 - x-stainless-raw-response: - - 'true' + - 1.109.1 x-stainless-read-timeout: - - '600.0' + - '600' x-stainless-retry-count: - '0' x-stainless-runtime: @@ -239,21 +222,22 @@ interactions: response: body: string: !!binary | - H4sIAAAAAAAAA4xUwWobMRC9+ysGnVqwjZ3YjuNbQim0hULBtIc6mLE0uzuxVtpqtHbckH8v2o29 - TpNCLwuapzfzZvRmH3sAio1agNIFRl1WdnCb119+LIvZh+/+h9zM55Op3Wzv5dt4rKei+onhN/ek - 45E11L6sLEX2roV1IIyUso6vJtfT2Ww0mjdA6Q3ZRMurOJj4QcmOBxeji8lgdDUYz5/ZhWdNohbw - swcA8Nh8k05n6EEtYNQ/RkoSwZzU4nQJQAVvU0ShCEtEF1W/A7V3kVwjfVn4Oi/iAj6B83vQ6CDn - HQFCnvQDOtlTAFi5j+zQwk1zXsDjygGs1A4tm5VaQIZWqN8GMyKzQb1N8ZVaFgQRZQuBpLYRjCcB - 5yM0AzvAnmMBsSDIawwmIFtAAY7ATtvakEBl8UBBIAu+hB0G9rWA9rWLgUkAnQHv7AFKcmn8AnHv - 4Tbgb7aM7kR/95UOJQb4HIYNpz2+h33BloAeUjV2+Rlz70vq+Cl7IHsYwvKFWqlIc8YarT1AoF81 - SRSI/thAK+6Vnj5sfCyeayQ9Jbl+EqML4HZCWW0ztpbMcKVW7un8CQNltWCykautPQPQOR+xmUMy - z90z8nSyi/V5FfxG/qKqjB1LsQ6E4l2yhkRfqQZ96gHcNbasXzhNVcGXVVxHv6Wm3PV01uZT3TZ0 - 6PwIRh/RdvHxaHLRfyPh2lBEtnLmbKVRF2Q6brcGWBv2Z0DvrO3Xct7K3bbOLv+f9B2gNVWRzLoK - ZFi/bLm7Fij9Lf517TTmRrASCjvWtI5MIT2FoQxr2+6wkoNEKtcZu5xCFbhd5KxaX05wOkG6vtSq - 99T7AwAA//8DABZK9w/WBAAA + H4sIAAAAAAAAAwAAAP//jFTbTttAEH3PV4z2KZGciFyAkLemBKFSCip9aNWgaLI7tqesd7e769CA + 8kH9jv5YZQfi0FKpL36YM+fMZc/4sQUgWIkJCJljlIXT3bdfsmzqrofLjyO6vjl9cP2r4mhJH86v + ZmefRVIx7PIbyfjM6klbOE2RrdnC0hNGqlT7x0eD4Xg4GB3XQGEV6YqWudgd9frdgg13BweDw+7B + qNsfPdFzy5KCmMDXFgDAY/2tGjWKfogJHCTPkYJCwIzEZJcEILzVVURgCBwimiiSBpTWRDJ1749z + AzAXK9Ss5mICKepAyTaYEqklyrsqPhefcoKI4Q48hVJHUJYCGBuhnnwN9xxziDlBVqJXHlnDfc4y + B0/fS/YUwBq9hqnHB9aMBpzGNfkA0cKSgI3UpSLVg6qQ5hCfQ2GXaVNYoWdbBjBYrRo1R6YAoZQ5 + YID3bA1puKQQGNpvfEYmssFOAhfruublEp379RPaZx6NpE4CM6/ZZHCOqNEoaH+w/h7XFYNWbOCU + YOrLtSFoT0lnXBadBC5tjgUpuEGNObRn2drFTgLvSkUwJV0J5lhAe2aySrSTQCV9gZ4LmJJ5oAL3 + OthuacVWY6RQrzA4kpwyqWaZvbmYm83+K3pKy4CVlUyp9R6AxthY76f2z+0Tstk5RtvMebsMf1BF + yoZDvvCEwZrKHSFaJ2p00wK4rZ1ZvjCbcN4WLi6ivaO63PHJcKsnmoto0JPxExhtRN3Exyf95BW9 + haKIrMOet4VEmZNqqM0hYKnY7gGtvan/7uY17e3kbLL/kW8AKclFUgvnSbF8OXGT5qn6Yfwrbbfl + umERyK9Y0iIy+eolFKVY6u0Vi7AOkYpFyiYj7zxvTzl1i5EcjA/76fhoIFqb1m8AAAD//wMA56SY + 2NkEAAA= headers: CF-RAY: - - 94d9957c4b46f1fe-GRU + - 999fee5d3b851768-EWR Connection: - keep-alive Content-Encoding: @@ -261,9 +245,11 @@ interactions: Content-Type: - application/json Date: - - Tue, 10 Jun 2025 14:33:46 GMT + - Wed, 05 Nov 2025 22:54:08 GMT Server: - cloudflare + Strict-Transport-Security: + - max-age=31536000; includeSubDomains; preload Transfer-Encoding: - chunked X-Content-Type-Options: @@ -275,88 +261,60 @@ interactions: cf-cache-status: - DYNAMIC openai-organization: - - crewai-iuxna1 + - REDACTED openai-processing-ms: - - '18280' + - '1797' + openai-project: + - REDACTED openai-version: - '2020-10-01' - strict-transport-security: - - max-age=31536000; includeSubDomains; preload x-envoy-upstream-service-time: - - '18287' + - '1832' + x-openai-proxy-wasm: + - v0.1 x-ratelimit-limit-requests: - - '30000' + - '500' x-ratelimit-limit-tokens: - - '150000000' + - '200000' x-ratelimit-remaining-requests: - - '29999' + - '499' x-ratelimit-remaining-tokens: - - '149998889' + - '199079' x-ratelimit-reset-requests: - - 2ms + - 120ms x-ratelimit-reset-tokens: - - 0s + - 276ms x-request-id: - - req_853da6b9ca8f386ff1427c837346290d + - req_2d2fec0d69a74c988556975d6e729526 status: code: 200 message: OK - request: - body: '{"messages": [{"role": "system", "content": "You are Sports Analyst. You - are an expert at gathering and organizing information. You carefully collect - details and present them in a structured way.\nYour personal goal is: Gather - information about the best soccer players\n\nTo give my best complete final - answer to the task respond using the exact following format:\n\nThought: I now - can give a great answer\nFinal Answer: Your final answer must be the great and - the most complete as possible, it must be outcome described.\n\nI MUST use these - formats, my job depends on it!"}, {"role": "user", "content": "Top 10 best players - in the world?"}, {"role": "assistant", "content": "Thought: I now can give a - great answer \nFinal Answer: Here are the top 10 best soccer players in the - world as of October 2023, based on their performance, impact, and overall contributions - to the game:\n\n1. **Lionel Messi** (Inter Miami)\n - Position: Forward\n - - Country: Argentina\n - Highlights: Messi continues to showcase his exceptional - dribbling, vision, and playmaking ability, leading Argentina to victory in the - 2022 FIFA World Cup and significantly contributing to his club''s successes.\n\n2. - **Kylian Mbapp\u00e9** (Paris Saint-Germain)\n - Position: Forward\n - Country: - France\n - Highlights: Known for his blistering speed and clinical finishing, - Mbapp\u00e9 is a key player for both PSG and the French national team, known - for his performances in Ligue 1 and international tournaments.\n\n3. **Erling - Haaland** (Manchester City)\n - Position: Forward\n - Country: Norway\n - - Highlights: Haaland''s goal-scoring prowess and strength have made him one of - the most feared strikers in Europe, helping Manchester City secure several titles - including the UEFA Champions League.\n\n4. **Kevin De Bruyne** (Manchester City)\n - - Position: Midfielder\n - Country: Belgium\n - Highlights: De Bruyne\u2019s - exceptional passing, control, and vision make him one of the best playmakers - in the world, instrumental in Manchester City\u2019s dominance in domestic and - European competitions.\n\n5. **Cristiano Ronaldo** (Al Nassr)\n - Position: - Forward\n - Country: Portugal\n - Highlights: Despite moving to the Saudi - Pro League, Ronaldo''s extraordinary talent and goal-scoring ability keep him - in the conversation among the best, having had a legendary career across multiple - leagues.\n\n6. **Neymar Jr.** (Al Hilal)\n - Position: Forward\n - Country: - Brazil\n - Highlights: Neymar''s agility, creativity, and skill have kept - him as a top performer in soccer, now showcasing his talents in the Saudi Pro - League while maintaining a strong national team presence.\n\n7. **Robert Lewandowski** - (Barcelona)\n - Position: Forward\n - Country: Poland\n - Highlights: - The prolific striker continues to score consistently in La Liga, known for his - finishing, positioning, and aerial ability, contributing to Barcelona\u2019s - successes.\n\n8. **Karim Benzema** (Al Ittihad)\n - Position: Forward\n - - Country: France\n - Highlights: The former Real Madrid star remains a top - talent, displaying leadership and technical skills, now continuing his career - in the Saudi Pro League.\n\n9. **Luka Modri\u0107** (Real Madrid)\n - Position: - Midfielder\n - Country: Croatia\n - Highlights: A master of midfield control - and passing, Modri\u0107 remains an influential figure at Real Madrid, showcasing - his experience and football intelligence.\n\n10. **Mohamed Salah** (Liverpool)\n - - Position: Forward\n - Country: Egypt\n - Highlights: Salah''s explosive - pace and goal-scoring ability keep him as a central figure for Liverpool in - the Premier League and European competitions, maintaining his status as one - of the elite forwards.\n\nThese players have demonstrated exceptional skill, - consistency, and impact in their respective teams and leagues, solidifying their - positions among the best in the world."}, {"role": "user", "content": "The task - result does not comply with the guardrail as it includes players from various - countries and only mentions two Brazilian players (Neymar Jr. and Neymar) while - excluding Brazilian women players entirely. The guardrail specifically requests - to include only Brazilian players, both women and men, which is not fulfilled."}], - "model": "gpt-4o-mini", "stop": ["\nObservation:"]}' + body: "{\"messages\":[{\"role\":\"system\",\"content\":\"Ensure your final answer + strictly adheres to the following OpenAPI schema: {\\n \\\"type\\\": \\\"json_schema\\\",\\n + \ \\\"json_schema\\\": {\\n \\\"name\\\": \\\"LLMGuardrailResult\\\",\\n + \ \\\"strict\\\": true,\\n \\\"schema\\\": {\\n \\\"properties\\\": + {\\n \\\"valid\\\": {\\n \\\"description\\\": \\\"Whether the + task output complies with the guardrail\\\",\\n \\\"title\\\": \\\"Valid\\\",\\n + \ \\\"type\\\": \\\"boolean\\\"\\n },\\n \\\"feedback\\\": + {\\n \\\"anyOf\\\": [\\n {\\n \\\"type\\\": + \\\"string\\\"\\n },\\n {\\n \\\"type\\\": + \\\"null\\\"\\n }\\n ],\\n \\\"default\\\": null,\\n + \ \\\"description\\\": \\\"A feedback about the task output if it is + not valid\\\",\\n \\\"title\\\": \\\"Feedback\\\"\\n }\\n },\\n + \ \\\"required\\\": [\\n \\\"valid\\\",\\n \\\"feedback\\\"\\n + \ ],\\n \\\"title\\\": \\\"LLMGuardrailResult\\\",\\n \\\"type\\\": + \\\"object\\\",\\n \\\"additionalProperties\\\": false\\n }\\n }\\n}\\n\\nDo + not include the OpenAPI schema in the final output. Ensure the final output + does not include any code block markers like ```json or ```python.\"},{\"role\":\"user\",\"content\":\"{\\n + \ \\\"valid\\\": false,\\n \\\"feedback\\\": \\\"The task result does not comply + with the guardrail which requires only Brazilian players to be included. The + list includes players of various nationalities such as Lionel Messi (Argentina), + Kylian Mbapp\xE9 (France), Erling Haaland (Norway), Kevin De Bruyne (Belgium), + Mohamed Salah (Egypt), Jude Bellingham (England), and Karim Benzema (France), + which violates the specified guardrail.\\\"\\n}\"}],\"model\":\"gpt-4.1-mini\",\"response_format\":{\"type\":\"json_schema\",\"json_schema\":{\"schema\":{\"properties\":{\"valid\":{\"description\":\"Whether + the task output complies with the guardrail\",\"title\":\"Valid\",\"type\":\"boolean\"},\"feedback\":{\"anyOf\":[{\"type\":\"string\"},{\"type\":\"null\"}],\"description\":\"A + feedback about the task output if it is not valid\",\"title\":\"Feedback\"}},\"required\":[\"valid\",\"feedback\"],\"title\":\"LLMGuardrailResult\",\"type\":\"object\",\"additionalProperties\":false},\"name\":\"LLMGuardrailResult\",\"strict\":true}},\"stream\":false}" headers: accept: - application/json @@ -365,30 +323,29 @@ interactions: connection: - keep-alive content-length: - - '4338' + - '2162' content-type: - application/json cookie: - - __cf_bm=UscrLNUFPQp17ivpT2nYqbIb8GsK9e0GpWC7sIKWwnU-1749566007-1.0.1.1-fCm5jdN02Agxc9.Ep4aAnKukyBp9S3iOLK9NY51NLG1zib3MnfjyCm5HhsWtUvr2lIjQpD_EWosVk4JuLbGxrKYZBa4WTendGsY9lCU9naU; 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includeSubDomains; preload Transfer-Encoding: - chunked X-Content-Type-Options: @@ -453,91 +393,68 @@ interactions: cf-cache-status: - DYNAMIC openai-organization: - - crewai-iuxna1 + - REDACTED openai-processing-ms: - - '35941' + - '665' + openai-project: + - REDACTED openai-version: - '2020-10-01' - strict-transport-security: - - max-age=31536000; includeSubDomains; preload x-envoy-upstream-service-time: - - '35946' + - '683' + x-openai-proxy-wasm: + - v0.1 x-ratelimit-limit-requests: - - '30000' + - '500' x-ratelimit-limit-tokens: - - '150000000' + - '200000' x-ratelimit-remaining-requests: - - '29999' + - '499' x-ratelimit-remaining-tokens: - - '149998983' + - '199634' x-ratelimit-reset-requests: - - 2ms + - 120ms x-ratelimit-reset-tokens: - - 0s + - 109ms x-request-id: - - req_c874fed664f962f5ee90decb8ebad875 + - req_054a5f7245e548d0aab9b4e6d962d180 status: code: 200 message: OK - request: - body: '{"messages": [{"role": "system", "content": "You are Guardrail Agent. You - are a expert at validating the output of a task. By providing effective feedback - if the output is not valid.\nYour personal goal is: Validate the output of the - task\n\nTo give my best complete final answer to the task respond using the - exact following format:\n\nThought: I now can give a great answer\nFinal Answer: - Your final answer must be the great and the most complete as possible, it must - be outcome described.\n\nI MUST use these formats, my job depends on it!\nIMPORTANT: - Your final answer MUST contain all the information requested in the following - format: {\n \"valid\": bool,\n \"feedback\": str | None\n}\n\nIMPORTANT: Ensure - the final output does not include any code block markers like ```json or ```python."}, - {"role": "user", "content": "\n Ensure the following task result complies - with the given guardrail.\n\n Task result:\n Here are the top - 10 best soccer players in the world, focusing exclusively on Brazilian players, - both women and men, based on their performance and impact in the game as of - October 2023:\n\n1. **Neymar Jr.** \n - Position: Forward \n - Club: Al - Hilal \n - Highlights: One of the most skilled forwards globally, Neymar - continues to dazzle with his dribbling, playmaking, and goal-scoring ability, - having a significant impact on both his club and the Brazilian national team.\n\n2. - **Vin\u00edcius J\u00fanior** \n - Position: Forward \n - Club: Real Madrid \n - - Highlights: Vin\u00edcius has emerged as a key player for Real Madrid, noted - for his speed, technical skills, and crucial goals in important matches, showcasing - his talent on both club and international levels.\n\n3. **Richarlison** \n - - Position: Forward \n - Club: Tottenham Hotspur \n - Highlights: Known - for his versatility and aerial ability, Richarlison has become a vital member - of the national team and has the capability to change the game with his pace - and scoring ability.\n\n4. **Marta** \n - Position: Forward \n - Club: - Orlando Pride \n - Highlights: A true legend of women''s soccer, Marta has - consistently showcased her skill, leadership, and goal-scoring prowess, earning - numerous awards and accolades throughout her legendary career.\n\n5. **Andressa - Alves** \n - Position: Midfielder \n - Club: Roma \n - Highlights: - A pivotal player in women''s soccer, Andressa has displayed her exceptional - skills and tactical awareness both in club play and for the Brazilian national - team.\n\n6. **Alana Santos** \n - Position: Defender \n - Club: Benfica \n - - Highlights: Alana is recognized for her defensive prowess and ability to contribute - to the attack, establishing herself as a key player for both her club and the - national team.\n\n7. **Gabriel Jesus** \n - Position: Forward \n - Club: - Arsenal \n - Highlights: With a flair for scoring and assisting, Gabriel - Jesus is an essential part of the national team, known for his work rate and - intelligence on the field.\n\n8. **Ta\u00eds Ara\u00fajo** \n - Position: - Midfielder \n - Club: S\u00e3o Paulo \n - Highlights: A rising star in - Brazilian women''s soccer, Ta\u00eds has gained recognition for her strong performances - in midfield, showcasing both skill and creativity.\n\n9. **Thiago Silva** \n - - Position: Defender \n - Club: Chelsea \n - Highlights: An experienced - and reliable center-back, Silva\u2019s leadership and defensive abilities have - made him a cornerstone for Chelsea and the Brazilian national team.\n\n10. **Bia - Zaneratto** \n - Position: Forward \n - Club: Palmeiras \n - Highlights: - A talented forward, Bia has become known for her goal-scoring capabilities and - playmaking skills, contributing significantly to both her club and the national - team.\n\nThis list highlights the incredible talent and contributions of Brazilian - players in soccer, showcasing their skills across both men''s and women''s games, - thus representing Brazil''s rich soccer legacy.\n\n Guardrail:\n Only - include Brazilian players, both women and men\n \n Your task:\n - - Confirm if the Task result complies with the guardrail.\n - If not, provide - clear feedback explaining what is wrong (e.g., by how much it violates the rule, - or what specific part fails).\n - Focus only on identifying issues \u2014 - do not propose corrections.\n - If the Task result complies with the - guardrail, saying that is valid\n "}], "model": "gpt-4o-mini", "stop": - ["\nObservation:"]}' + body: "{\"messages\":[{\"role\":\"system\",\"content\":\"You are Sports Analyst. + You are an expert at gathering and organizing information. You carefully collect + details and present them in a structured way.\\nYour personal goal is: Gather + information about the best soccer players\\n\\nTo give my best complete final + answer to the task respond using the exact following format:\\n\\nThought: I + now can give a great answer\\nFinal Answer: Your final answer must be the great + and the most complete as possible, it must be outcome described.\\n\\nI MUST + use these formats, my job depends on it!\"},{\"role\":\"user\",\"content\":\"Top + 10 best players in the world?\"},{\"role\":\"assistant\",\"content\":\"Thought: + I now can give a great answer\\nFinal Answer: The top 10 best soccer players + in the world as of 2024, considering their current form, skill, impact, and + achievements, are:\\n\\n1. Lionel Messi \u2013 Consistently brilliant with exceptional + dribbling, vision, and goal-scoring ability. He continues to influence games + at the highest level.\\n2. Kylian Mbapp\xE9 \u2013 Known for his speed, technical + skill, and prolific goal-scoring. A key player for both PSG and the French national + team.\\n3. Erling Haaland \u2013 A powerful and clinical striker, Haaland is + renowned for his goal-scoring record and physical presence.\\n4. Kevin De Bruyne + \u2013 One of the best midfielders globally, known for his precise passing, + creativity, and ability to control the tempo.\\n5. Robert Lewandowski \u2013 + A prolific and experienced striker with remarkable goal-scoring consistency + for both club and country.\\n6. Vin\xEDcius J\xFAnior \u2013 An exciting young + talent known for his pace, dribbling skills, and improvement in goal contributions.\\n7. + Mohamed Salah \u2013 A key winger with outstanding speed, dribbling, and goal-scoring + for Liverpool and Egypt.\\n8. Neymar Jr. \u2013 Skillful and creative forward, + known for flair and playmaking, contributing significantly for PSG and Brazil.\\n9. + Jude Bellingham \u2013 A rising midfielder known for his work rate, vision, + and maturity beyond his years.\\n10. Karim Benzema \u2013 Experienced forward + with excellent technique, vision, and scoring ability, integral to his team\u2019s + success.\\n\\nThis list reflects a holistic view of current performances, influence + on the pitch, and overall reputation across leagues and international competitions.\"},{\"role\":\"user\",\"content\":\"The + provided list includes players from multiple nationalities rather than exclusively + Brazilian players, thus violating the guardrail that requires only Brazilian + players to be listed.\"}],\"model\":\"gpt-4.1-mini\"}" headers: accept: - application/json @@ -546,16 +463,15 @@ interactions: connection: - keep-alive content-length: - - '4571' + - '2552' content-type: - application/json cookie: - - __cf_bm=UscrLNUFPQp17ivpT2nYqbIb8GsK9e0GpWC7sIKWwnU-1749566007-1.0.1.1-fCm5jdN02Agxc9.Ep4aAnKukyBp9S3iOLK9NY51NLG1zib3MnfjyCm5HhsWtUvr2lIjQpD_EWosVk4JuLbGxrKYZBa4WTendGsY9lCU9naU; - _cfuvid=CGbpwQsAGlm5OcWs4NP0JuyqJh.mIqHyUZjIdKm8_.I-1749566007688-0.0.1.1-604800000 + - REDACTED host: - api.openai.com user-agent: - - OpenAI/Python 1.78.0 + - OpenAI/Python 1.109.1 x-stainless-arch: - arm64 x-stainless-async: @@ -565,11 +481,9 @@ interactions: x-stainless-os: - MacOS x-stainless-package-version: - - 1.78.0 - x-stainless-raw-response: - - 'true' + - 1.109.1 x-stainless-read-timeout: - - '600.0' + - '600' x-stainless-retry-count: - '0' x-stainless-runtime: @@ -581,18 +495,30 @@ interactions: response: body: string: !!binary | - H4sIAAAAAAAAA4ySTW/bMAyG7/4VhM72kLj5WHxrDwEKtNilGDYshcFItK1WlgRJTjYE+e+D7DR2 - tw7YxYD58KX4kjwlAEwKVgDjDQbeWpXd1d3Dl+5Yfb3dPD6K7bri26cw899f5vruG0ujwuxfiIc3 - 1SduWqsoSKMHzB1hoFh1vl5slqvVbJX3oDWCVJTVNmQLk7VSyyyf5Ytsts7mny/qxkhOnhXwIwEA - OPXf2KcW9JMVMEvfIi15jzWx4poEwJxRMcLQe+kD6sDSEXKjA+m+9afGdHUTCrgHbY7AUUMtDwQI - dewfUPsjOYCd3kqNCm77/wJOOw2wYwdUUuxYAcF1lA6xikjskb/GsO6U2unz9HFHVedRXeAEoNYm - YBxgb/v5Qs5Xo8rU1pm9/0PKKqmlb0pH6I2OpnwwlvX0nAA89wPt3s2IWWdaG8pgXql/bpMvh3ps - 3ONI8/UFBhNQTVTLPP2gXikooFR+shLGkTckRum4P+yENBOQTFz/3c1HtQfnUtf/U34EnJMNJErr - SEj+3vGY5iie+b/SrlPuG2ae3EFyKoMkFzchqMJODcfH/C8fqC0rqWty1snhAitb3ixwuUDa3HCW - nJPfAAAA//8DAOHOvQuPAwAA + H4sIAAAAAAAAAwAAAP//jFa9bhtHEO71FINr0hwvJEXJMjvZjvyDKDFk5ceIDGK4O3c34d7seXeP + FGMYcJs6VerUeYG0ehM/SbB7lEhKDpBGwHF+v++b2dGHA4CMdTaFTNUYVNOawdO3VfXs2cuLa3rR + Pf3p7CIMRR9/8+Z4cvb65zbLY4Sd/0oq3EYVyjatocBWerNyhIFi1tGj4/HhyeF48jgZGqvJxLCq + DYNJMRo0LDwYD8dHg+FkMJpswmvLinw2hV8OAAA+pL+xUdF0nU1hmN/+0pD3WFE2vXMCyJw18ZcM + vWcfUEKWb43KSiBJvV/WtqvqMIWXIHYFCgUqXhIgVBEAoPgVuSs5Y0EDp+lrCpc1QbAtjIYwJx/g + icPf2DAKeKsUOWgNrsl5YIFQE6ysMxrQgy1hPBxPcpijJw1WQHXOkQQorWty8As2JgduWlQhBxQN + qGqmJTUkweeAjqZXciWjAn5kuflbcefh1c0/wtbB509/wCnotWDDClYsFTlYiF1JTA81e6BrRW1U + CQ1ox/O5YalyaFFRX46b1tklSwWVRTPwyrr44UhZp2HFoYYLQgPnqB3r4krGBXxH6wYdvHLFpoUE + o+xMLLvC27g0ErzksM6hNMiur0jXLTkmiR34wMYAS2k6ksCYMsDrN8+TZ09zcSWHBTxFTw07u6mo + bNOg6NiqppLERxEb1iWT0Q9YCKgWG+DWc6QjfcQahlCT8zW3MLehBgygTDdPNsENc4aWFPuYFHBq + 2Hsr8ITUgnoJvheKQt8J/5VPwxL5XBC15HwOLD64Loq6wfgtL8m11pp9pEcFnKN737HU1m+wLsl5 + DGyoh/oQXtxF6ztHeUQaWKEBXKEjIe8fwMTwkODjAi6sduvKwnNLfeG3tpNqX9F+RwKpWvoiczYc + 1v3cCrBEyX0UpZ/oWGt/eh4VcOZIb5DV6PRgZd0ihuyo1xezVkMbF1qqVMEHbFgwhwWtE/ZzFFWT + D+TgB+FAeh/USQEXrGp0hqNi98lMsyjkKgqs7nBumd3bh+gcGwUKNas8LTz39MClDYGkxgZe2ODb + zhVX8riA5zh3TAZeke9upXzfsVqkZJvlIPDB8YLc1/365nHzSIJZ75U4dZ7iIO7hGw0LuPk98nUe + Zbj563Y5fHB207MjwzjfGZ2evX1dkmcsE0f4bugDYVPEt+cyzphhH6DmqjZc1cEn13tv4e0jGEdw + SREBufjMJf5CvxPGztGkDfM9DVaC43kXopPnSrhkhQl/sJvcnz/96e+1tfu6Oyo7j/HESGfMjgFF + bEhh6a6821g+3l0SY6vW2bm/F5qVLOzrWZxlK/Fq+GDbLFk/HgC8Sxer2ztCWets04ZZsAtK5Y6G + h32+bHspt9bD4dHGGmxAszWcDE/yLyScaQrIxu8cvUyhqklvQ7cXEjvNdsdwsAP7YTtfyt1DZ6n+ + T/qtQcVjQ3rWOtKs9iFv3RzF/yT+y+2O5tRw5sktWdEsMLkohaYSO9Of98yvfaBmVqbVaR33N75s + ZxM1PjkalSfH4+zg48G/AAAA//8DAKNSNAPyCAAA headers: CF-RAY: - - 94d996d2b877f1fe-GRU + - 999fee6e0d2c1768-EWR Connection: - keep-alive Content-Encoding: @@ -600,9 +526,11 @@ interactions: Content-Type: - application/json Date: - - Tue, 10 Jun 2025 14:34:38 GMT + - Wed, 05 Nov 2025 22:54:14 GMT Server: - cloudflare + Strict-Transport-Security: + - max-age=31536000; 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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!Ensure your final answer strictly adheres to the following OpenAPI schema: + {\\n \\\"type\\\": \\\"json_schema\\\",\\n \\\"json_schema\\\": {\\n \\\"name\\\": + \\\"LLMGuardrailResult\\\",\\n \\\"strict\\\": true,\\n \\\"schema\\\": + {\\n \\\"properties\\\": {\\n \\\"valid\\\": {\\n \\\"description\\\": + \\\"Whether the task output complies with the guardrail\\\",\\n \\\"title\\\": + \\\"Valid\\\",\\n \\\"type\\\": \\\"boolean\\\"\\n },\\n \\\"feedback\\\": + {\\n \\\"anyOf\\\": [\\n {\\n \\\"type\\\": + \\\"string\\\"\\n },\\n {\\n \\\"type\\\": + \\\"null\\\"\\n }\\n ],\\n \\\"default\\\": null,\\n + \ \\\"description\\\": \\\"A feedback about the task output if it is + not valid\\\",\\n \\\"title\\\": \\\"Feedback\\\"\\n }\\n },\\n + \ \\\"required\\\": [\\n \\\"valid\\\",\\n \\\"feedback\\\"\\n + \ ],\\n \\\"title\\\": \\\"LLMGuardrailResult\\\",\\n \\\"type\\\": + \\\"object\\\",\\n \\\"additionalProperties\\\": false\\n }\\n }\\n}\\n\\nDo + not include the OpenAPI schema in the final output. Ensure the final output + does not include any code block markers like ```json or ```python.\"},{\"role\":\"user\",\"content\":\"\\n + \ Ensure the following task result complies with the given guardrail.\\n\\n + \ Task result:\\n The top 10 best Brazilian soccer players in the + world as of 2024, based on current form, skill, impact, and achievements, are:\\n\\n1. + Vin\xEDcius J\xFAnior \u2013 A dynamic winger known for his exceptional dribbling, + pace, and improving goal-scoring record with Real Madrid.\\n2. Neymar Jr. \u2013 + A skillful forward with creativity, flair, and experience, still influential + for PSG and Brazil.\\n3. Casemiro \u2013 A commanding defensive midfielder known + for his tackling, positioning, and leadership both at club and national level.\\n4. + Alisson Becker \u2013 One of the world's top goalkeepers, instrumental for Liverpool + and Brazil.\\n5. Marquinhos \u2013 A versatile defender known for his composure, + tactical awareness, and leadership at PSG and Brazil.\\n6. Rodrygo Goes \u2013 + Young forward with great technical ability and an increasing impact at Real + Madrid.\\n7. Fred \u2013 A hard-working midfielder with good passing and stamina, + key for Manchester United and Brazil.\\n8. Richarlison \u2013 A versatile and + energetic forward known for goal-scoring and work ethic, playing for Tottenham + Hotspur.\\n9. 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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. 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Using advanced gene editing techniques + like CRISPR-Cas9, plants such as maize and soybeans have been tailored to survive + and produce stable yields despite climate stress.\n\n2. **Enhanced Carbon Capture + through Plant Engineering**: Researchers have identified and bioengineered certain + plant species to increase their carbon sequestration capacity. Innovations include + modifying root systems and photosynthetic pathways to absorb and store more + atmospheric carbon dioxide, contributing to climate change mitigation strategies.\n\n3. + **Vertical Farming Integration with AI and Robotics**: Modern vertical farms + combine hydroponics and aeroponics with artificial intelligence and robotics + to optimize plant growth cycles. AI monitors environmental conditions and nutrient + levels in real-time, while robots manage planting and harvesting, significantly + increasing efficiency and reducing labor costs.\n\n4. **Discovery of Plant Immune + System Pathways**: Cutting-edge research has unveiled new molecular pathways + in plants that govern their immune responses to pathogens. This knowledge is + being applied to develop crop varieties with enhanced natural resistance, reducing + the dependence on chemical pesticides.\n\n5. **Microbiome Engineering for Soil + and Plant Health**: Advances in understanding the plant microbiome have led + to the creation of customized microbial inoculants that improve nutrient uptake, + boost growth, and enhance stress tolerance. 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This + technology enables precision agriculture by allowing farmers to make timely, + data-driven decisions.\n\n7. **Phytoremediation with Genetically Enhanced Species**: + New genetically modified plants have been developed with an increased ability + to absorb heavy metals and pollutants from contaminated soils and water bodies. + These plants serve as eco-friendly, cost-effective solutions for environmental + cleanup.\n\n8. **Urban Greening for Climate Resilience**: Cities in 2025 are + increasingly adopting urban forestry projects that use specially selected plant + species to combat the urban heat island effect, improve air quality, and support + urban biodiversity. These initiatives also play a vital role in enhancing mental + health and wellbeing for residents.\n\n9. **Plant-Based Bioplastics and Sustainable + Materials**: Innovations in plant biotechnology have enabled the production + of biodegradable plastics and other sustainable materials derived from plant + biomass. This technology offers alternatives to petroleum-based products, helping + reduce plastic pollution and carbon emissions.\n\n10. **Advancements in Photosynthesis + Efficiency**: Scientists have successfully introduced and optimized synthetic + pathways to enhance photosynthesis in crops, resulting in a 30-50% increase + in growth rates and yields. 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You - are a seasoned manager with a knack for getting the best out of your team.\nYou + body: '{"messages":[{"role":"system","content":"You are Crew Manager. 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You''re an expert + scorer, specialized in scoring titles.\nYour personal goal is: Score the title\nTo + give my best complete final answer to the task respond using the exact following + format:\n\nThought: I now can give a great answer\nFinal Answer: Your final + answer must be the great and the most complete as possible, it must be outcome + described.\n\nI MUST use these formats, my job depends on it!"},{"role":"user","content":"\nCurrent + Task: Provide an integer score between 1-5 for the title ''The impact of AI + in the future of work''.\n\nThis is the expected criteria for your final answer: Your best answer to your coworker asking you this, accounting for the context shared.\nyou MUST return the actual complete content as the final answer, not - a summary.\n\nThis is the context you''re working with:\nProvide an integer - score between 1-5 based on its effectiveness and relevance. 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This is VERY important to you, use the tools - available and give your best Final Answer, your job depends on it!\n\nThought:"}, - {"role": "assistant", "content": "Thought: The task requires a score to be assigned - to the title \"The impact of AI in the future of work\" based on specific criteria. - I should delegate this task to the Scorer, who is responsible for evaluating - and scoring titles.\n\nAction: Delegate work to coworker\nAction Input: {\"task\": - \"Score the title: ''The impact of AI in the future of work''\", \"context\": - \"Provide an integer score between 1-5 based on its effectiveness and relevance. - Consider how well it captures attention and provides insight into the topic - of AI''s role in shaping future work environments.\", \"coworker\": \"Scorer\"}\nObservation: - I encountered an error: Action ''Delegate work to coworker'' don''t exist, these - are the only available Actions:\n\nMoving on then. I MUST either use a tool - (use one at time) OR give my best final answer not both at the same time. When - responding, I must use the following format:\n\n```\nThought: you should always - think about what to do\nAction: the action to take, should be one of []\nAction - Input: the input to the action, dictionary enclosed in curly braces\nObservation: - the result of the action\n```\nThis Thought/Action/Action Input/Result can repeat - N times. Once I know the final answer, I must return the following format:\n\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\n```"}], "model": - "gpt-4o", "stop": ["\nObservation:"]}' + a summary.\n\nThis is the context you''re working with:\nPlease evaluate the + title based on clarity, relevance, and potential impact. The score should reflect + how well the title conveys these elements.\n\nBegin! This is VERY important + to you, use the tools available and give your best Final Answer, your job depends + on it!\n\nThought:"}],"model":"gpt-4.1-mini"}' headers: accept: - application/json @@ -757,16 +179,13 @@ interactions: connection: - keep-alive content-length: - - '2680' + - '1165' content-type: - application/json - cookie: - - __cf_bm=YpzdHjazbzCs_jFT50s5M0hX1JuSBHogZUhvJPwKBxo-1756164908-1.0.1.1-0_bgL0r_yqn68W2fJN2xF5CCACGY7K50iAbPVUOmryv.tRDq7ol7sxSwg426hLg0zfDxbndIK7kH_GroqzjZPEDEvz1epE4gpDLuWX.pkao; - _cfuvid=tx8GIgZ811onK882sIkQbg1SC1WHXyFyvZ_UvhApcYI-1756164908485-0.0.1.1-604800000 host: - api.openai.com user-agent: - - OpenAI/Python 1.93.0 + - OpenAI/Python 1.109.1 x-stainless-arch: - arm64 x-stainless-async: @@ -776,11 +195,9 @@ interactions: x-stainless-os: - MacOS x-stainless-package-version: - - 1.93.0 - x-stainless-raw-response: - - 'true' + - 1.109.1 x-stainless-read-timeout: - - '600.0' + - '600' x-stainless-retry-count: - '0' x-stainless-runtime: @@ -792,26 +209,22 @@ interactions: response: body: string: !!binary | - H4sIAAAAAAAAAwAAAP//lFVLi+NGEL77VxS65GIbj/G8nNMQ8hhyCAkT2BAvpt1dkmqnVS26SnbM - Mv996ZZlazKzsHsxuOv9fV+VPk8ACnLFGgpbG7VN62c/3e0Wfxj9+/ahWdarp+Xv+pvx/zRPH/68 - /1AV0xQRdp/Q6hA1t6FpPSoF7s02olFMWa9ur2+ublb3i7tsaIJDn8KqVmerMFsulqvZ4m62uDkF - 1oEsSrGGfycAAJ/zb2qRHf5XrGExHV4aFDEVFuuzE0ARg08vhREhUcNaTC9GG1iRc9dPdeiqWtfw - CIzoQAMYERQBrRGU1CNsiqcagZrWWIVQwsMjEGd72WkXMb0dQnzeFLAzgg4CA6mA2ZEnPaac1rTZ - 02gqTIHBsIM2hj05BGKhqlYg1pDzpu4vlaQ2LXE1VEulAHlPMXCDrDKHRziQ94B74zujOOo9VQKx - xiOUMTRwlbq5noINLOQwprypVyxLtEp75DR7ai6ix71hi/MNb/hqDj+PXdbwdK5hPZroj0DsyBrF - hJ3R3MQJ6b49R2I7EajDIU1mcj55B8gpHGqyNZCAAQ0t2WTZxWBcwggjis5zA20djSSGxuxsCpCu - qlBUQKhiKskaVrC14QoFQgSHe/ShzfAN1azhzBPtE4SGwXSOkC2C7SKFLhEaOgVFW3PwoSJrPBiX - QeqJSEgt5/DXAN0YJRKoqar9cUBWszC6GBNAJ2wosGRxDTWOmQtsWh+OqQYIWg1R5vAgWR7JPW2Z - EFeZg9J3yDbx+insoDHxGbVn9I1wpqA1yam/M2QtRiVOtVKQUoP+eCbSOBdRUrHEm+AAah791ySO - 0/tJi2mg6aBPDoe0XVT1ogyx19Z4B8Mh81DRHsFAlc4HGJYDxg3/Qmw8POR/a7iG2Qjd79hRGql9 - rHT9EUiHTZX3V1V6sb/d2LNKHx5/kDMLef++urbjkxSx7MSki8id9yODYQ7a45iO4ceT5eV8/nyo - 2hh28r/QoiQmqbdJGoHTqRMNbZGtLxOAj/nMdq8uZ9HG0LS61fCMudz1atXnKy6H/WJdLk9HuNCg - xl8MtzdD2KuEW4dqyMvoUhfW2BrdJfRy1tP2hZFhMhr7bTvv5e5HJ66+Jf3FYC22im7bRnRkX498 - cYuYPnxfczvDnBsuBOOeLG6VMCYqHJam8/03qZCjKDbbkrjC2EbqP0xlu3Xlorzd3V/f2GLyMvkC - AAD//wMAlpQiYaEHAAA= + H4sIAAAAAAAAAwAAAP//jFRNb9swDL3nVxA6J0HqplmbWzFsWPdxKzB0yxAoMm2zlUVBpJMFRf/7 + IDtt0n0AuwSGHt/jI/OkxxGAodIswbjGqmujn7y9q2d3u+L6a4df3Obq3tbnn781D/W79tNHNePM + 4M09On1mTR230aMShwF2Ca1iVj17syjOL2eLxaIHWi7RZ1oddTKfnk1aCjQpZsXFZDafnM0P9IbJ + oZglfB8BADz2v9loKPGnWcJs/HzSooit0SxfigBMYp9PjBUhURsG0wfQcVAMvffbhru60SXcNghK + 6hFWJn9TG61T4Aqub4ACaINQddolzGc7Tg8rAyTgPNoENpRQUkKnfg+2LBOKoPQk5UhuCjeaqxuq + G7+HhB63NijUtMVB23UpYdBeiUPNFGooSVwnQhwE7IY7zV402SAVpzZX3PMGWpseUKVnZl/RW4dQ + 7oNtycm0nyw2yQqC47DFvUDkPD9Z/zwmVhU6pS36PWz2g02qG809VmYoWpm+xcq8XsN4ZWDXkGvA + ptyhjeh95uViaiOnvP48Y4syhQ+8wy2m8bCbfuGOO1/CBkH6nn4PLScEieioIgecAENt6yyqDBga + GxwCqRzsj2HTKfAWk/UeqN+0aOKDiedtT1dhFd5TsB6ug+wwLWF+GouEVSc2ZzN03p8ANgRWm7Pd + B/LHAXl6iaDnOibeyG9UU1EgadYJrXDIcRPlaHr0aQTwo4969yq9JiZuo66VH7BvVxRXg545XrEj + enVxAJXV+uP5eTEf/0VvXaJa8nJyWYyzrsHySD3eLNuVxCfA6GTqP938TXuYnEL9P/JHwDmMiuU6 + JizJvZ74WJYwv0D/KnvZcm/YCKYtOVwrYcr/RImV7fzhLZO9KLbrikKNKSYa3oYqrueuuLw4qy4X + hRk9jX4BAAD//wMAFDeXSSoFAAA= headers: CF-RAY: - - 974ee7768809fa49-SJC + - REDACTED-RAY Connection: - keep-alive Content-Encoding: @@ -819,9 +232,15 @@ interactions: Content-Type: - application/json Date: - - Mon, 25 Aug 2025 23:35:12 GMT + - Wed, 05 Nov 2025 22:11:08 GMT Server: - cloudflare + Set-Cookie: + - __cf_bm=REDACTED; + path=/; expires=Wed, 05-Nov-25 22:41:08 GMT; domain=.api.openai.com; HttpOnly; + Secure; SameSite=None + - _cfuvid=REDACTED; + path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None Strict-Transport-Security: - max-age=31536000; includeSubDomains; preload Transfer-Encoding: @@ -835,41 +254,37 @@ interactions: cf-cache-status: - DYNAMIC openai-organization: - - crewai-iuxna1 + - user-hortuttj2f3qtmxyik2zxf4q openai-processing-ms: - - '4274' + - '1531' openai-project: - - proj_xitITlrFeen7zjNSzML82h9x + - proj_fL4UBWR1CMpAAdgzaSKqsVvA openai-version: - '2020-10-01' x-envoy-upstream-service-time: - - '4339' - x-ratelimit-limit-project-requests: - - '10000' + - '1543' + x-openai-proxy-wasm: + - v0.1 x-ratelimit-limit-requests: - - '10000' + - '500' x-ratelimit-limit-tokens: - - '30000000' - x-ratelimit-remaining-project-requests: - - '9999' + - '200000' x-ratelimit-remaining-requests: - - '9999' + - '499' x-ratelimit-remaining-tokens: - - '29999380' - x-ratelimit-reset-project-requests: - - 6ms + - '199734' x-ratelimit-reset-requests: - - 6ms + - 120ms x-ratelimit-reset-tokens: - - 1ms + - 79ms x-request-id: - - req_9ad5330b210c40cab7dbaa4822ab4144 + - req_REDACTED status: code: 200 message: OK - request: - body: '{"messages": [{"role": "system", "content": "You are Crew Manager. You - are a seasoned manager with a knack for getting the best out of your team.\nYou + body: '{"messages":[{"role":"system","content":"You are Crew Manager. You are + a seasoned manager with a knack for getting the best out of your team.\nYou are also known for your ability to delegate work to the right people, and to ask the right questions to get the best out of your team.\nEven though you don''t perform tasks by yourself, you have a lot of experience in the field, which @@ -900,26 +315,26 @@ interactions: to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce all necessary information is gathered, return the following format:\n\n```\nThought: I now know the final answer\nFinal Answer: the final answer to the original - input question\n```"}, {"role": "user", "content": "\nCurrent Task: Give me - an integer score between 1-5 for the following title: ''The impact of AI in - the future of work''\n\nThis is the expected criteria for your final answer: - The score of the title.\nyou MUST return the actual complete content as the - final answer, not a summary.\nEnsure your final answer contains only the content - in the following format: {\n \"score\": int\n}\n\nEnsure the final output does - not include any code block markers like ```json or ```python.\n\nBegin! This - is VERY important to you, use the tools available and give your best Final Answer, - your job depends on it!\n\nThought:"}, {"role": "assistant", "content": "Thought: - The task requires a score to be assigned to the title \"The impact of AI in - the future of work\" based on specific criteria. I should delegate this task - to the Scorer, who is responsible for evaluating and scoring titles.\n\nAction: - Delegate work to coworker\nAction Input: {\"task\": \"Score the title: ''The - impact of AI in the future of work''\", \"context\": \"Provide an integer score - between 1-5 based on its effectiveness and relevance. Consider how well it captures - attention and provides insight into the topic of AI''s role in shaping future - work environments.\", \"coworker\": \"Scorer\"}\nObservation: 5 - The title - \"The impact of AI in the future of work\" is effective and relevant; it captures - attention and provides clear insight into the topic of AI''s influence on future - work environments."}], "model": "gpt-4o", "stop": ["\nObservation:"]}' + input question\n```"},{"role":"user","content":"\nCurrent Task: Give me an integer + score between 1-5 for the following title: ''The impact of AI in the future + of work''\n\nThis is the expected criteria for your final answer: The score + of the title.\nyou MUST return the actual complete content as the final answer, + not a summary.\nEnsure your final answer strictly adheres to the following OpenAPI + schema: {\n \"properties\": {\n \"score\": {\n \"title\": \"Score\",\n \"type\": + \"integer\"\n }\n },\n \"required\": [\n \"score\"\n ],\n \"title\": + \"ScoreOutput\",\n \"type\": \"object\",\n \"additionalProperties\": false\n}\n\nDo + not include the OpenAPI schema in the final output. Ensure the final output + does not include any code block markers like ```json or ```python.\n\nBegin! + This is VERY important to you, use the tools available and give your best Final + Answer, your job depends on it!\n\nThought:"},{"role":"assistant","content":"Thought: + To provide an integer score between 1-5 for the given title \"The impact of + AI in the future of work\", I need to delegate this evaluation task to the Scorer, + as they are equipped to handle scoring tasks based on specific criteria.\n\nAction: + Delegate work to coworker\nAction Input: {\"task\": \"Provide an integer score + between 1-5 for the title ''The impact of AI in the future of work''.\", \"context\": + \"Please evaluate the title based on clarity, relevance, and potential impact. + The score should reflect how well the title conveys these elements.\", \"coworker\": + \"Scorer\"}\nObservation: 4"}],"model":"gpt-4o"}' headers: accept: - application/json @@ -928,16 +343,16 @@ interactions: connection: - keep-alive content-length: - - '4046' + - '4073' content-type: - application/json cookie: - - __cf_bm=YpzdHjazbzCs_jFT50s5M0hX1JuSBHogZUhvJPwKBxo-1756164908-1.0.1.1-0_bgL0r_yqn68W2fJN2xF5CCACGY7K50iAbPVUOmryv.tRDq7ol7sxSwg426hLg0zfDxbndIK7kH_GroqzjZPEDEvz1epE4gpDLuWX.pkao; - _cfuvid=tx8GIgZ811onK882sIkQbg1SC1WHXyFyvZ_UvhApcYI-1756164908485-0.0.1.1-604800000 + - __cf_bm=REDACTED; + _cfuvid=REDACTED host: - api.openai.com user-agent: - - OpenAI/Python 1.93.0 + - OpenAI/Python 1.109.1 x-stainless-arch: - arm64 x-stainless-async: @@ -947,11 +362,9 @@ interactions: x-stainless-os: - MacOS x-stainless-package-version: - - 1.93.0 - x-stainless-raw-response: - - 'true' + - 1.109.1 x-stainless-read-timeout: - - '600.0' + - '600' x-stainless-retry-count: - '0' x-stainless-runtime: @@ -963,18 +376,17 @@ interactions: response: body: string: !!binary | - H4sIAAAAAAAAAwAAAP//jFLLbtswELzrKxY8W4FkW37oFhQomhbopUEPrQKBplYSG4pkyVXSwPC/ - F5RiS0lTIBcC5OwMZ3b3GAEwWbEcmGg5ic6q+MPukNx+eyJt09/f/fbHzUNF6svXZLX//Klji8Aw - h18o6My6EqazCkkaPcLCIScMquk226Sb9T5dDUBnKlSB1liK1yZeJst1nOziZPNMbI0U6FkOPyMA - gONwBou6wj8sh2RxfunQe94gyy9FAMwZFV4Y91564prYYgKF0YR6cH3bmr5pKYcb0OYR7sNBLUIt - NVfAtX9Ed1Xoj8P1erjmcCw0QMG8MA4LlkNW6NNc32Hdex7i6V6pGcC1NsRDe4Zkd8/I6ZJFmcY6 - c/CvqKyWWvq2dMi90cG3J2PZgJ4igLuhZ/2LNjDrTGepJHOPw3e7LB312DSlCV2eQTLE1Yy1XS7e - 0CsrJC6Vn3WdCS5arCbqNCLeV9LMgGiW+l83b2mPyaVu3iM/AUKgJaxK67CS4mXiqcxhWOL/lV26 - PBhmHt2DFFiSRBcmUWHNezXuF/NPnrAra6kbdNbJcclqW+6SfbbJVitxYNEp+gsAAP//AwDpVFDZ - bQMAAA== + H4sIAAAAAAAAAwAAAP//jFJNb9swDL37VxA8x4PrZanr2zBgwIbttGFFthSGKtO2WlkSJHrpFuS/ + D7LT2NkHsIsA8vE98ZE8JACoaiwBZSdY9k6nb7ZtJr5uvxD1759uP6j9Npf88JE+9T9vA64iw94/ + kORn1gtpe6eJlTUTLD0Jpqh6db3JXxbZZlOMQG9r0pHWOk7XNs2zfJ1mRZptTsTOKkkBS/iWAAAc + xje2aGp6whKy1XOmpxBES1ieiwDQWx0zKEJQgYVhXM2gtIbJjF1/7uzQdlzCOzB2D4/x4Y6gUUZo + ECbsye/M2zF6PUYlHHYYpPW0wxLWx6Wwp2YIIvoyg9YLQBhjWcS5jJbuTsjxbELb1nl7H36jYqOM + Cl3lSQRrYsOBrcMRPSYAd+Owhgv/6LztHVdsH2n8rijySQ/n9czoVXEC2bLQc/4mO434Uq+qiYXS + YTFulEJ2VM/UeTdiqJVdAMnC9Z/d/E17cq5M+z/yMyAlOaa6cp5qJS8dz2We4vX+q+w85bFhDOS/ + K0kVK/JxEzU1YtDTYWH4EZj6qlGmJe+8mq6rcZW4Lgr5SlCTYXJMfgEAAP//AwBVB/9ZZgMAAA== headers: CF-RAY: - - 974ee792a8c6fa49-SJC + - REDACTED-RAY Connection: - keep-alive Content-Encoding: @@ -982,7 +394,7 @@ interactions: Content-Type: - application/json Date: - - Mon, 25 Aug 2025 23:35:13 GMT + - Wed, 05 Nov 2025 22:11:09 GMT Server: - cloudflare Strict-Transport-Security: @@ -998,195 +410,31 @@ interactions: cf-cache-status: - DYNAMIC openai-organization: - - crewai-iuxna1 + - user-hortuttj2f3qtmxyik2zxf4q openai-processing-ms: - - '570' + - '503' openai-project: - - proj_xitITlrFeen7zjNSzML82h9x + - proj_fL4UBWR1CMpAAdgzaSKqsVvA openai-version: - '2020-10-01' x-envoy-upstream-service-time: - - '598' - x-ratelimit-limit-project-requests: - - '10000' + - '521' + x-openai-proxy-wasm: + - v0.1 x-ratelimit-limit-requests: - - '10000' + - '500' x-ratelimit-limit-tokens: - - '30000000' - x-ratelimit-remaining-project-requests: - - '9999' + - '30000' x-ratelimit-remaining-requests: - - '9999' + - '499' x-ratelimit-remaining-tokens: - - '29999042' - x-ratelimit-reset-project-requests: - - 6ms + - '29033' x-ratelimit-reset-requests: - - 6ms + - 120ms x-ratelimit-reset-tokens: - - 1ms + - 1.934s x-request-id: - - req_457bdb91af6147b39002e1b4804064fa - status: - code: 200 - message: OK -- request: - body: '{"messages": [{"role": "system", "content": "You are Crew Manager. 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You are + a seasoned manager with a knack for getting the best out of your team.\nYou are also known for your ability to delegate work to the right people, and to ask the right questions to get the best out of your team.\nEven though you don''t perform tasks by yourself, you have a lot of experience in the field, which @@ -612,15 +32,18 @@ interactions: to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce all necessary information is gathered, return the following format:\n\n```\nThought: I now know the final answer\nFinal Answer: the final answer to the original - input question\n```"}, {"role": "user", "content": "\nCurrent Task: Give me - an integer score between 1-5 for the following title: ''The impact of AI in - the future of work''\n\nThis is the expected criteria for your final answer: - The score of the title.\nyou MUST return the actual complete content as the - final answer, not a summary.\nEnsure your final answer contains only the content - in the following format: {\n \"score\": int\n}\n\nEnsure the final output does - not include any code block markers like ```json or ```python.\n\nBegin! This - is VERY important to you, use the tools available and give your best Final Answer, - your job depends on it!\n\nThought:"}], "model": "gpt-4o", "stop": ["\nObservation:"]}' + input question\n```"},{"role":"user","content":"\nCurrent Task: Give me an integer + score between 1-5 for the following title: ''The impact of AI in the future + of work''\n\nThis is the expected criteria for your final answer: The score + of the title.\nyou MUST return the actual complete content as the final answer, + not a summary.\nEnsure your final answer strictly adheres to the following OpenAPI + schema: {\n \"properties\": {\n \"score\": {\n \"title\": \"Score\",\n \"type\": + \"integer\"\n }\n },\n \"required\": [\n \"score\"\n ],\n \"title\": + \"ScoreOutput\",\n \"type\": \"object\",\n \"additionalProperties\": false\n}\n\nDo + not include the OpenAPI schema in the final output. Ensure the final output + does not include any code block markers like ```json or ```python.\n\nBegin! + This is VERY important to you, use the tools available and give your best Final + Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4o"}' headers: accept: - application/json @@ -629,16 +52,13 @@ interactions: connection: - keep-alive content-length: - - '3194' + - '3433' content-type: - application/json - cookie: - - __cf_bm=N_ULh2gJbt2dWumbG8h6_rw_QD0TBQ3f1NYS.FsG3w0-1756165097-1.0.1.1-fGULs7H8u7wOLv7QAwRQdlWcZr2zj6dkLXQk5xPa.7SBOn9qj1nh6.VDONMzgxqO2telES4KZZPzeC2G4YFJXV5Q4hemTm4jcMsXA10XFYM; - _cfuvid=_3IyqhyxR3x9q67TqmIC1eWhmeXZIMbk_6ChUHMngHM-1756165097262-0.0.1.1-604800000 host: - api.openai.com user-agent: - - OpenAI/Python 1.93.0 + - OpenAI/Python 1.109.1 x-stainless-arch: - arm64 x-stainless-async: @@ -648,11 +68,9 @@ interactions: x-stainless-os: - MacOS x-stainless-package-version: - - 1.93.0 - x-stainless-raw-response: - - 'true' + - 1.109.1 x-stainless-read-timeout: - - '600.0' + - '600' x-stainless-retry-count: - '0' x-stainless-runtime: @@ -664,22 +82,23 @@ interactions: response: body: string: !!binary | - H4sIAAAAAAAAAwAAAP//jFRNb9swDL3nVxC69OIEcdukmW/FdlgOOwwL1mJzESgSbWuVJY+i84Ei - /32Q8+F064BeDJuP7/GRpvQyABBGiwyEqiSrurHDj7PVzePj3aJ6UA9f59Xd/H7ifqy/04fPX2gn - ksjwq1+o+MQaKV83Ftl4d4AVoWSMqundZJpOJ+n4pgNqr9FGWtnw8NYPr8fXt8PxbDieHomVNwqD - yODnAADgpXtGi07jVmQwTk6RGkOQJYrsnAQgyNsYETIEE1g6FkkPKu8YXed6Ufm2rDiDOThEDexB - o8VSMgJXCCzDM/gCgvJkXHmIGbYIuVhUCKZupOKYcT8H4zq8aLkljLGNp+dcRNEY/6Y8IY1gDhtj - LTTk10Z3ZWrYGK5AWgsOVeyHdtC53HJk4xZVe+FolLvc3as45ww+nfzGajFb+fiGdEqBuWtazuAl - F5Gciwxy0Zm5aOfqfd1cgXcgIShpEQryNaSx5GSUiwRycfR8KLE4zY/wd2sIA+Ba2lby60GuZEAd - ZQup2FOA0KoKZABCi2vpFCZHYwlIp0FZSYZ3I4j6oWsjVL61GlYI0oFxjCUSrJA3iO5oMIFNhYSQ - ggnQeE+d1iR+4Vahtej43MRxfv2gKBf7yw0iLNog4wK71toLQDrnWcapd7v7dET25221vmzIr8Jf - VFEYZ0K1JJTBu7iZgX0jOnQ/AHjqTkX7atFFQ75ueMn+Gbty07vpQU/057BH05vJEWXP0vbALE2T - NwSXGlkaGy4OllBSVah7an8KZauNvwAGF23/a+ct7UPrxpXvke8BpbBh1MuGUBv1uuU+jTDeU/9L - O4+5MywC0tooXLJBir9CYyFbe7hCRNgFxnpZGFciNWQO90jRLG+nq6IY41jNxGA/+AMAAP//AwCd - ZJbYUAUAAA== + H4sIAAAAAAAAAwAAAP//jFRNj9s4DL3nVxC69JIEyTQzmcltMIsuBnvYAptLURcBLdO2GkUUJHqS + dpD/XkjOxEnbBXoxDD5+PD6KfB0BKFOpFSjdouidt5OnT82sJDt/+Lt6/ud2e5hv/e3Td/z2cW0O + T2qcIrj8Slreoqaad96SGHY9rAOhUMo6X97dvL+f3d09ZGDHFdkU1niZLHhyM7tZTGb3k9ndKbBl + oymqFXweAQC85m+i6Co6qBXMxm+WHcWIDanV2QlABbbJojBGEwWdqPEAanZCLrNet9w1razgGRxR + BcLQkAA6ME6ooQBRcyCoOYC0BD7wi6mSoxFLUKh1S2B2HrUA1/D4DMZlx7qTLlCy7Tlsp4WCdWsi + CMYtxJY7W0FJUJGlJimUCqew/1K1MIZ9y2AiBIqeXTSl7SnQC9oOxbgme/ckSoxUAee6JgAdPAUx + kaaFK9yjTtNYwV+nSplOqqY5/VF4c4Fn5ztZwWuhEslCraBQH/t2f9WjJNkTOZhPbs/a9Gze/Zki + 7wo1hqIfxUH6almhPv9JokC1JS05PqI15DSNIZClF8y/6Cog12BDO3ICntNgDdpU5sxpConTVeLy + qqeU5axiy3vYk7UXPWn0iXvMJoox0chBKUGgmDs1EkHYGz19a+0kcO6tH2yhjlC4f8tI4QX7wazP + U4cW4/DA8ESYa1hcSzyFNNjLl8t72KZPltk4tIAu7in0nh+y5TFb8nxz4kRrcbxci0B1FzFtpeus + vQDQOZZMNy/klxNyPK+g5cYHLuNPoao2zsR2Ewgju7RuUdirjB5HAF/yqndX26t84J2XjfCWcrnl + YtHnU8NxGdD58v0JFRa0A/AwX45/k3BTkaCx8eJaKI26pWoIHU4LdpXhC2B00favdH6Xu2/duOZP + 0g+A1uSFqo0PVBl93fLgFigd3/9zO8ucCav05IymjRgKaRQV1djZ/i6q+C0K7Ta1cQ0FH0x/HGu/ + weX9vb5FqmdqdBz9AAAA//8DAIPrE9IlBgAA headers: CF-RAY: - - 974eec36591c8486-SJC + - REDACTED-RAY Connection: - keep-alive Content-Encoding: @@ -687,505 +106,14 @@ interactions: Content-Type: - application/json Date: - - Mon, 25 Aug 2025 23:38:27 GMT - Server: - - cloudflare - Strict-Transport-Security: - - max-age=31536000; includeSubDomains; preload - Transfer-Encoding: - - chunked - X-Content-Type-Options: - - nosniff - access-control-expose-headers: - - X-Request-ID - alt-svc: - - h3=":443"; ma=86400 - cf-cache-status: - - DYNAMIC - openai-organization: - - crewai-iuxna1 - openai-processing-ms: - - '3819' - openai-project: - - proj_xitITlrFeen7zjNSzML82h9x - openai-version: - - '2020-10-01' - x-envoy-upstream-service-time: - - '3856' - x-ratelimit-limit-project-requests: - - '10000' - x-ratelimit-limit-requests: - - '10000' - x-ratelimit-limit-tokens: - - '30000000' - x-ratelimit-remaining-project-requests: - - '9999' - x-ratelimit-remaining-requests: - - '9999' - x-ratelimit-remaining-tokens: - - '29999242' - x-ratelimit-reset-project-requests: - - 6ms - x-ratelimit-reset-requests: - - 6ms - x-ratelimit-reset-tokens: - - 1ms - x-request-id: - - req_e91c7ccb367243348f19a41989b6992d - status: - code: 200 - message: OK -- request: - body: '{"messages": [{"role": "system", "content": "You are Scorer. You''re an - expert scorer, specialized in scoring titles.\nYour personal goal is: Score - the title\nTo give my best complete final answer to the task 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: Score the title ''The impact of - AI in the future of work'' on a scale from 1 to 5.\n\nThis is the expected criteria - for your final answer: Your best answer to your coworker asking you this, accounting - for the context shared.\nyou MUST return the actual complete content as the - final answer, not a summary.\n\nThis is the context you''re working with:\nThe - task requires evaluating the title based on factors such as relevance, impact, - and clarity. The score should be an integer between 1 to 5, where 1 is poor - and 5 is excellent.\n\nBegin! This is VERY important to you, use the tools available - and give your best Final Answer, your job depends on it!\n\nThought:"}, {"role": - "assistant", "content": "Thought: I need to delegate the task of scoring the - title \"The impact of AI in the future of work\" to the Scorer. I will provide - them with all necessary context to execute the task.\n\nAction: Delegate work - to coworker\nAction Input: {\"task\": \"Score the title ''The impact of AI in - the future of work'' on a scale from 1 to 5.\", \"context\": \"The task requires - evaluating the title based on factors such as relevance, impact, and clarity. - The score should be an integer between 1 to 5, where 1 is poor and 5 is excellent.\", - \"coworker\": \"Scorer\"}\nObservation: I encountered an error: Action ''Delegate - work to coworker'' don''t exist, these are the only available Actions:\n\nMoving - on then. 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You - are a seasoned manager with a knack for getting the best out of your team.\nYou - are also known for your ability to delegate work to the right people, and to - ask the right questions to get the best out of your team.\nEven though you don''t - perform tasks by yourself, you have a lot of experience in the field, which - allows you to properly evaluate the work of your team members.\nYour personal - goal is: Manage the team to complete the task in the best way possible.\nYou - ONLY have access to the following tools, and should NEVER make up tools that - are not listed here:\n\nTool Name: Delegate work to coworker\nTool Arguments: - {''task'': {''description'': ''The task to delegate'', ''type'': ''str''}, ''context'': - {''description'': ''The context for the task'', ''type'': ''str''}, ''coworker'': - {''description'': ''The role/name of the coworker to delegate to'', ''type'': - ''str''}}\nTool Description: Delegate a specific task to one of the following - coworkers: Scorer\nThe input to this tool should be the coworker, the task you - want them to do, and ALL necessary context to execute the task, they know nothing - about the task, so share absolutely everything you know, don''t reference things - but instead explain them.\nTool Name: Ask question to coworker\nTool Arguments: - {''question'': {''description'': ''The question to ask'', ''type'': ''str''}, - ''context'': {''description'': ''The context for the question'', ''type'': ''str''}, - ''coworker'': {''description'': ''The role/name of the coworker to ask'', ''type'': - ''str''}}\nTool Description: Ask a specific question to one of the following - coworkers: Scorer\nThe input to this tool should be the coworker, the question - you have for them, and ALL necessary context to ask the question properly, they - know nothing about the question, so share absolutely everything you know, don''t - reference things but instead explain them.\n\nIMPORTANT: Use the following format - in your response:\n\n```\nThought: you should always think about what to do\nAction: - the action to take, only one name of [Delegate work to coworker, Ask question - to coworker], just the name, exactly as it''s written.\nAction Input: the input - to the action, just a simple JSON object, enclosed in curly braces, using \" - to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce - all necessary information is gathered, return the following format:\n\n```\nThought: - I now know the final answer\nFinal Answer: the final answer to the original - input question\n```"}, {"role": "user", "content": "\nCurrent Task: Give me - an integer score between 1-5 for the following title: ''The impact of AI in - the future of work''\n\nThis is the expected criteria for your final answer: - The score of the title.\nyou MUST return the actual complete content as the - final answer, not a summary.\nEnsure your final answer contains only the content - in the following format: {\n \"score\": int\n}\n\nEnsure the final output does - not include any code block markers like ```json or ```python.\n\nBegin! This - is VERY important to you, use the tools available and give your best Final Answer, - your job depends on it!\n\nThought:"}, {"role": "assistant", "content": "Thought: - I need to delegate the task of scoring the title \"The impact of AI in the future - of work\" to the Scorer. I will provide them with all necessary context to execute - the task.\n\nAction: Delegate work to coworker\nAction Input: {\"task\": \"Score - the title ''The impact of AI in the future of work'' on a scale from 1 to 5.\", - \"context\": \"The task requires evaluating the title based on factors such - as relevance, impact, and clarity. The score should be an integer between 1 - to 5, where 1 is poor and 5 is excellent.\", \"coworker\": \"Scorer\"}\nObservation: - To evaluate the title ''The impact of AI in the future of work'', we need to - consider relevancy, impact, and clarity. 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This is VERY important to you, use the tools available and give your best Final Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}' headers: accept: @@ -286,7 +177,7 @@ interactions: connection: - keep-alive content-length: - - '1222' + - '1131' content-type: - application/json host: @@ -310,30 +201,29 @@ interactions: x-stainless-runtime: - CPython x-stainless-runtime-version: - - 3.12.10 + - 3.12.9 method: POST uri: https://api.openai.com/v1/chat/completions response: body: string: !!binary | - H4sIAAAAAAAAAwAAAP//jFRNj9tGDL37VxBzlo2113Y2ewsKBNkCRS6L9tANDHqGkpgdDYUZyo4T - 7H8vKDlrJ02BXgx5HvnIx69vMwDHwd2D8y2q7/o4/+0v2m7LzR/1l+Vt1z2u059fb99/8L8fTo9f - P7rKPGT/mbx+91p46fpIypIm2GdCJWNdvtku795ut9vtCHQSKJpb0+t8vVjOO048X92sNvOb9Xy5 - Pru3wp6Ku4e/ZwAA38ZfSzQF+uLu4ab6/tJRKdiQu381AnBZor04LIWLYlJXXUAvSSmNuT+2MjSt - 3sMDJDmCxwQNHwgQGhMAmMqR8lN6zwkjvBv/mfFRhhigeMkE2hIoayR4co8tAXc9egWp4d0DcBrx - etAhk70dJT8/OUBYgwyj1WYBj68UXKDlpo0nyBTpgEnHhCYWTlbWwqkBE3gJUVrs7dXI+4ieCmAK - 8Fn20GF+Ji0LeFAj95Ewj2DRjNy0Wks+Yg5G46XrhsQe1chGXdKzr6DDZ3thBcJygloy4BCYkkVS - gSEFylbnMKkVPxSw8kETMXmaFFJqsKGOkkKkA0XLp0jkUAEWU2L+50qZEginhB17o9JsNd1nQctU - KVNRQJ+lFOAUhqKZqSzggxzpQLm66oofe7UnKNH0xhN01jabWIrRdO1PgCHYV+nJc20hTSL0WQ5i - 5TgQUJxSVwFKrakC1gK92CwxxnPfKyiDb02QWbOka1oo5FXyyO5bjJFSY1l/PFDGGCurMBdAa46k - pnodgmqszdS8SdWRtb0Kbi05V+ecRmvdGeeMU1HCYOOC0FOuyStsFtcrkakeCtpepiHGKwBTEkXT - MS7jpzPy8rp+UZo+y7785OpqTlzanc2rJFu1otK7EX2ZAXwa13z4YXNdn6XrdafyTGO41Xo18bnL - ebmgy83mjKooxgtw+/ZN9QvCXSBFjuXqUjiPvqVwcb2cFZtvuQJmV7L/nc6vuCfpnJr/Q38BvKde - Kez6TIH9j5IvZpns/P6X2WuZx4RdoXxgTztlytaKQDUOcbqJrpyKUrerOTWU+8zTYaz73dqv7jbL - +m67crOX2T8AAAD//wMAu+XbmCcGAAA= + H4sIAAAAAAAAAwAAAP//nFRNb+M2EL37Vwx4lg3bcT7gW9APxJcWu1hg0W4WBk2NpGmoGYIc2esu + 8t8L0nHktClQ9CII8zhPb97o8fsEwFBt1mBcZ9X1wU9/+K2d3z/9+Ht8+HOx+fX2pw+CV/efP26Y + fnm4NlXukN0f6PTcNXPSB49KwifYRbSKmXVxe7O8upvfrJYF6KVGn9vaoNPVbDHtiWm6nC+vp/PV + dLF6ae+EHCazhi8TAIDv5ZmFco3fzBrm1bnSY0q2RbN+PQRgovhcMTYlSmpZTTWCTliRi/ZPnQxt + p2v41CEoqUd4NPmd+mCdgjRwvwFi0A6hGXSImGsHiU+PBiiB82hjBTVFdOqPENHj3rKCSulRCeRe + aCzX7/BUpe7pCf0xd+0QiBUjJiVuc8Uy2KEmZIfghB1GxhoOpB10csjMB/IeiBs/lEOZNnjrMM1g + o5AG54iLPCe8x2MqMpKTgOXjaSjLhN6qYizMMijYfkftQHqcwYMccI+xAlJwMvg6y0ye2i6z9hIR + kFvbZsUSIQV01JDL6pE7m0Wdh4JmiNphnD3yI/9MbD3cczpgXMMGDoU7uUyo/2clFlaQtUsD12X4 + cUfn1ZwMv/C4AmwadEr7vAJb1xFTKt6/LtAqdLmrmJ402jx5I/FgYw3ecjvYFivYDfrGIepDlP15 + WfZkVH1k2+ef4sKn0EWbXta9E0l6shN7ZJ1d/rsRmyHZHCAevL8ALLOozQEsqfn6gjy/5sRLG6Ls + 0t9aTUNMqdtGtEk4ZyKpBFPQ5wnA15LH4U3ETIjSB92qPGH53HJ5e+Iz4z0woourM6qi1o/A1c2q + eodwW6Na8uki0sZZ12E9to75z9GQC2ByMfY/5bzHfRqduP0v9CPgHAbFehsi1uTejjwei5ij9W/H + Xm0ugk3CuCeHWyWMeRU1Nnbwp8vLpGNS7LcNcYsxRDrdYE3Yrtzy7nrR3N0szeR58hcAAAD//wMA + yAb6DNAFAAA= headers: CF-RAY: - - 997186f4ef56dd1f-FCO + - REDACTED-RAY Connection: - keep-alive Content-Encoding: @@ -341,14 +231,14 @@ interactions: Content-Type: - application/json Date: - - Fri, 31 Oct 2025 07:44:28 GMT + - Wed, 05 Nov 2025 22:10:44 GMT Server: - cloudflare Set-Cookie: - - __cf_bm=8qRmqHic3PKOkCdnlc5s2fTHlZ8fBzfDa2aJ.xrQBBg-1761896668-1.0.1.1-JIBosm31AwPEXmz19O636o_doSclt_nENWvAfvp_gbjWPtfO2e99BjAvWJsUWjHVZGRlO6DJILFTRbA7iKdYGQykSCe_mj9a9644nS5E6VA; - path=/; expires=Fri, 31-Oct-25 08:14:28 GMT; domain=.api.openai.com; HttpOnly; + - __cf_bm=REDACTED; + path=/; expires=Wed, 05-Nov-25 22:40:44 GMT; domain=.api.openai.com; HttpOnly; Secure; SameSite=None - - _cfuvid=TlYX1UMlEMLrIXQ.QBUJAS4tT0N5uBkshUKYyJjd9.g-1761896668679-0.0.1.1-604800000; + - _cfuvid=REDACTED; path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None Strict-Transport-Security: - max-age=31536000; includeSubDomains; preload @@ -363,37 +253,31 @@ interactions: cf-cache-status: - DYNAMIC openai-organization: - - crewai-iuxna1 + - user-hortuttj2f3qtmxyik2zxf4q openai-processing-ms: - - '2019' + - '2541' openai-project: - - proj_xitITlrFeen7zjNSzML82h9x + - proj_fL4UBWR1CMpAAdgzaSKqsVvA openai-version: - '2020-10-01' x-envoy-upstream-service-time: - - '2126' + - '2570' x-openai-proxy-wasm: - v0.1 - x-ratelimit-limit-project-tokens: - - '150000000' x-ratelimit-limit-requests: - - '30000' + - '500' x-ratelimit-limit-tokens: - - '150000000' - x-ratelimit-remaining-project-tokens: - - '149999720' + - '200000' x-ratelimit-remaining-requests: - - '29999' + - '499' x-ratelimit-remaining-tokens: - - '149999720' - x-ratelimit-reset-project-tokens: - - 0s + - '199743' x-ratelimit-reset-requests: - - 2ms + - 120ms x-ratelimit-reset-tokens: - - 0s + - 77ms x-request-id: - - req_019c6c76f5414041b69f973973952df4 + - req_REDACTED status: code: 200 message: OK @@ -434,29 +318,24 @@ interactions: score between 1-5 for the following title: ''The impact of AI in the future of work''\n\nThis is the expected criteria for your final answer: The score of the title.\nyou MUST return the actual complete content as the final answer, - not a summary.\nEnsure your final answer contains only the content in the following - format: {\n \"properties\": {\n \"score\": {\n \"title\": \"Score\",\n \"type\": + not a summary.\nEnsure your final answer strictly adheres to the following OpenAPI + schema: {\n \"properties\": {\n \"score\": {\n \"title\": \"Score\",\n \"type\": \"integer\"\n }\n },\n \"required\": [\n \"score\"\n ],\n \"title\": - \"ScoreOutput\",\n \"type\": \"object\",\n \"additionalProperties\": false\n}\n\nEnsure - the final output does not include any code block markers like ```json or ```python.\n\nBegin! + \"ScoreOutput\",\n \"type\": \"object\",\n \"additionalProperties\": false\n}\n\nDo + not include the OpenAPI schema in the final output. Ensure the final output + does not include any code block markers like ```json or ```python.\n\nBegin! This is VERY important to you, use the tools available and give your best Final - Answer, your job depends on it!\n\nThought:"},{"role":"assistant","content":"To - complete the task, I need to delegate the scoring of the title ''The impact - of AI in the future of work'' to the Scorer. \n\nAction: Delegate work to coworker\nAction - Input: {\"task\": \"Evaluate and provide an integer score between 1-5 for the - title ''The impact of AI in the future of work''. Consider factors such as relevance, - clarity, engagement, and potential impact of the title.\", \"context\": \"This - score will be used to assess the quality of the title in terms of its relevance - and impact.\", \"coworker\": \"Scorer\"}\nObservation: I would score the title - \"The impact of AI in the future of work\" a 4 out of 5. The title is highly - relevant given the increasing role of AI in shaping workplaces and job markets. - It is clear and straightforward in communicating the topic, making it easy for - audiences to understand the focus at a glance. The engagement level is solid, - as AI and future work dynamics attract broad interest across industries. However, - the title could be slightly more compelling by adding specifics or a provocative - element to enhance its potential impact, such as mentioning specific sectors - or challenges. Overall, it is a strong, relevant, and clear title with potential - for broad impact, hence a 4 instead of a perfect 5."}],"model":"gpt-4o"}' + Answer, your job depends on it!\n\nThought:"},{"role":"assistant","content":"Thought: + I need to delegate the task of scoring the title ''The impact of AI in the future + of work'' to the Scorer, who is responsible for evaluating such tasks. \n\nAction: + Delegate work to coworker\nAction Input: {\"task\":\"Give an integer score between + 1-5 for the title ''The impact of AI in the future of work''.\",\"context\":\"The + title should be scored based on clarity, relevance, and interest in the context + of the future of work and AI.\",\"coworker\":\"Scorer\"}\nObservation: I would + score the title \"The impact of AI in the future of work\" a 4 out of 5. It + is clear, relevant, and interesting, effectively addressing the topic at hand + with straightforward language, but it could be improved with a more dynamic + or specific phrasing to boost engagement."}],"model":"gpt-4o"}' headers: accept: - application/json @@ -465,12 +344,12 @@ interactions: connection: - keep-alive content-length: - - '4667' + - '4232' content-type: - application/json cookie: - - __cf_bm=n45oVEbg4Ph05GBqJp2KyKI77cF1e_lNGmWrdQjbV20-1761896666-1.0.1.1-hTLlylCKTisapDYTpS63zm.2k2AGNs0DvyKGQ6MEtJHyYJBoXKqzsHRbsZN_dbtjm4Kj_5RG3J73ysTSs817q_9mvPtjHgZOvOPhDwGxV_M; - _cfuvid=gOhnFtutoiWlRm84LU88kCfEmlv5P_3_ZJ_wlDnkYy4-1761896666288-0.0.1.1-604800000 + - __cf_bm=REDACTED; + _cfuvid=REDACTED host: - api.openai.com user-agent: @@ -492,25 +371,23 @@ interactions: x-stainless-runtime: - CPython x-stainless-runtime-version: - - 3.12.10 + - 3.12.9 method: POST uri: https://api.openai.com/v1/chat/completions response: body: string: !!binary | - H4sIAAAAAAAAAwAAAP//jJNdb9MwFIbv8yssX7corda05A6QkLhhwJiQWKbItU8SU8f27GPGqPLf - JydZkxaQuHHk85xPvyfHhBAqBc0J5Q1D3lq1fPcNsl34Ut+m2Hj2/bo9fLyxD28/t+H37ZouYoTZ - /wCOL1GvuGmtApRGD5g7YAgx62qbrXavsyzb9aA1AlQMqy0ur8xyna6vlulumWZjYGMkB09zcpcQ - QsixP2OLWsAvmpN08WJpwXtWA81PToRQZ1S0UOa99Mg00sUEudEIuu/6a2NC3WBOPhBtHskhHtgA - qaRmijDtH8EV+n1/e9PfcnIsNCEFtc5YcCjBF3Q0RrPnxsHMEm0oUfW2gt4MeDGDT3ZkUiPU4Ao6 - wC5+usVQzcFDkA5E9Ly7qBWv96PfZanrgDbgWHBebFDuBJgQMurG1KezuSqmPBS6m7+fgyp4FuXT - QakZYFobZDFNr9z9SLqTVsrU1pm9vwilldTSN6UD5o2Oung0lva0S+JwcSfCmczx/VuLJZoD9OVW - aTouBZ3WcMLbzQjRIFPzsBM5y1gKQCaVn+0V5Yw3IKbYaQlZENLMQDKb+892/pZ7mF3q+n/ST4Bz - sAiitA6E5OcjT24Ootj/cju9c98w9eB+Sg4lSnBRCwEVC2r4g6h/8ghtWUldg7NODr9RZUu+r1bb - 3WaTbWnSJc8AAAD//wMAQ/5c5U8EAAA= + H4sIAAAAAAAAAwAAAP//jFJda9wwEHz3rxD7fFd8l/tw/BYKpYVSSD9SSi8YRV7b6slaVVo3Kcf9 + 9yL7cnbaBPoikGZnNLO7h0QI0CXkAlQjWbXOzF9/q9O36+X1jfNfbj6+f5CVC/bn9tPm6/7DNcwi + g+5+oOJH1itFrTPImuwAK4+SMaoutpvlRZZuVpc90FKJJtJqx/MVzZfpcjVPs3m6OREb0goD5OJ7 + IoQQh/6MFm2JD5CLdPb40mIIskbIz0VCgCcTX0CGoANLyzAbQUWW0fauPzfU1Q3n4p2wdC/28eAG + RaWtNELacI9+Z9/0t6v+lovDDoIijzvIV8eprseqCzLGsp0xE0BaSyxjW/pEtyfkeM5gqHae7sJf + VKi01aEpPMpANvoNTA569JgIcdv3qnsSH5yn1nHBtMf+u8tFNujBOJ0RXWxPIBNLM2FdrGfP6BUl + stQmTLoNSqoGy5E6jkZ2paYJkExS/+vmOe0hubb1/8iPgFLoGMvCeSy1epp4LPMYl/elsnOXe8MQ + 0P/SCgvW6OMkSqxkZ4a9gvA7MLZFpW2N3nk9LFflCrnNMrWWWKWQHJM/AAAA//8DAJjmLpVlAwAA headers: CF-RAY: - - 997187038d85ea38-FCO + - REDACTED-RAY Connection: - keep-alive Content-Encoding: @@ -518,7 +395,7 @@ interactions: Content-Type: - application/json Date: - - Fri, 31 Oct 2025 07:44:29 GMT + - Wed, 05 Nov 2025 22:10:50 GMT Server: - cloudflare Strict-Transport-Security: @@ -534,155 +411,31 @@ interactions: cf-cache-status: - DYNAMIC openai-organization: - - crewai-iuxna1 + - user-hortuttj2f3qtmxyik2zxf4q openai-processing-ms: - - '740' + - '1276' openai-project: - - proj_xitITlrFeen7zjNSzML82h9x + - proj_fL4UBWR1CMpAAdgzaSKqsVvA openai-version: - '2020-10-01' x-envoy-upstream-service-time: - - '772' + - '5184' x-openai-proxy-wasm: - v0.1 - x-ratelimit-limit-project-requests: - - '10000' x-ratelimit-limit-requests: - - '10000' + - '500' x-ratelimit-limit-tokens: - - '30000000' - x-ratelimit-remaining-project-requests: - - '9999' + - '30000' x-ratelimit-remaining-requests: - - '9999' + - '499' x-ratelimit-remaining-tokens: - - '29998885' - x-ratelimit-reset-project-requests: - - 6ms + - '28993' x-ratelimit-reset-requests: - - 6ms + - 120ms x-ratelimit-reset-tokens: - - 2ms + - 2.013s x-request-id: - - req_5c525e6992a14138826044dd5a2becf9 - status: - code: 200 - message: OK -- request: - body: '{"messages":[{"role":"system","content":"Please convert the following text - into valid JSON.\n\nOutput ONLY the valid JSON and nothing else.\n\nThe JSON - must follow this schema exactly:\n```json\n{\n score: int\n}\n```"},{"role":"user","content":"{\n \"properties\": - {\n \"score\": {\n \"title\": \"Score\",\n \"type\": \"integer\"\n }\n },\n \"required\": - [\n \"score\"\n ],\n \"title\": \"ScoreOutput\",\n \"type\": \"object\",\n \"additionalProperties\": - false\n}"}],"model":"gpt-4o","response_format":{"type":"json_schema","json_schema":{"schema":{"properties":{"score":{"title":"Score","type":"integer"}},"required":["score"],"title":"ScoreOutput","type":"object","additionalProperties":false},"name":"ScoreOutput","strict":true}},"stream":false}' - headers: - accept: - - application/json - accept-encoding: - - gzip, deflate, zstd - connection: - - keep-alive - content-length: - - '779' - content-type: - - application/json - cookie: - - __cf_bm=n45oVEbg4Ph05GBqJp2KyKI77cF1e_lNGmWrdQjbV20-1761896666-1.0.1.1-hTLlylCKTisapDYTpS63zm.2k2AGNs0DvyKGQ6MEtJHyYJBoXKqzsHRbsZN_dbtjm4Kj_5RG3J73ysTSs817q_9mvPtjHgZOvOPhDwGxV_M; 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The text provided contains about 21 words." guardrail = LLMGuardrail( description="Ensure the result has less than 500 words", llm=LLM(model="gpt-4o") @@ -252,10 +252,7 @@ def test_guardrail_emits_events(sample_agent): { "success": False, "result": None, - "error": "The task result does not comply with the guardrail because none of " - "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.", + "error": "The output indicates that none of the authors mentioned are from Italy, while the guardrail requires authors to be from Italy. Therefore, the output does not comply with the guardrail.", "retry_count": 0, }, {"success": True, "result": result.raw, "error": None, "retry_count": 1}, diff --git a/lib/crewai/tests/utilities/test_converter.py b/lib/crewai/tests/utilities/test_converter.py index 1ef970a8d..4fa6d2c2b 100644 --- a/lib/crewai/tests/utilities/test_converter.py +++ b/lib/crewai/tests/utilities/test_converter.py @@ -227,28 +227,22 @@ def test_get_conversion_instructions_gpt() -> None: with patch.object(LLM, "supports_function_calling") as supports_function_calling: supports_function_calling.return_value = True instructions = get_conversion_instructions(SimpleModel, llm) - model_schema = PydanticSchemaParser(model=SimpleModel).get_schema() - expected_instructions = ( - "Please convert the following text into valid JSON.\n\n" - "Output ONLY the valid JSON and nothing else.\n\n" - "Use this format exactly:\n```json\n" - f"{model_schema}\n```" - ) - assert instructions == expected_instructions + # Now using OpenAPI schema format for all models + assert "Ensure your final answer strictly adheres to the following OpenAPI schema:" in instructions + assert '"type": "json_schema"' in instructions + assert '"name": "SimpleModel"' in instructions + assert "Do not include the OpenAPI schema in the final output" in instructions def test_get_conversion_instructions_non_gpt() -> None: llm = LLM(model="ollama/llama3.1", base_url="http://localhost:11434") with patch.object(LLM, "supports_function_calling", return_value=False): instructions = get_conversion_instructions(SimpleModel, llm) - # Check that the JSON schema is properly formatted - assert "Please convert the following text into valid JSON" in instructions - assert "Output ONLY the valid JSON and nothing else" in instructions - assert "Use this format exactly" in instructions - assert "```json" in instructions - assert '"type": "object"' in instructions - assert '"properties"' in instructions - assert "'type': 'json_schema'" not in instructions + # Now using OpenAPI schema format for all models + assert "Ensure your final answer strictly adheres to the following OpenAPI schema:" in instructions + assert '"type": "json_schema"' in instructions + assert '"name": "SimpleModel"' in instructions + assert "Do not include the OpenAPI schema in the final output" in instructions # Tests for is_gpt