Cassettes

* upgrade chroma and adjust embedder function generator

* >= version

* linted

.github/workflows/security-checker.yml

@@ -19,5 +19,5 @@ jobs:
         run: pip install bandit
 
       - name: Run Bandit
-        run: bandit -c pyproject.toml -r src/ -lll
+        run: bandit -c pyproject.toml -r src/ -ll
 

.gitignore

@@ -17,3 +17,7 @@ rc-tests/*
 temp/*
 .vscode/*
 crew_tasks_output.json
+.codesight
+.mypy_cache
+.ruff_cache
+.venv

docs/concepts/crews.mdx

@@ -22,7 +22,8 @@ A crew in crewAI represents a collaborative group of agents working together to
 | **Max RPM** _(optional)_              | `max_rpm`              | Maximum requests per minute the crew adheres to during execution. Defaults to `None`.                                                                                                                                                                     |
 | **Language** _(optional)_             | `language`             | Language used for the crew, defaults to English.                                                                                                                                                                                                          |
 | **Language File** _(optional)_        | `language_file`        | Path to the language file to be used for the crew.                                                                                                                                                                                                        |
-| **Memory** _(optional)_               | `memory`               | Utilized for storing execution memories (short-term, long-term, entity memory). Defaults to `False`.                                                                                                                                                       |
+| **Memory** _(optional)_               | `memory`               | Utilized for storing execution memories (short-term, long-term, entity memory).                                                                                                                                                                           |
+| **Memory Config** _(optional)_        | `memory_config`        | Configuration for the memory provider to be used by the crew.                                                                                                                                                                                          |
 | **Cache** _(optional)_                | `cache`                | Specifies whether to use a cache for storing the results of tools' execution. Defaults to `True`.                                                                                                                                                          |
 | **Embedder** _(optional)_             | `embedder`             | Configuration for the embedder to be used by the crew. Mostly used by memory for now. Default is `{"provider": "openai"}`.                                                                                                                                                                     |
 | **Full Output** _(optional)_          | `full_output`          | Whether the crew should return the full output with all tasks outputs or just the final output. Defaults to `False`.                                                                                                                                       |

docs/concepts/llms.mdx

@@ -25,7 +25,100 @@ By default, CrewAI uses the `gpt-4o-mini` model. It uses environment variables i
 - `OPENAI_API_BASE`
 - `OPENAI_API_KEY`
 
-### 2. Custom LLM Objects
+### 2. Updating YAML files
+
+You can update the `agents.yml` file to refer to the LLM you want to use:
+
+```yaml Code
+researcher:
+    role: Research Specialist
+    goal: Conduct comprehensive research and analysis to gather relevant information,
+        synthesize findings, and produce well-documented insights.
+    backstory: A dedicated research professional with years of experience in academic
+        investigation, literature review, and data analysis, known for thorough and
+        methodical approaches to complex research questions.
+    verbose: true
+    llm: openai/gpt-4o
+    # llm: azure/gpt-4o-mini
+    # llm: gemini/gemini-pro
+    # llm: anthropic/claude-3-5-sonnet-20240620
+    # llm: bedrock/anthropic.claude-3-sonnet-20240229-v1:0
+    # llm: mistral/mistral-large-latest
+    # llm: ollama/llama3:70b
+    # llm: groq/llama-3.2-90b-vision-preview
+    # llm: watsonx/meta-llama/llama-3-1-70b-instruct
+    # ...
+```
+
+Keep in mind that you will need to set certain ENV vars depending on the model you are
+using to account for the credentials or set a custom LLM object like described below.
+Here are some of the required ENV vars for some of the LLM integrations:
+
+<AccordionGroup>
+    <Accordion title="OpenAI">
+    ```python Code
+    OPENAI_API_KEY=<your-api-key>
+    OPENAI_API_BASE=<optional-custom-base-url>
+    OPENAI_MODEL_NAME=<openai-model-name>
+    OPENAI_ORGANIZATION=<your-org-id>       # OPTIONAL
+    OPENAI_API_BASE=<openaiai-api-base>     # OPTIONAL
+    ```
+    </Accordion>
+
+    <Accordion title="Anthropic">
+    ```python Code
+    ANTHROPIC_API_KEY=<your-api-key>
+    ```
+    </Accordion>
+
+    <Accordion title="Google">
+    ```python Code
+    GEMINI_API_KEY=<your-api-key>
+    ```
+    </Accordion>
+
+    <Accordion title="Azure">
+    ```python Code
+    AZURE_API_KEY=<your-api-key>                    # "my-azure-api-key"
+    AZURE_API_BASE=<your-resource-url>              # "https://example-endpoint.openai.azure.com"
+    AZURE_API_VERSION=<api-version>                 # "2023-05-15"
+    AZURE_AD_TOKEN=<your-azure-ad-token>            # Optional
+    AZURE_API_TYPE=<your-azure-api-type>            # Optional
+    ```
+    </Accordion>
+
+    <Accordion title="AWS Bedrock">
+    ```python Code
+    AWS_ACCESS_KEY_ID=<your-access-key>
+    AWS_SECRET_ACCESS_KEY=<your-secret-key>
+    AWS_DEFAULT_REGION=<your-region>
+    ```
+    </Accordion>
+
+    <Accordion title="Mistral">
+    ```python Code
+    MISTRAL_API_KEY=<your-api-key>
+    ```
+    </Accordion>
+
+    <Accordion title="Groq">
+    ```python Code
+    GROQ_API_KEY=<your-api-key>
+    ```
+    </Accordion>
+
+    <Accordion title="IBM watsonx.ai">
+    ```python Code
+    WATSONX_URL=<your-url>                          # (required) Base URL of your WatsonX instance
+    WATSONX_APIKEY=<your-apikey>                    # (required) IBM cloud API key
+    WATSONX_TOKEN=<your-token>                      # (required) IAM auth token (alternative to APIKEY)
+    WATSONX_PROJECT_ID=<your-project-id>            # (optional) Project ID of your WatsonX instance
+    WATSONX_DEPLOYMENT_SPACE_ID=<your-space-id>     # (optional) ID of deployment space for deployed models
+    ```
+    </Accordion>
+</AccordionGroup>
+
+### 3. Custom LLM Objects
 
 Pass a custom LLM implementation or object from another library.
 
@@ -102,7 +195,7 @@ When configuring an LLM for your agent, you have access to a wide range of param
 
 These are examples of how to configure LLMs for your agent.
 
-<AccordionGroup>    
+<AccordionGroup>
     <Accordion title="OpenAI">
 
     ```python Code
@@ -133,10 +226,10 @@ These are examples of how to configure LLMs for your agent.
         model="cerebras/llama-3.1-70b",
         api_key="your-api-key-here"
     )
-    agent = Agent(llm=llm, ...) 
+    agent = Agent(llm=llm, ...)
     ```
     </Accordion>
- 
+
     <Accordion title="Ollama (Local LLMs)">
 
     CrewAI supports using Ollama for running open-source models locally:
@@ -150,7 +243,7 @@ These are examples of how to configure LLMs for your agent.
 
     agent = Agent(
         llm=LLM(
-            model="ollama/llama3.1", 
+            model="ollama/llama3.1",
             base_url="http://localhost:11434"
         ),
         ...
@@ -164,7 +257,7 @@ These are examples of how to configure LLMs for your agent.
     from crewai import LLM
 
     llm = LLM(
-        model="groq/llama3-8b-8192", 
+        model="groq/llama3-8b-8192",
         api_key="your-api-key-here"
     )
     agent = Agent(llm=llm, ...)
@@ -189,7 +282,7 @@ These are examples of how to configure LLMs for your agent.
     from crewai import LLM
 
     llm = LLM(
-        model="fireworks_ai/accounts/fireworks/models/llama-v3-70b-instruct",  
+        model="fireworks_ai/accounts/fireworks/models/llama-v3-70b-instruct",
         api_key="your-api-key-here"
     )
     agent = Agent(llm=llm, ...)
@@ -224,6 +317,29 @@ These are examples of how to configure LLMs for your agent.
     </Accordion>
 
     <Accordion title="IBM watsonx.ai">
+    You can use IBM Watson by seeting the following ENV vars:
+
+    ```python Code
+    WATSONX_URL=<your-url>
+    WATSONX_APIKEY=<your-apikey>
+    WATSONX_PROJECT_ID=<your-project-id>
+    ```
+
+    You can then define your agents llms by updating the `agents.yml`
+
+    ```yaml Code
+    researcher:
+        role: Research Specialist
+        goal: Conduct comprehensive research and analysis to gather relevant information,
+            synthesize findings, and produce well-documented insights.
+        backstory: A dedicated research professional with years of experience in academic
+            investigation, literature review, and data analysis, known for thorough and
+            methodical approaches to complex research questions.
+        verbose: true
+        llm: watsonx/meta-llama/llama-3-1-70b-instruct
+    ```
+
+    You can also set up agents more dynamically as a base level LLM instance, like bellow:
 
     ```python Code
     from crewai import LLM
@@ -247,7 +363,7 @@ These are examples of how to configure LLMs for your agent.
         api_key="your-api-key-here",
         base_url="your_api_endpoint"
     )
-    agent = Agent(llm=llm, ...) 
+    agent = Agent(llm=llm, ...)
     ```
     </Accordion>
 </AccordionGroup>

docs/concepts/memory.mdx

@@ -18,6 +18,7 @@ reason, and learn from past interactions.
 | **Long-Term Memory** | Preserves valuable insights and learnings from past executions, allowing agents to build and refine their knowledge over time. |
 | **Entity Memory**    | Captures and organizes information about entities (people, places, concepts) encountered during tasks, facilitating deeper understanding and relationship mapping. Uses `RAG` for storing entity information. |
 | **Contextual Memory**| Maintains the context of interactions by combining `ShortTermMemory`, `LongTermMemory`, and `EntityMemory`, aiding in the coherence and relevance of agent responses over a sequence of tasks or a conversation. |
+| **User Memory**      | Stores user-specific information and preferences, enhancing personalization and user experience. |
 
 ## How Memory Systems Empower Agents
 
@@ -92,6 +93,47 @@ my_crew = Crew(
 )
 ```
 
+## Integrating Mem0 for Enhanced User Memory
+
+[Mem0](https://mem0.ai/) is a self-improving memory layer for LLM applications, enabling personalized AI experiences. 
+
+To include user-specific memory you can get your API key [here](https://app.mem0.ai/dashboard/api-keys) and refer the [docs](https://docs.mem0.ai/platform/quickstart#4-1-create-memories) for adding user preferences.
+
+
+```python Code
+import os
+from crewai import Crew, Process
+from mem0 import MemoryClient
+
+# Set environment variables for Mem0
+os.environ["MEM0_API_KEY"] = "m0-xx"
+
+# Step 1: Record preferences based on past conversation or user input
+client = MemoryClient()
+messages = [
+    {"role": "user", "content": "Hi there! I'm planning a vacation and could use some advice."},
+    {"role": "assistant", "content": "Hello! I'd be happy to help with your vacation planning. What kind of destination do you prefer?"},
+    {"role": "user", "content": "I am more of a beach person than a mountain person."},
+    {"role": "assistant", "content": "That's interesting. Do you like hotels or Airbnb?"},
+    {"role": "user", "content": "I like Airbnb more."},
+]
+client.add(messages, user_id="john")
+
+# Step 2: Create a Crew with User Memory
+
+crew = Crew(
+    agents=[...],
+    tasks=[...],
+    verbose=True,
+    process=Process.sequential,
+    memory=True,
+    memory_config={
+        "provider": "mem0",
+        "config": {"user_id": "john"},
+    },
+)
+```
+
 
 ## Additional Embedding Providers
 

poetry.lock

@@ -1597,12 +1597,12 @@ files = [
 google-auth = ">=2.14.1,<3.0.dev0"
 googleapis-common-protos = ">=1.56.2,<2.0.dev0"
 grpcio = [
-    {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
     {version = ">=1.33.2,<2.0dev", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
 ]
 grpcio-status = [
-    {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
     {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
 ]
 proto-plus = ">=1.22.3,<2.0.0dev"
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
@@ -4286,8 +4286,8 @@ files = [
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.23.2", markers = "python_version == \"3.11\""},
     {version = ">=1.22.4", markers = "python_version < \"3.11\""},
+    {version = ">=1.23.2", markers = "python_version == \"3.11\""},
     {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
 ]
 python-dateutil = ">=2.8.2"

pyproject.toml

@@ -1,6 +1,6 @@
 [project]
 name = "crewai"
-version = "0.76.9"
+version = "0.80.0"
 description = "Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
 readme = "README.md"
 requires-python = ">=3.10,<=3.13"
@@ -16,7 +16,7 @@ dependencies = [
     "opentelemetry-exporter-otlp-proto-http>=1.22.0",
     "instructor>=1.3.3",
     "regex>=2024.9.11",
-    "crewai-tools>=0.13.4",
+    "crewai-tools>=0.14.0",
     "click>=8.1.7",
     "python-dotenv>=1.0.0",
     "appdirs>=1.4.4",
@@ -27,8 +27,8 @@ dependencies = [
     "pyvis>=0.3.2",
     "uv>=0.4.25",
     "tomli-w>=1.1.0",
-    "chromadb>=0.4.24",
     "tomli>=2.0.2",
+    "chromadb>=0.5.18",
 ]
 
 [project.urls]
@@ -37,8 +37,9 @@ Documentation = "https://docs.crewai.com"
 Repository = "https://github.com/crewAIInc/crewAI"
 
 [project.optional-dependencies]
-tools = ["crewai-tools>=0.13.4"]
+tools = ["crewai-tools>=0.14.0"]
 agentops = ["agentops>=0.3.0"]
+mem0 = ["mem0ai>=0.1.29"]
 
 [tool.uv]
 dev-dependencies = [
@@ -52,7 +53,7 @@ dev-dependencies = [
     "mkdocs-material-extensions>=1.3.1",
     "pillow>=10.2.0",
     "cairosvg>=2.7.1",
-    "crewai-tools>=0.13.4",
+    "crewai-tools>=0.14.0",
     "pytest>=8.0.0",
     "pytest-vcr>=1.0.2",
     "python-dotenv>=1.0.0",

src/crewai/__init__.py

@@ -14,5 +14,5 @@ warnings.filterwarnings(
     category=UserWarning,
     module="pydantic.main",
 )
-__version__ = "0.76.9"
+__version__ = "0.80.0"
 __all__ = ["Agent", "Crew", "Process", "Task", "Pipeline", "Router", "LLM", "Flow"]

src/crewai/agent.py

@@ -123,6 +123,11 @@ class Agent(BaseAgent):
     @model_validator(mode="after")
     def post_init_setup(self):
         self.agent_ops_agent_name = self.role
+        unnacepted_attributes = [
+            "AWS_ACCESS_KEY_ID",
+            "AWS_SECRET_ACCESS_KEY",
+            "AWS_REGION_NAME",
+        ]
 
         # Handle different cases for self.llm
         if isinstance(self.llm, str):
@@ -146,39 +151,44 @@ class Agent(BaseAgent):
             if api_base:
                 llm_params["base_url"] = api_base
 
+            set_provider = model_name.split("/")[0] if "/" in model_name else "openai"
+
             # Iterate over all environment variables to find matching API keys or use defaults
             for provider, env_vars in ENV_VARS.items():
-                for env_var in env_vars:
-                    # Check if the environment variable is set
-                    if "key_name" in env_var:
-                        env_value = os.environ.get(env_var["key_name"])
-                        if env_value:
-                            # Map key names containing "API_KEY" to "api_key"
-                            key_name = (
-                                "api_key"
-                                if "API_KEY" in env_var["key_name"]
-                                else env_var["key_name"]
-                            )
-                            # Map key names containing "API_BASE" to "api_base"
-                            key_name = (
-                                "api_base"
-                                if "API_BASE" in env_var["key_name"]
-                                else key_name
-                            )
-                            # Map key names containing "API_VERSION" to "api_version"
-                            key_name = (
-                                "api_version"
-                                if "API_VERSION" in env_var["key_name"]
-                                else key_name
-                            )
-                            llm_params[key_name] = env_value
-                    # Check for default values if the environment variable is not set
-                    elif env_var.get("default", False):
-                        for key, value in env_var.items():
-                            if key not in ["prompt", "key_name", "default"]:
-                                # Only add default if the key is already set in os.environ
-                                if key in os.environ:
-                                    llm_params[key] = value
+                if provider == set_provider:
+                    for env_var in env_vars:
+                        if env_var["key_name"] in unnacepted_attributes:
+                            continue
+                        # Check if the environment variable is set
+                        if "key_name" in env_var:
+                            env_value = os.environ.get(env_var["key_name"])
+                            if env_value:
+                                # Map key names containing "API_KEY" to "api_key"
+                                key_name = (
+                                    "api_key"
+                                    if "API_KEY" in env_var["key_name"]
+                                    else env_var["key_name"]
+                                )
+                                # Map key names containing "API_BASE" to "api_base"
+                                key_name = (
+                                    "api_base"
+                                    if "API_BASE" in env_var["key_name"]
+                                    else key_name
+                                )
+                                # Map key names containing "API_VERSION" to "api_version"
+                                key_name = (
+                                    "api_version"
+                                    if "API_VERSION" in env_var["key_name"]
+                                    else key_name
+                                )
+                                llm_params[key_name] = env_value
+                        # Check for default values if the environment variable is not set
+                        elif env_var.get("default", False):
+                            for key, value in env_var.items():
+                                if key not in ["prompt", "key_name", "default"]:
+                                    # Only add default if the key is already set in os.environ
+                                    if key in os.environ:
+                                        llm_params[key] = value
 
             self.llm = LLM(**llm_params)
         else:
@@ -252,9 +262,11 @@ class Agent(BaseAgent):
 
         if self.crew and self.crew.memory:
             contextual_memory = ContextualMemory(
+                self.crew.memory_config,
                 self.crew._short_term_memory,
                 self.crew._long_term_memory,
                 self.crew._entity_memory,
+                self.crew._user_memory,
             )
             memory = contextual_memory.build_context_for_task(task, context)
             if memory.strip() != "":

src/crewai/agents/agent_builder/utilities/base_token_process.py

@@ -4,6 +4,7 @@ from crewai.types.usage_metrics import UsageMetrics
 class TokenProcess:
     total_tokens: int = 0
     prompt_tokens: int = 0
+    cached_prompt_tokens: int = 0
     completion_tokens: int = 0
     successful_requests: int = 0
 
@@ -15,6 +16,9 @@ class TokenProcess:
         self.completion_tokens = self.completion_tokens + tokens
         self.total_tokens = self.total_tokens + tokens
 
+    def sum_cached_prompt_tokens(self, tokens: int):
+        self.cached_prompt_tokens = self.cached_prompt_tokens + tokens
+
     def sum_successful_requests(self, requests: int):
         self.successful_requests = self.successful_requests + requests
 
@@ -22,6 +26,7 @@ class TokenProcess:
         return UsageMetrics(
             total_tokens=self.total_tokens,
             prompt_tokens=self.prompt_tokens,
+            cached_prompt_tokens=self.cached_prompt_tokens,
             completion_tokens=self.completion_tokens,
             successful_requests=self.successful_requests,
         )

src/crewai/agents/crew_agent_executor.py

@@ -145,25 +145,26 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
                         formatted_answer.result = action_result
                         self._show_logs(formatted_answer)
 
-                        if self.step_callback:
-                            self.step_callback(formatted_answer)
+                    if self.step_callback:
+                        self.step_callback(formatted_answer)
 
-                        if self._should_force_answer():
-                            if self.have_forced_answer:
-                                return AgentFinish(
-                                    output=self._i18n.errors(
-                                        "force_final_answer_error"
-                                    ).format(formatted_answer.text),
-                                    text=formatted_answer.text,
-                                )
-                            else:
-                                formatted_answer.text += (
-                                    f'\n{self._i18n.errors("force_final_answer")}'
-                                )
-                                self.have_forced_answer = True
-                        self.messages.append(
-                            self._format_msg(formatted_answer.text, role="assistant")
-                        )
+                    if self._should_force_answer():
+                        if self.have_forced_answer:
+                            return AgentFinish(
+                                thought="",
+                                output=self._i18n.errors(
+                                    "force_final_answer_error"
+                                ).format(formatted_answer.text),
+                                text=formatted_answer.text,
+                            )
+                        else:
+                            formatted_answer.text += (
+                                f'\n{self._i18n.errors("force_final_answer")}'
+                            )
+                            self.have_forced_answer = True
+                    self.messages.append(
+                        self._format_msg(formatted_answer.text, role="assistant")
+                    )
 
         except OutputParserException as e:
             self.messages.append({"role": "user", "content": e.error})
@@ -332,9 +333,9 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
             if self.crew is not None and hasattr(self.crew, "_train_iteration"):
                 train_iteration = self.crew._train_iteration
                 if agent_id in training_data and isinstance(train_iteration, int):
-                    training_data[agent_id][train_iteration][
-                        "improved_output"
-                    ] = result.output
+                    training_data[agent_id][train_iteration]["improved_output"] = (
+                        result.output
+                    )
                     training_handler.save(training_data)
                 else:
                     self._logger.log(
@@ -385,4 +386,5 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
         return CrewAgentParser(agent=self.agent).parse(answer)
 
     def _format_msg(self, prompt: str, role: str = "user") -> Dict[str, str]:
+        prompt = prompt.rstrip()
         return {"role": role, "content": prompt}

src/crewai/cli/authentication/main.py

@@ -34,7 +34,9 @@ class AuthenticationCommand:
             "scope": "openid",
             "audience": AUTH0_AUDIENCE,
         }
-        response = requests.post(url=self.DEVICE_CODE_URL, data=device_code_payload)
+        response = requests.post(
+            url=self.DEVICE_CODE_URL, data=device_code_payload, timeout=20
+        )
         response.raise_for_status()
         return response.json()
 
@@ -54,7 +56,7 @@ class AuthenticationCommand:
 
         attempts = 0
         while True and attempts < 5:
-            response = requests.post(self.TOKEN_URL, data=token_payload)
+            response = requests.post(self.TOKEN_URL, data=token_payload, timeout=30)
             token_data = response.json()
 
             if response.status_code == 200:

src/crewai/cli/run_crew.py

@@ -24,7 +24,6 @@ def run_crew() -> None:
             f"Please run `crewai update` to update your pyproject.toml to use uv.",
             fg="red",
         )
-        print()
 
     try:
         subprocess.run(command, capture_output=False, text=True, check=True)

src/crewai/cli/templates/crew/pyproject.toml

@@ -5,7 +5,7 @@ description = "{{name}} using crewAI"
 authors = [{ name = "Your Name", email = "you@example.com" }]
 requires-python = ">=3.10,<=3.13"
 dependencies = [
-    "crewai[tools]>=0.76.9,<1.0.0"
+    "crewai[tools]>=0.80.0,<1.0.0"
 ]
 
 [project.scripts]

src/crewai/cli/templates/flow/pyproject.toml

@@ -5,7 +5,7 @@ description = "{{name}} using crewAI"
 authors = [{ name = "Your Name", email = "you@example.com" }]
 requires-python = ">=3.10,<=3.13"
 dependencies = [
-    "crewai[tools]>=0.76.9,<1.0.0",
+    "crewai[tools]>=0.80.0,<1.0.0",
 ]
 
 [project.scripts]

src/crewai/cli/templates/pipeline/pyproject.toml

@@ -6,7 +6,7 @@ authors = ["Your Name <you@example.com>"]
 
 [tool.poetry.dependencies]
 python = ">=3.10,<=3.13"
-crewai = { extras = ["tools"], version = ">=0.76.9,<1.0.0" }
+crewai = { extras = ["tools"], version = ">=0.80.0,<1.0.0" }
 asyncio = "*"
 
 [tool.poetry.scripts]

src/crewai/cli/templates/pipeline_router/pyproject.toml

@@ -5,7 +5,7 @@ description = "{{name}} using crewAI"
 authors = ["Your Name <you@example.com>"]
 requires-python = ">=3.10,<=3.13"
 dependencies = [
-    "crewai[tools]>=0.76.9,<1.0.0"
+    "crewai[tools]>=0.80.0,<1.0.0"
 ]
 
 [project.scripts]

src/crewai/cli/templates/tool/pyproject.toml

@@ -5,6 +5,6 @@ description = "Power up your crews with {{folder_name}}"
 readme = "README.md"
 requires-python = ">=3.10,<=3.13"
 dependencies = [
-    "crewai[tools]>=0.76.9"
+    "crewai[tools]>=0.80.0"
 ]
 

src/crewai/crew.py

@@ -5,7 +5,7 @@ import uuid
 import warnings
 from concurrent.futures import Future
 from hashlib import md5
-from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union
+from typing import TYPE_CHECKING, Any, Callable, Dict, List, Optional, Tuple, Union
 
 from pydantic import (
     UUID4,
@@ -27,6 +27,7 @@ from crewai.llm import LLM
 from crewai.memory.entity.entity_memory import EntityMemory
 from crewai.memory.long_term.long_term_memory import LongTermMemory
 from crewai.memory.short_term.short_term_memory import ShortTermMemory
+from crewai.memory.user.user_memory import UserMemory
 from crewai.process import Process
 from crewai.task import Task
 from crewai.tasks.conditional_task import ConditionalTask
@@ -35,9 +36,7 @@ from crewai.telemetry import Telemetry
 from crewai.tools.agent_tools.agent_tools import AgentTools
 from crewai.types.usage_metrics import UsageMetrics
 from crewai.utilities import I18N, FileHandler, Logger, RPMController
-from crewai.utilities.constants import (
-    TRAINING_DATA_FILE,
-)
+from crewai.utilities.constants import TRAINING_DATA_FILE
 from crewai.utilities.evaluators.crew_evaluator_handler import CrewEvaluator
 from crewai.utilities.evaluators.task_evaluator import TaskEvaluator
 from crewai.utilities.formatter import (
@@ -71,6 +70,7 @@ class Crew(BaseModel):
         manager_llm: The language model that will run manager agent.
         manager_agent: Custom agent that will be used as manager.
         memory: Whether the crew should use memory to store memories of it's execution.
+        memory_config: Configuration for the memory to be used for the crew.
         cache: Whether the crew should use a cache to store the results of the tools execution.
         function_calling_llm: The language model that will run the tool calling for all the agents.
         process: The process flow that the crew will follow (e.g., sequential, hierarchical).
@@ -94,6 +94,7 @@ class Crew(BaseModel):
     _short_term_memory: Optional[InstanceOf[ShortTermMemory]] = PrivateAttr()
     _long_term_memory: Optional[InstanceOf[LongTermMemory]] = PrivateAttr()
     _entity_memory: Optional[InstanceOf[EntityMemory]] = PrivateAttr()
+    _user_memory: Optional[InstanceOf[UserMemory]] = PrivateAttr()
     _train: Optional[bool] = PrivateAttr(default=False)
     _train_iteration: Optional[int] = PrivateAttr()
     _inputs: Optional[Dict[str, Any]] = PrivateAttr(default=None)
@@ -114,6 +115,10 @@ class Crew(BaseModel):
         default=False,
         description="Whether the crew should use memory to store memories of it's execution",
     )
+    memory_config: Optional[Dict[str, Any]] = Field(
+        default=None,
+        description="Configuration for the memory to be used for the crew.",
+    )
     short_term_memory: Optional[InstanceOf[ShortTermMemory]] = Field(
         default=None,
         description="An Instance of the ShortTermMemory to be used by the Crew",
@@ -126,7 +131,11 @@ class Crew(BaseModel):
         default=None,
         description="An Instance of the EntityMemory to be used by the Crew",
     )
-    embedder: Optional[Any] = Field(
+    user_memory: Optional[InstanceOf[UserMemory]] = Field(
+        default=None,
+        description="An instance of the UserMemory to be used by the Crew to store/fetch memories of a specific user.",
+    )
+    embedder: Optional[dict] = Field(
         default=None,
         description="Configuration for the embedder to be used for the crew.",
     )
@@ -154,6 +163,16 @@ class Crew(BaseModel):
         default=None,
         description="Callback to be executed after each task for all agents execution.",
     )
+    before_kickoff_callbacks: List[
+        Callable[[Optional[Dict[str, Any]]], Optional[Dict[str, Any]]]
+    ] = Field(
+        default_factory=list,
+        description="List of callbacks to be executed before crew kickoff. It may be used to adjust inputs before the crew is executed.",
+    )
+    after_kickoff_callbacks: List[Callable[[CrewOutput], CrewOutput]] = Field(
+        default_factory=list,
+        description="List of callbacks to be executed after crew kickoff. It may be used to adjust the output of the crew.",
+    )
     max_rpm: Optional[int] = Field(
         default=None,
         description="Maximum number of requests per minute for the crew execution to be respected.",
@@ -238,13 +257,22 @@ class Crew(BaseModel):
             self._short_term_memory = (
                 self.short_term_memory
                 if self.short_term_memory
-                else ShortTermMemory(crew=self, embedder_config=self.embedder)
+                else ShortTermMemory(
+                    crew=self,
+                    embedder_config=self.embedder,
+                )
             )
             self._entity_memory = (
                 self.entity_memory
                 if self.entity_memory
                 else EntityMemory(crew=self, embedder_config=self.embedder)
             )
+            if hasattr(self, "memory_config") and self.memory_config is not None:
+                self._user_memory = (
+                    self.user_memory if self.user_memory else UserMemory(crew=self)
+                )
+            else:
+                self._user_memory = None
         return self
 
     @model_validator(mode="after")
@@ -458,6 +486,9 @@ class Crew(BaseModel):
         self,
         inputs: Optional[Dict[str, Any]] = None,
     ) -> CrewOutput:
+        for callback in self.before_kickoff_callbacks:
+            inputs = callback(inputs)
+
         """Starts the crew to work on its assigned tasks."""
         self._execution_span = self._telemetry.crew_execution_span(self, inputs)
         self._task_output_handler.reset()
@@ -500,6 +531,9 @@ class Crew(BaseModel):
                 f"The process '{self.process}' is not implemented yet."
             )
 
+        for callback in self.after_kickoff_callbacks:
+            result = callback(result)
+
         metrics += [agent._token_process.get_summary() for agent in self.agents]
 
         self.usage_metrics = UsageMetrics()

src/crewai/llm.py

@@ -118,12 +118,12 @@ class LLM:
 
         litellm.drop_params = True
         litellm.set_verbose = False
-        litellm.callbacks = callbacks
+        self.set_callbacks(callbacks)
 
     def call(self, messages: List[Dict[str, str]], callbacks: List[Any] = []) -> str:
         with suppress_warnings():
             if callbacks and len(callbacks) > 0:
-                litellm.callbacks = callbacks
+                self.set_callbacks(callbacks)
 
             try:
                 params = {
@@ -181,3 +181,15 @@ class LLM:
     def get_context_window_size(self) -> int:
         # Only using 75% of the context window size to avoid cutting the message in the middle
         return int(LLM_CONTEXT_WINDOW_SIZES.get(self.model, 8192) * 0.75)
+
+    def set_callbacks(self, callbacks: List[Any]):
+        callback_types = [type(callback) for callback in callbacks]
+        for callback in litellm.success_callback[:]:
+            if type(callback) in callback_types:
+                litellm.success_callback.remove(callback)
+
+        for callback in litellm._async_success_callback[:]:
+            if type(callback) in callback_types:
+                litellm._async_success_callback.remove(callback)
+
+        litellm.callbacks = callbacks

src/crewai/memory/__init__.py

@@ -1,5 +1,6 @@
 from .entity.entity_memory import EntityMemory
 from .long_term.long_term_memory import LongTermMemory
 from .short_term.short_term_memory import ShortTermMemory
+from .user.user_memory import UserMemory
 
-__all__ = ["EntityMemory", "LongTermMemory", "ShortTermMemory"]
+__all__ = ["UserMemory", "EntityMemory", "LongTermMemory", "ShortTermMemory"]

src/crewai/memory/contextual/contextual_memory.py

@@ -1,13 +1,25 @@
-from typing import Optional
+from typing import Optional, Dict, Any
 
-from crewai.memory import EntityMemory, LongTermMemory, ShortTermMemory
+from crewai.memory import EntityMemory, LongTermMemory, ShortTermMemory, UserMemory
 
 
 class ContextualMemory:
-    def __init__(self, stm: ShortTermMemory, ltm: LongTermMemory, em: EntityMemory):
+    def __init__(
+        self,
+        memory_config: Optional[Dict[str, Any]],
+        stm: ShortTermMemory,
+        ltm: LongTermMemory,
+        em: EntityMemory,
+        um: UserMemory,
+    ):
+        if memory_config is not None:
+            self.memory_provider = memory_config.get("provider")
+        else:
+            self.memory_provider = None
         self.stm = stm
         self.ltm = ltm
         self.em = em
+        self.um = um
 
     def build_context_for_task(self, task, context) -> str:
         """
@@ -23,6 +35,8 @@ class ContextualMemory:
         context.append(self._fetch_ltm_context(task.description))
         context.append(self._fetch_stm_context(query))
         context.append(self._fetch_entity_context(query))
+        if self.memory_provider == "mem0":
+            context.append(self._fetch_user_context(query))
         return "\n".join(filter(None, context))
 
     def _fetch_stm_context(self, query) -> str:
@@ -32,9 +46,11 @@ class ContextualMemory:
         """
         stm_results = self.stm.search(query)
         formatted_results = "\n".join(
-            [f"- {result['context']}" for result in stm_results]
+            [
+                f"- {result['memory'] if self.memory_provider == 'mem0' else result['context']}"
+                for result in stm_results
+            ]
         )
-        print("formatted_results stm", formatted_results)
         return f"Recent Insights:\n{formatted_results}" if stm_results else ""
 
     def _fetch_ltm_context(self, task) -> Optional[str]:
@@ -54,8 +70,6 @@ class ContextualMemory:
         formatted_results = list(dict.fromkeys(formatted_results))
         formatted_results = "\n".join([f"- {result}" for result in formatted_results])  # type: ignore # Incompatible types in assignment (expression has type "str", variable has type "list[str]")
 
-        print("formatted_results ltm", formatted_results)
-
         return f"Historical Data:\n{formatted_results}" if ltm_results else ""
 
     def _fetch_entity_context(self, query) -> str:
@@ -65,7 +79,26 @@ class ContextualMemory:
         """
         em_results = self.em.search(query)
         formatted_results = "\n".join(
-            [f"- {result['context']}" for result in em_results]  # type: ignore #  Invalid index type "str" for "str"; expected type "SupportsIndex | slice"
+            [
+                f"- {result['memory'] if self.memory_provider == 'mem0' else result['context']}"
+                for result in em_results
+            ]  # type: ignore #  Invalid index type "str" for "str"; expected type "SupportsIndex | slice"
         )
-        print("formatted_results em", formatted_results)
         return f"Entities:\n{formatted_results}" if em_results else ""
+
+    def _fetch_user_context(self, query: str) -> str:
+        """
+        Fetches and formats relevant user information from User Memory.
+        Args:
+            query (str): The search query to find relevant user memories.
+        Returns:
+            str: Formatted user memories as bullet points, or an empty string if none found.
+        """
+        user_memories = self.um.search(query)
+        if not user_memories:
+            return ""
+
+        formatted_memories = "\n".join(
+            f"- {result['memory']}" for result in user_memories
+        )
+        return f"User memories/preferences:\n{formatted_memories}"

src/crewai/memory/entity/entity_memory.py

@@ -11,21 +11,43 @@ class EntityMemory(Memory):
     """
 
     def __init__(self, crew=None, embedder_config=None, storage=None):
-        storage = (
-            storage
-            if storage
-            else RAGStorage(
-                type="entities",
-                allow_reset=True,
-                embedder_config=embedder_config,
-                crew=crew,
+        if hasattr(crew, "memory_config") and crew.memory_config is not None:
+            self.memory_provider = crew.memory_config.get("provider")
+        else:
+            self.memory_provider = None
+
+        if self.memory_provider == "mem0":
+            try:
+                from crewai.memory.storage.mem0_storage import Mem0Storage
+            except ImportError:
+                raise ImportError(
+                    "Mem0 is not installed. Please install it with `pip install mem0ai`."
+                )
+            storage = Mem0Storage(type="entities", crew=crew)
+        else:
+            storage = (
+                storage
+                if storage
+                else RAGStorage(
+                    type="entities",
+                    allow_reset=True,
+                    embedder_config=embedder_config,
+                    crew=crew,
+                )
             )
-        )
         super().__init__(storage)
 
     def save(self, item: EntityMemoryItem) -> None:  # type: ignore # BUG?: Signature of "save" incompatible with supertype "Memory"
         """Saves an entity item into the SQLite storage."""
-        data = f"{item.name}({item.type}): {item.description}"
+        if self.memory_provider == "mem0":
+            data = f"""
+            Remember details about the following entity:
+            Name: {item.name}
+            Type: {item.type}
+            Entity Description: {item.description}
+            """
+        else:
+            data = f"{item.name}({item.type}): {item.description}"
         super().save(data, item.metadata)
 
     def reset(self) -> None:

src/crewai/memory/memory.py

@@ -23,5 +23,12 @@ class Memory:
 
         self.storage.save(value, metadata)
 
-    def search(self, query: str) -> List[Dict[str, Any]]:
-        return self.storage.search(query)
+    def search(
+        self,
+        query: str,
+        limit: int = 3,
+        score_threshold: float = 0.35,
+    ) -> List[Any]:
+        return self.storage.search(
+            query=query, limit=limit, score_threshold=score_threshold
+        )

src/crewai/memory/short_term/short_term_memory.py

@@ -14,13 +14,27 @@ class ShortTermMemory(Memory):
     """
 
     def __init__(self, crew=None, embedder_config=None, storage=None):
-        storage = (
-            storage
-            if storage
-            else RAGStorage(
-                type="short_term", embedder_config=embedder_config, crew=crew
+        if hasattr(crew, "memory_config") and crew.memory_config is not None:
+            self.memory_provider = crew.memory_config.get("provider")
+        else:
+            self.memory_provider = None
+
+        if self.memory_provider == "mem0":
+            try:
+                from crewai.memory.storage.mem0_storage import Mem0Storage
+            except ImportError:
+                raise ImportError(
+                    "Mem0 is not installed. Please install it with `pip install mem0ai`."
+                )
+            storage = Mem0Storage(type="short_term", crew=crew)
+        else:
+            storage = (
+                storage
+                if storage
+                else RAGStorage(
+                    type="short_term", embedder_config=embedder_config, crew=crew
+                )
             )
-        )
         super().__init__(storage)
 
     def save(
@@ -30,11 +44,20 @@ class ShortTermMemory(Memory):
         agent: Optional[str] = None,
     ) -> None:
         item = ShortTermMemoryItem(data=value, metadata=metadata, agent=agent)
+        if self.memory_provider == "mem0":
+            item.data = f"Remember the following insights from Agent run: {item.data}"
 
         super().save(value=item.data, metadata=item.metadata, agent=item.agent)
 
-    def search(self, query: str, score_threshold: float = 0.35):
-        return self.storage.search(query=query, score_threshold=score_threshold)  # type: ignore # BUG? The reference is to the parent class, but the parent class does not have this parameters
+    def search(
+        self,
+        query: str,
+        limit: int = 3,
+        score_threshold: float = 0.35,
+    ):
+        return self.storage.search(
+            query=query, limit=limit, score_threshold=score_threshold
+        )  # type: ignore # BUG? The reference is to the parent class, but the parent class does not have this parameters
 
     def reset(self) -> None:
         try:

src/crewai/memory/storage/interface.py

@@ -7,8 +7,10 @@ class Storage:
     def save(self, value: Any, metadata: Dict[str, Any]) -> None:
         pass
 
-    def search(self, key: str) -> List[Dict[str, Any]]:  # type: ignore
-        pass
+    def search(
+        self, query: str, limit: int, score_threshold: float
+    ) -> Dict[str, Any] | List[Any]:
+        return {}
 
     def reset(self) -> None:
         pass

src/crewai/memory/storage/kickoff_task_outputs_storage.py

@@ -103,7 +103,7 @@ class KickoffTaskOutputsSQLiteStorage:
                         else value
                     )
 
-                query = f"UPDATE latest_kickoff_task_outputs SET {', '.join(fields)} WHERE task_index = ?"
+                query = f"UPDATE latest_kickoff_task_outputs SET {', '.join(fields)} WHERE task_index = ?"  # nosec
                 values.append(task_index)
 
                 cursor.execute(query, tuple(values))

src/crewai/memory/storage/ltm_sqlite_storage.py

@@ -83,7 +83,7 @@ class LTMSQLiteStorage:
                     WHERE task_description = ?
                     ORDER BY datetime DESC, score ASC
                     LIMIT {latest_n}
-                """,
+                """,  # nosec
                     (task_description,),
                 )
                 rows = cursor.fetchall()

src/crewai/memory/storage/mem0_storage.py

@@ -0,0 +1,104 @@
+import os
+from typing import Any, Dict, List
+
+from mem0 import MemoryClient
+from crewai.memory.storage.interface import Storage
+
+
+class Mem0Storage(Storage):
+    """
+    Extends Storage to handle embedding and searching across entities using Mem0.
+    """
+
+    def __init__(self, type, crew=None):
+        super().__init__()
+
+        if type not in ["user", "short_term", "long_term", "entities"]:
+            raise ValueError("Invalid type for Mem0Storage. Must be 'user' or 'agent'.")
+
+        self.memory_type = type
+        self.crew = crew
+        self.memory_config = crew.memory_config
+
+        # User ID is required for user memory type "user" since it's used as a unique identifier for the user.
+        user_id = self._get_user_id()
+        if type == "user" and not user_id:
+            raise ValueError("User ID is required for user memory type")
+
+        # API key in memory config overrides the environment variable
+        mem0_api_key = self.memory_config.get("config", {}).get("api_key") or os.getenv(
+            "MEM0_API_KEY"
+        )
+        self.memory = MemoryClient(api_key=mem0_api_key)
+
+    def _sanitize_role(self, role: str) -> str:
+        """
+        Sanitizes agent roles to ensure valid directory names.
+        """
+        return role.replace("\n", "").replace(" ", "_").replace("/", "_")
+
+    def save(self, value: Any, metadata: Dict[str, Any]) -> None:
+        user_id = self._get_user_id()
+        agent_name = self._get_agent_name()
+        if self.memory_type == "user":
+            self.memory.add(value, user_id=user_id, metadata={**metadata})
+        elif self.memory_type == "short_term":
+            agent_name = self._get_agent_name()
+            self.memory.add(
+                value, agent_id=agent_name, metadata={"type": "short_term", **metadata}
+            )
+        elif self.memory_type == "long_term":
+            agent_name = self._get_agent_name()
+            self.memory.add(
+                value,
+                agent_id=agent_name,
+                infer=False,
+                metadata={"type": "long_term", **metadata},
+            )
+        elif self.memory_type == "entities":
+            entity_name = None
+            self.memory.add(
+                value, user_id=entity_name, metadata={"type": "entity", **metadata}
+            )
+
+    def search(
+        self,
+        query: str,
+        limit: int = 3,
+        score_threshold: float = 0.35,
+    ) -> List[Any]:
+        params = {"query": query, "limit": limit}
+        if self.memory_type == "user":
+            user_id = self._get_user_id()
+            params["user_id"] = user_id
+        elif self.memory_type == "short_term":
+            agent_name = self._get_agent_name()
+            params["agent_id"] = agent_name
+            params["metadata"] = {"type": "short_term"}
+        elif self.memory_type == "long_term":
+            agent_name = self._get_agent_name()
+            params["agent_id"] = agent_name
+            params["metadata"] = {"type": "long_term"}
+        elif self.memory_type == "entities":
+            agent_name = self._get_agent_name()
+            params["agent_id"] = agent_name
+            params["metadata"] = {"type": "entity"}
+
+        # Discard the filters for now since we create the filters
+        # automatically when the crew is created.
+        results = self.memory.search(**params)
+        return [r for r in results if r["score"] >= score_threshold]
+
+    def _get_user_id(self):
+        if self.memory_type == "user":
+            if hasattr(self, "memory_config") and self.memory_config is not None:
+                return self.memory_config.get("config", {}).get("user_id")
+            else:
+                return None
+        return None
+
+    def _get_agent_name(self):
+        agents = self.crew.agents if self.crew else []
+        agents = [self._sanitize_role(agent.role) for agent in agents]
+        agents = "_".join(agents)
+        return agents

src/crewai/memory/storage/rag_storage.py

@@ -51,8 +51,6 @@ class RAGStorage(BaseRAGStorage):
         self._initialize_app()
 
     def _set_embedder_config(self):
-        import chromadb.utils.embedding_functions as embedding_functions
-
         if self.embedder_config is None:
             self.embedder_config = self._create_default_embedding_function()
 
@@ -61,12 +59,20 @@ class RAGStorage(BaseRAGStorage):
             config = self.embedder_config.get("config", {})
             model_name = config.get("model")
             if provider == "openai":
-                self.embedder_config = embedding_functions.OpenAIEmbeddingFunction(
+                from chromadb.utils.embedding_functions.openai_embedding_function import (
+                    OpenAIEmbeddingFunction,
+                )
+
+                self.embedder_config = OpenAIEmbeddingFunction(
                     api_key=config.get("api_key") or os.getenv("OPENAI_API_KEY"),
                     model_name=model_name,
                 )
             elif provider == "azure":
-                self.embedder_config = embedding_functions.OpenAIEmbeddingFunction(
+                from chromadb.utils.embedding_functions.openai_embedding_function import (
+                    OpenAIEmbeddingFunction,
+                )
+
+                self.embedder_config = OpenAIEmbeddingFunction(
                     api_key=config.get("api_key"),
                     api_base=config.get("api_base"),
                     api_type=config.get("api_type", "azure"),
@@ -74,45 +80,55 @@ class RAGStorage(BaseRAGStorage):
                     model_name=model_name,
                 )
             elif provider == "ollama":
-                from openai import OpenAI
+                from chromadb.utils.embedding_functions.ollama_embedding_function import (
+                    OllamaEmbeddingFunction,
+                )
 
-                class OllamaEmbeddingFunction(EmbeddingFunction):
-                    def __call__(self, input: Documents) -> Embeddings:
-                        client = OpenAI(
-                            base_url="http://localhost:11434/v1",
-                            api_key=config.get("api_key", "ollama"),
-                        )
-                        try:
-                            response = client.embeddings.create(
-                                input=input, model=model_name
-                            )
-                            embeddings = [item.embedding for item in response.data]
-                            return cast(Embeddings, embeddings)
-                        except Exception as e:
-                            raise e
-
-                self.embedder_config = OllamaEmbeddingFunction()
+                self.embedder_config = OllamaEmbeddingFunction(
+                    url=config.get("url", "http://localhost:11434/api/embeddings"),
+                    model_name=model_name,
+                )
             elif provider == "vertexai":
-                self.embedder_config = (
-                    embedding_functions.GoogleVertexEmbeddingFunction(
-                        model_name=model_name,
-                        api_key=config.get("api_key"),
-                    )
+                from chromadb.utils.embedding_functions.google_embedding_function import (
+                    GoogleVertexEmbeddingFunction,
                 )
-            elif provider == "google":
-                self.embedder_config = (
-                    embedding_functions.GoogleGenerativeAiEmbeddingFunction(
-                        model_name=model_name,
-                        api_key=config.get("api_key"),
-                    )
-                )
-            elif provider == "cohere":
-                self.embedder_config = embedding_functions.CohereEmbeddingFunction(
+
+                self.embedder_config = GoogleVertexEmbeddingFunction(
                     model_name=model_name,
                     api_key=config.get("api_key"),
                 )
+            elif provider == "google":
+                from chromadb.utils.embedding_functions.google_embedding_function import (
+                    GoogleGenerativeAiEmbeddingFunction,
+                )
+
+                self.embedder_config = GoogleGenerativeAiEmbeddingFunction(
+                    model_name=model_name,
+                    api_key=config.get("api_key"),
+                )
+            elif provider == "cohere":
+                from chromadb.utils.embedding_functions.cohere_embedding_function import (
+                    CohereEmbeddingFunction,
+                )
+
+                self.embedder_config = CohereEmbeddingFunction(
+                    model_name=model_name,
+                    api_key=config.get("api_key"),
+                )
+            elif provider == "bedrock":
+                from chromadb.utils.embedding_functions.amazon_bedrock_embedding_function import (
+                    AmazonBedrockEmbeddingFunction,
+                )
+
+                self.embedder_config = AmazonBedrockEmbeddingFunction(
+                    session=config.get("session"),
+                )
             elif provider == "huggingface":
-                self.embedder_config = embedding_functions.HuggingFaceEmbeddingServer(
+                from chromadb.utils.embedding_functions.huggingface_embedding_function import (
+                    HuggingFaceEmbeddingServer,
+                )
+
+                self.embedder_config = HuggingFaceEmbeddingServer(
                     url=config.get("api_url"),
                 )
             elif provider == "watson":
@@ -253,8 +269,10 @@ class RAGStorage(BaseRAGStorage):
                 )
 
     def _create_default_embedding_function(self):
-        import chromadb.utils.embedding_functions as embedding_functions
+        from chromadb.utils.embedding_functions.openai_embedding_function import (
+            OpenAIEmbeddingFunction,
+        )
 
-        return embedding_functions.OpenAIEmbeddingFunction(
+        return OpenAIEmbeddingFunction(
             api_key=os.getenv("OPENAI_API_KEY"), model_name="text-embedding-3-small"
         )

src/crewai/memory/user/user_memory.py

@@ -0,0 +1,45 @@
+from typing import Any, Dict, Optional
+
+from crewai.memory.memory import Memory
+
+
+class UserMemory(Memory):
+    """
+    UserMemory class for handling user memory storage and retrieval.
+    Inherits from the Memory class and utilizes an instance of a class that
+    adheres to the Storage for data storage, specifically working with
+    MemoryItem instances.
+    """
+
+    def __init__(self, crew=None):
+        try:
+            from crewai.memory.storage.mem0_storage import Mem0Storage
+        except ImportError:
+            raise ImportError(
+                "Mem0 is not installed. Please install it with `pip install mem0ai`."
+            )
+        storage = Mem0Storage(type="user", crew=crew)
+        super().__init__(storage)
+
+    def save(
+        self,
+        value,
+        metadata: Optional[Dict[str, Any]] = None,
+        agent: Optional[str] = None,
+    ) -> None:
+        # TODO: Change this function since we want to take care of the case where we save memories for the usr
+        data = f"Remember the details about the user: {value}"
+        super().save(data, metadata)
+
+    def search(
+        self,
+        query: str,
+        limit: int = 3,
+        score_threshold: float = 0.35,
+    ):
+        results = super().search(
+            query=query,
+            limit=limit,
+            score_threshold=score_threshold,
+        )
+        return results

src/crewai/memory/user/user_memory_item.py

@@ -0,0 +1,8 @@
+from typing import Any, Dict, Optional
+
+
+class UserMemoryItem:
+    def __init__(self, data: Any, user: str, metadata: Optional[Dict[str, Any]] = None):
+        self.data = data
+        self.user = user
+        self.metadata = metadata if metadata is not None else {}

src/crewai/project/__init__.py

@@ -1,5 +1,7 @@
 from .annotations import (
+    after_kickoff,
     agent,
+    before_kickoff,
     cache_handler,
     callback,
     crew,
@@ -26,4 +28,6 @@ __all__ = [
     "llm",
     "cache_handler",
     "pipeline",
+    "before_kickoff",
+    "after_kickoff",
 ]

src/crewai/project/annotations.py

@@ -5,6 +5,16 @@ from crewai import Crew
 from crewai.project.utils import memoize
 
 
+def before_kickoff(func):
+    func.is_before_kickoff = True
+    return func
+
+
+def after_kickoff(func):
+    func.is_after_kickoff = True
+    return func
+
+
 def task(func):
     func.is_task = True
 
@@ -99,6 +109,19 @@ def crew(func) -> Callable[..., Crew]:
         self.agents = instantiated_agents
         self.tasks = instantiated_tasks
 
-        return func(self, *args, **kwargs)
+        crew = func(self, *args, **kwargs)
 
-    return wrapper
+        def callback_wrapper(callback, instance):
+            def wrapper(*args, **kwargs):
+                return callback(instance, *args, **kwargs)
+
+            return wrapper
+
+        for _, callback in self._before_kickoff.items():
+            crew.before_kickoff_callbacks.append(callback_wrapper(callback, self))
+        for _, callback in self._after_kickoff.items():
+            crew.after_kickoff_callbacks.append(callback_wrapper(callback, self))
+
+        return crew
+
+    return memoize(wrapper)

src/crewai/project/crew_base.py

@@ -34,18 +34,39 @@ def CrewBase(cls: T) -> T:
             self.map_all_agent_variables()
             self.map_all_task_variables()
 
-            # Preserve task and agent information
-            self._original_tasks = {
+            # Preserve all decorated functions
+            self._original_functions = {
                 name: method
                 for name, method in cls.__dict__.items()
-                if hasattr(method, "is_task") and method.is_task
-            }
-            self._original_agents = {
-                name: method
-                for name, method in cls.__dict__.items()
-                if hasattr(method, "is_agent") and method.is_agent
+                if any(
+                    hasattr(method, attr)
+                    for attr in [
+                        "is_task",
+                        "is_agent",
+                        "is_before_kickoff",
+                        "is_after_kickoff",
+                        "is_kickoff",
+                    ]
+                )
             }
 
+            # Store specific function types
+            self._original_tasks = self._filter_functions(
+                self._original_functions, "is_task"
+            )
+            self._original_agents = self._filter_functions(
+                self._original_functions, "is_agent"
+            )
+            self._before_kickoff = self._filter_functions(
+                self._original_functions, "is_before_kickoff"
+            )
+            self._after_kickoff = self._filter_functions(
+                self._original_functions, "is_after_kickoff"
+            )
+            self._kickoff = self._filter_functions(
+                self._original_functions, "is_kickoff"
+            )
+
         @staticmethod
         def load_yaml(config_path: Path):
             try:

src/crewai/types/usage_metrics.py

@@ -8,6 +8,7 @@ class UsageMetrics(BaseModel):
     Attributes:
         total_tokens: Total number of tokens used.
         prompt_tokens: Number of tokens used in prompts.
+        cached_prompt_tokens: Number of cached prompt tokens used.
         completion_tokens: Number of tokens used in completions.
         successful_requests: Number of successful requests made.
     """
@@ -16,6 +17,9 @@ class UsageMetrics(BaseModel):
     prompt_tokens: int = Field(
         default=0, description="Number of tokens used in prompts."
     )
+    cached_prompt_tokens: int = Field(
+        default=0, description="Number of cached prompt tokens used."
+    )
     completion_tokens: int = Field(
         default=0, description="Number of tokens used in completions."
     )
@@ -32,5 +36,6 @@ class UsageMetrics(BaseModel):
         """
         self.total_tokens += usage_metrics.total_tokens
         self.prompt_tokens += usage_metrics.prompt_tokens
+        self.cached_prompt_tokens += usage_metrics.cached_prompt_tokens
         self.completion_tokens += usage_metrics.completion_tokens
         self.successful_requests += usage_metrics.successful_requests

src/crewai/utilities/file_handler.py

@@ -16,7 +16,11 @@ class FileHandler:
 
     def log(self, **kwargs):
         now = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
-        message = f"{now}: " + ", ".join([f"{key}=\"{value}\"" for key, value in kwargs.items()]) + "\n"
+        message = (
+            f"{now}: "
+            + ", ".join([f'{key}="{value}"' for key, value in kwargs.items()])
+            + "\n"
+        )
         with open(self._path, "a", encoding="utf-8") as file:
             file.write(message + "\n")
 
@@ -63,7 +67,7 @@ class PickleHandler:
 
         with open(self.file_path, "rb") as file:
             try:
-                return pickle.load(file)
+                return pickle.load(file)  # nosec
             except EOFError:
                 return {}  # Return an empty dictionary if the file is empty or corrupted
             except Exception:

src/crewai/utilities/token_counter_callback.py

@@ -1,5 +1,5 @@
 from litellm.integrations.custom_logger import CustomLogger
-
+from litellm.types.utils import Usage
 from crewai.agents.agent_builder.utilities.base_token_process import TokenProcess
 
 
@@ -11,8 +11,11 @@ class TokenCalcHandler(CustomLogger):
         if self.token_cost_process is None:
             return
 
+        usage : Usage = response_obj["usage"]
         self.token_cost_process.sum_successful_requests(1)
-        self.token_cost_process.sum_prompt_tokens(response_obj["usage"].prompt_tokens)
-        self.token_cost_process.sum_completion_tokens(
-            response_obj["usage"].completion_tokens
-        )
+        self.token_cost_process.sum_prompt_tokens(usage.prompt_tokens)
+        self.token_cost_process.sum_completion_tokens(usage.completion_tokens)
+        if usage.prompt_tokens_details:
+            self.token_cost_process.sum_cached_prompt_tokens(
+                usage.prompt_tokens_details.cached_tokens
+            )

tests/cassettes/test_after_crew_modification.yaml

@@ -0,0 +1,449 @@
+interactions:
+- request:
+    body: !!binary |
+      CuMOCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSug4KEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKSDAoQK+dPhrB8w3HKFlxX60XzYRIIk5aB+A8oCWQqDENyZXcgQ3JlYXRlZDABObix
+      K+HWrwgYQcBiMeHWrwgYShoKDmNyZXdhaV92ZXJzaW9uEggKBjAuODAuMEoaCg5weXRob25fdmVy
+      c2lvbhIICgYzLjExLjdKLgoIY3Jld19rZXkSIgogZjM0NmE5YWQ2ZDczMDYzZTA2NzdiMTdjZTlj
+      NTAxNzdKMQoHY3Jld19pZBImCiQ3NjRjZWM1YS04NzkxLTRmN2MtOWY0MC1hNTMzMzJmOTk3YzBK
+      HAoMY3Jld19wcm9jZXNzEgwKCnNlcXVlbnRpYWxKEQoLY3Jld19tZW1vcnkSAhAAShoKFGNyZXdf
+      bnVtYmVyX29mX3Rhc2tzEgIYAkobChVjcmV3X251bWJlcl9vZl9hZ2VudHMSAhgCSqwFCgtjcmV3
+      X2FnZW50cxKcBQqZBVt7ImtleSI6ICI3M2MzNDljOTNjMTYzYjVkNGRmOThhNjRmYWMxYzQzMCIs
+      ICJpZCI6ICJjZDgwYjlhNy1hN2QzLTQzNTQtYjUyOC1jMzAyODA0MjA3YzgiLCAicm9sZSI6ICJ7
+      dG9waWN9IFNlbmlvciBEYXRhIFJlc2VhcmNoZXJcbiIsICJ2ZXJib3NlPyI6IGZhbHNlLCAibWF4
+      X2l0ZXIiOiAyMCwgIm1heF9ycG0iOiBudWxsLCAiZnVuY3Rpb25fY2FsbGluZ19sbG0iOiAiIiwg
+      ImxsbSI6ICJncHQtNG8iLCAiZGVsZWdhdGlvbl9lbmFibGVkPyI6IGZhbHNlLCAiYWxsb3dfY29k
+      ZV9leGVjdXRpb24/IjogZmFsc2UsICJtYXhfcmV0cnlfbGltaXQiOiAyLCAidG9vbHNfbmFtZXMi
+      OiBbXX0sIHsia2V5IjogImJiMDY4Mzc3YzE2NDFiZTZkN2Q5N2E1MTY1OWRiNjEzIiwgImlkIjog
+      ImJmZjc3YmUyLWU4MjQtNGEyOS1hZTFlLTQyMWFjMzc2MjY2YyIsICJyb2xlIjogInt0b3BpY30g
+      UmVwb3J0aW5nIEFuYWx5c3RcbiIsICJ2ZXJib3NlPyI6IGZhbHNlLCAibWF4X2l0ZXIiOiAyMCwg
+      Im1heF9ycG0iOiBudWxsLCAiZnVuY3Rpb25fY2FsbGluZ19sbG0iOiAiIiwgImxsbSI6ICJncHQt
+      NG8iLCAiZGVsZWdhdGlvbl9lbmFibGVkPyI6IGZhbHNlLCAiYWxsb3dfY29kZV9leGVjdXRpb24/
+      IjogZmFsc2UsICJtYXhfcmV0cnlfbGltaXQiOiAyLCAidG9vbHNfbmFtZXMiOiBbXX1dSpMECgpj
+      cmV3X3Rhc2tzEoQECoEEW3sia2V5IjogIjZhZmM0YjM5NjI1OWZiYjc2ODFmNTZjNzc1NWNjOTM3
+      IiwgImlkIjogIjRmNTFlYzM2LTVlMDctNGU4Ni1iYzIxLWU1MTQ0Mzg2YmIyYSIsICJhc3luY19l
+      eGVjdXRpb24/IjogZmFsc2UsICJodW1hbl9pbnB1dD8iOiBmYWxzZSwgImFnZW50X3JvbGUiOiAi
+      e3RvcGljfSBTZW5pb3IgRGF0YSBSZXNlYXJjaGVyXG4iLCAiYWdlbnRfa2V5IjogIjczYzM0OWM5
+      M2MxNjNiNWQ0ZGY5OGE2NGZhYzFjNDMwIiwgInRvb2xzX25hbWVzIjogW119LCB7ImtleSI6ICJi
+      MTdiMTg4ZGJmMTRmOTNhOThlNWI5NWFhZDM2NzU3NyIsICJpZCI6ICIwMGJmZDY5ZC03OWZiLTRj
+      MjctYTM0Yi02NzBkZWJlMzU0NWYiLCAiYXN5bmNfZXhlY3V0aW9uPyI6IGZhbHNlLCAiaHVtYW5f
+      aW5wdXQ/IjogZmFsc2UsICJhZ2VudF9yb2xlIjogInt0b3BpY30gUmVwb3J0aW5nIEFuYWx5c3Rc
+      biIsICJhZ2VudF9rZXkiOiAiYmIwNjgzNzdjMTY0MWJlNmQ3ZDk3YTUxNjU5ZGI2MTMiLCAidG9v
+      bHNfbmFtZXMiOiBbXX1degIYAYUBAAEAABKOAgoQsN5cQC9ZzBr2B0OKBR2WCxII3ULL7Wk965Yq
+      DFRhc2sgQ3JlYXRlZDABOWB9ROHWrwgYQfg0ReHWrwgYSi4KCGNyZXdfa2V5EiIKIGYzNDZhOWFk
+      NmQ3MzA2M2UwNjc3YjE3Y2U5YzUwMTc3SjEKB2NyZXdfaWQSJgokNzY0Y2VjNWEtODc5MS00Zjdj
+      LTlmNDAtYTUzMzMyZjk5N2MwSi4KCHRhc2tfa2V5EiIKIDZhZmM0YjM5NjI1OWZiYjc2ODFmNTZj
+      Nzc1NWNjOTM3SjEKB3Rhc2tfaWQSJgokNGY1MWVjMzYtNWUwNy00ZTg2LWJjMjEtZTUxNDQzODZi
+      YjJhegIYAYUBAAEAAA==
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '1894'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Sun, 17 Nov 2024 07:09:57 GMT
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are LLMs Senior Data Researcher\n.
+      You''re a seasoned researcher with a knack for uncovering the latest developments
+      in LLMs. 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 LLMs\n\nTo give my best complete final answer to the task use
+      the exact following format:\n\nThought: I now can give a great answer\nFinal
+      Answer: Your final answer must be the great and the most complete as possible,
+      it must be outcome described.\n\nI MUST use these formats, my job depends on
+      it!"}, {"role": "user", "content": "\nCurrent Task: Conduct a thorough research
+      about LLMs Make sure you find any interesting and relevant information given
+      the current year is 2024.\n\n\nThis is the expect criteria for your final answer:
+      A list with 10 bullet points of the most relevant information about LLMs\n\nyou
+      MUST return the actual complete content as the final answer, not a summary.\n\nBegin!
+      This is VERY important to you, use the tools available and give your best Final
+      Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o", "stop": ["\nObservation:"],
+      "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '1235'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=08pKRcLhS1PDw0mYfL2jz19ac6M.T31GoiMuI5DlX6w-1731827382-1.0.1.1-UfOLu3AaIUuXP1sGzdV6oggJ1q7iMTC46t08FDhYVrKcW5YmD4CbifudOJiSgx8h0JLTwZdgk.aG05S0eAO_PQ;
+        _cfuvid=74kaPOoAcp8YRSA0XocQ1FFNksu9V0_KiWdQfo7wQuQ-1731827382509-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA2RXwW4cOQ69z1cQffFMUG04iWeS8a2xmcn2wkYMr4MFdnNhS6wqTlRSjSh1pz0/
+        vyBVbfdmL4atkijq8b1H+q8fAFbsVzewciMWN81hvfn8OP75+fDu3+Ufh08fNuHvzPt//sHxbvzX
+        08dVpyfS7g9y5XTq0qVpDlQ4xfbZZcJCGvX1u7ev37959/bXa/swJU9Bjw1zWV+n9ZurN9frq/fr
+        q1+Wg2NiR7K6gf/8AADwl/3UFKOnb6sbuOpOKxOJ4ECrm+dNAKucgq6sUISlYCyr7uWjS7FQtKwf
+        x1SHsdzAFmI6gMMIA+8JEAZNHTDKgTLAl/g7Rwywsb9v4Ev8El9fwqtXn2aKm+2FwMf7x/U1PFAg
+        FPKvXt1A+wR5WWo7OjiM7Eboay4jZeBpzmlPApbUt1IxQI2esmbtOQ6A0cNAkTIqruBwxh0HLkxy
+        CdsCqe8pC3BUsPUedK5mdMcODH7eczl2FsalkTJFR8ARMsmcotjV04yZPJQEXATmTJ4ciaQsHUz4
+        VdNgBQNIhGJhDFBSCtCnDLsqHHVdOiBfHRY7pvd52lNIM2W5VMDeKGAfUxoCKWA0cWS4UyYoXNsI
+        yoIO2g4IWKMbNauRTpuNNh30yemlA6QIE+VBfw0Yh4oDfYfegcsIUw2Fp+QxfAff48jSglrp55z0
+        2aCF6ACr59QewhMOJCCskTBSqhKOHVAcMbqGjgDOc2BnVdJyQM8UvEDgrwR7pTM8s1FeompGeoTj
+        YCC9VZA2sYw5zewuBP4WsHpShNpvHeyO8LyhAxbwJDzEVsA5c8pc+IlAsKdytKuojOz0+SkK+4VL
+        luXt7R1UFZCS6UJgVzkUDaSATxpmxDz1NUCqZa5L6jtGZc6caY+BYtFIhDkw5ZdKGLDSgacpRSl6
+        qfIZZORerzhg9nLiIe8CwWYLnuaQjhPFYnBcKxx3VPBCTFBwn2ldMrI+9zFjlD7liTL8+On+8Sd4
+        e3mlSOkBGFEfWHLy1ZGHT/eP+rmDXUKxTKjv2bFmbwEtuXnOCd1IAmXEAiGp/FUgtRhmhqEUURkH
+        ggk5luXsyMMIM2VNCKMjpdcCAtA3R8HwLppzaFouKF8bnprrjlya1HrmNNeAGZoJmsjQoaeJnaJF
+        mN0IvtJJr2mmuEZn1J1TYHc06H5W6G5PxTCdwQeWwmG5fuP3mqcoYg/kFAhcljTTlrk/P1HIjZH/
+        rCQwotpkUIDOha45tRKCTBgC5Q6mlOkM7O/4oSImP5AGUc83yaZaIKaCu3A09HOa2BR/hm8H9G1e
+        ZK4e0RBgU3dj/ZkiIfVK9eVhO62d7timx9O9htkvitnvHGn9WOOzf9zyxIU8fMCCC73G5MUq0+vm
+        0jbbBXYiLCc8GhH3dDJ6r66Bu6DbXZWSJn5qCWqwyE4fcm4kJzT0hZHI2749SrHYQuVkY0sNVDlG
+        J2WFZpBSq0pzzBMGMpNjDPxEHjj6KiWzOri5VaABg+EzkTffEHJq64bRO8Xot8VQdJPJUDtILKrg
+        z2JupWZuiQhRVNXzELlnh7EATfOIwq32S6TNtmvYpTxgXFARIFEWsIyavdk6Zm9p9xknOqT8tRVC
+        jaw8Z+IWBjiXaizN8o+XcKdUtH4XmQQwE6BPs9nBnNEVY6CBsNk+dwa1KeU1iwtJ6Hn9pZV0reIt
+        56X5aekl1Xzi1nvFTS3hgYWUj/c5TXOB3+LAkShzHBS3jZyEsRiCyWcRpu+0SekpejllKJM2Qu3+
+        AgguV2dN+qRXQ0jfOfGTnmgvWBx9IRDHfQo6irR2YngrS3p2wHGuZbl6scahsqfGp5LgqM3OTuog
+        kUlqKNJBGauctckqSyWUgssYtkwpKbYRxTRBGYSyytKQ+1WR28ZCwzIEGU82dVCyk4cHQg2q6N1+
+        Zy7cpgqr9DIicRzCEXZkfXsJSn6J+dAwSyENShBrqGmvL82EYV14ohcDO/PyDvacbXo7a/IcgaeJ
+        suhISXHPOUVNeWGIXm6c0682ObUGo6OVDlMxsxtP7laF8oWo5VFmm+Es4Zex0TSx2T7fv2D3+krB
+        e6ChBp3MjvDhxSfM+T+mPeWWFhxSDv6gr1W85pyGrJaqKSzd2sw3NBLlFtRkijnV6F+mif8d0kwL
+        c+a9jaVCrubnofRsNHGUo7GRhM79TAB50lroRDNUzN7gODVhii7VjEMraEz7RhKOCsdzOVtTbLHn
+        xBo1Ux/INW91tagLrK0VLWpb7o4eSqboW/8eqU12quCAeaD/a2g/qih+UiWmfplpdTYIPIxlKSdn
+        GHI6tIz7UK2gdtF4ztMG4rlL6p7FqDCcD0vn/+Dk/wIAAP//jJdBDsIgEEX3nIKwdqO20csYgjBU
+        IgKB6cJF726AprSxJm7nD5/5LMg80GMSma/caO1cnxZisn4I0d/TrC91bZxJD57v9i7TUUIfWFEn
+        QumtkNm4gS1WvwSO/gkuG57Ol+rHGgs2ta/4RylDj8I24Xo+HnYMuQIUxqYV3DGZ1zPVjjYSLAv7
+        SiCr2N/j7HnX6MYN/9g3QUoICIpncDJyG7m1Rcis/KtteeYyMEvvhPDi2rgBYoim4qoOvOul7jsF
+        AhiZyAcAAP//AwCidyXxtw8AAA==
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e3de5de7b6c6217-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Sun, 17 Nov 2024 07:10:00 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '6026'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '30000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '29999713'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_553f04a622d026a28dd3c5da55568fcd
+    status:
+      code: 200
+      message: OK
+- request:
+    body: !!binary |
+      Cs4CCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSpQIKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKOAgoQIn+FuHJydyMnR3y/Qfb8GBII2zXFs4gynEgqDFRhc2sgQ3JlYXRlZDABOShs
+      9ljYrwgYQQiP+FjYrwgYSi4KCGNyZXdfa2V5EiIKIGYzNDZhOWFkNmQ3MzA2M2UwNjc3YjE3Y2U5
+      YzUwMTc3SjEKB2NyZXdfaWQSJgokNzY0Y2VjNWEtODc5MS00ZjdjLTlmNDAtYTUzMzMyZjk5N2Mw
+      Si4KCHRhc2tfa2V5EiIKIGIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3SjEKB3Rhc2tf
+      aWQSJgokMDBiZmQ2OWQtNzlmYi00YzI3LWEzNGItNjcwZGViZTM1NDVmegIYAYUBAAEAAA==
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '337'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Sun, 17 Nov 2024 07:10:01 GMT
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are LLMs 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.\nYour personal
+      goal is: Create detailed reports based on LLMs data analysis and research findings\n\nTo
+      give my best complete final answer to the task use the exact following format:\n\nThought:
+      I now can give a great answer\nFinal Answer: Your final answer must be the great
+      and the most complete as possible, it must be outcome described.\n\nI MUST use
+      these formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent
+      Task: 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 expect 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. **OpenAI''s GPT-4 Released**: OpenAI released GPT-4, which further
+      improves contextual understanding and generation capabilities. It offers increased
+      accuracy, creativity, and coherence in responses compared to its predecessors,
+      making it an essential tool for businesses, educators, and developers.\n\n2.
+      **Google''s Gemini Model**: In 2024, Google launched the Gemini model, focusing
+      on merging language understanding with multimodal capabilities. This model can
+      process text, audio, and images simultaneously, enhancing its applications in
+      fields like voice assistants and image captioning.\n\n3. **Anthropic''s Claude**:
+      Claude, by Anthropic, is designed to prioritize safety and ethical considerations
+      in LLM usage. It''s built to minimize harmful outputs and biases prevalent in
+      earlier language models, demonstrating a shift towards responsible AI deployment.\n\n4.
+      **Meta''s Open Pre-trained Transformer (OPT) 3.0**: Meta has introduced OPT
+      3.0, boasting efficient training approaches that lower computational costs while
+      maintaining high performance. The model excels in translation tasks and has
+      become a popular choice for academic research due to its open-access policy.\n\n5.
+      **Language Model Distillation Advances**: Recent advances in model distillation
+      techniques have allowed developers to deploy smaller, more efficient language
+      models on edge devices without notably compromising performance, expanding the
+      accessibility and application of LLMs in mobile and IoT devices.\n\n6. **Fine-Tuning
+      with Limited Data**: Methods for fine-tuning LLMs with limited data have improved,
+      enabling customization for niche applications without the need for vast datasets.
+      This development has opened doors to using LLMs in specialized industries, like
+      legal and medical sectors.\n\n7. **Ethical and Transparent AI Use**: 2024 has
+      seen a significant emphasis on ethical AI, with organizations establishing standardized
+      frameworks for LLM transparency and accountability. More companies are adopting
+      practices like AI model cards to disclose model capabilities, limitations, and
+      data sources.\n\n8. **The Rise of Prompt Engineering**: As models become more
+      advanced, prompt engineering has emerged as a crucial technique for optimizing
+      model outputs. This involves designing specific input prompts that guide LLMs
+      to yield desired results, thus enhancing usability in content creation and customer
+      service.\n\n9. **Integration with Augmented Reality**: Language models in 2024
+      are increasingly being integrated with AR technologies to provide real-time
+      language translation, virtual assistants in immersive environments, and interactive
+      educational tools, enriching the user''s experience with contextualized AI assistance.\n\n10.
+      **Regulatory Developments**: Governments worldwide are progressing towards formalizing
+      regulations around LLM usage, focusing on data privacy, security, and ethical
+      concerns. These developments aim to safeguard users while encouraging innovation
+      in AI technology.\n\nThese points reflect the cutting-edge advancements and
+      trends in the field of large language models (LLMs) as of 2024, highlighting
+      their growing influence and the increasing focus on ethical and practical deployment.\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:"],
+      "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '4624'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=08pKRcLhS1PDw0mYfL2jz19ac6M.T31GoiMuI5DlX6w-1731827382-1.0.1.1-UfOLu3AaIUuXP1sGzdV6oggJ1q7iMTC46t08FDhYVrKcW5YmD4CbifudOJiSgx8h0JLTwZdgk.aG05S0eAO_PQ;
+        _cfuvid=74kaPOoAcp8YRSA0XocQ1FFNksu9V0_KiWdQfo7wQuQ-1731827382509-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA3RXS28bRxK+51cUlIMTYEjIlvOAbso6zhIrI4KjXSyyuRS7izO16umeVHWTovPn
+        F9U9Q5GG92JY0696fI/iX18BXLG/uoUrN2B24xRWd/98HA75/u//0u3z4V3+DftPP+82P/3+799/
+        vrm56uxE2v6XXF5OrV0ap0CZU2zLTggz2a2vf7h5/eObH95eX9eFMXkKdqyf8uptWr25fvN2df3j
+        6vr7+eCQ2JFe3cJ/vgIA+Kv+ayFGT89Xt1CvqV9GUsWerm5PmwCuJAX7coWqrBljvupeFl2KmWKN
+        +nFIpR/yLWwgpgM4jNDzngCht9ABox5I/oh/xPccMcBd/fvWPnwNH2lKkiFFuPN7jI5GilmBI9yj
+        9AT3GPuCPcEHy1bhm/v7D/otrMCyrVd8Da/X8OtE8W7zSuGXh8fVW/hIgVDJ24ZNrHu7eQ9wzJJ8
+        ceTb5g5GlCeOPSAo95F37DBmoDgs8Vg4YQmklh0yuSGmkPrjGn4qHLxdkCJwVpiEPDlSTaLdHFHa
+        7UgUhHYcyYPDCbccODPVZGs5n3PBACV6Eqt3vRKjByGdUlSCniIJGjTW8A86Ao+TpP2pZC4UTzAQ
+        90MmewWdK4Lu2Nmi1IpAhRPvOR+7evmWciYBlwYSio4smjzQ6VEFzsvDpGt4HEgJ8LxZA+4JRvQ0
+        54oROHrWiaLiNhDklAKgk6QKexRORUHJ5SS6hvdJYFuUI6nSqV5z9RVc0ZxGEusbCTrLHvIghrml
+        AB6MOduUtaa0Z6mVPAFX17CJQL64WrzOUlKSPSmgHVnS8S3SXRKYSDRFDPyJPARCiRz7DpBrV9pV
+        SWrvPO0ppMm+j0kIKPbY218zR1qK8y4ySFh9T6HfPWwAQ0gHrQ/XKyRti2bAaQrcYq4vRcxFMLxg
+        cZJkOLPHMuqTrmdGvFnDLyn1gYwRNHLkxh9b/nyh4rmDgCW6gby90/giNAlp7TDCxCkSib2kmSbb
+        NZaQeUzeKL25JMSxdqs3rMb+JdxLaB84D5dEyGnJCIwNHWDxnBpOecSeFJTtWYyUioZjtySxFcIn
+        hUgH6CWVWNO421xU0LDLOvP3jOnhCFj6BmXrzK7EijIMnI+QdrA3HT1DU2dR7hsS8kBjy8SOtlSO
+        lojJuNBA0c8cRpeX74GeQR1Fo4I1dp/CvsLHKjoFAo8ZDQ2jruHOe27hWL5NX9LBasSxVcWKaDuq
+        BDWdsUJMSZXPRQZdBcsS49IwW7UQseQ0mtUswD3Tmw48jSlqnltKz5mimsqX3K4zQJBn7ICMqBk5
+        Wklb804kNtZZMXdMwZ/gerOGu2icnti9UvhbwOLJ1tr/uhN5PGyPL1u7GVAuiaUATjizwwA68M6K
+        fUDxVi5OtvKpghd3lI81KMpD3e1SVPZzojoDx9MU0nGs9K2wCdWOPnMB9F6qbNkljiSq4WVAGXcl
+        QCp5KrMmbRmruh0GdkNTzC1RNOEKgWLfOlRDne9+Kb5WRu2SKzq7TBPxalmzTrPp7N2mQdEoMVbl
+        EtYn7eaKglLjspAjbw02wTHcLqV4ydryOGc1m/Zv7Pi5JqHJnU7k2NAJQoH22PxSDR+5zgHmPKDF
+        Daa2A2HIg0OhDgL1GGaEJJmSWYwRZCxxecIqRmL2wtEwVcE3R1uVpLaYFSYUHFOJeQHV2zV8oIyv
+        tBo/PAitsmB130fBqEYvEvjm14fHb+FmfW3HlgMPj/bFcBRJW02NeLTbsWOrTr2pUpbykPxCozxg
+        BjF3qHlMJWOjrtEHo1frf7jMZiJ8MruxeMyELmSKnp1NPRNKZlcCSqhMy5ZAwOaFWFs8WxQc2JNO
+        QugBfaq60LiPnkZ2hhdCcQP4YsZc80oTxVVTh+YxSxC2YL4MFF0qUhXYpRBwa72y5l6MIDtJY8VT
+        H9LWDHh5dO6pzRzN2GfpbFm+0tnw6lNVirwpWuzNqHMCz3sSJQgc+8Ka6411YKqgvHSq8xmuWtWi
+        A6ZgzsKuQnC3scGvzX2L+//fGe8knXWYAYStJPQkIBh7Mq5MdTSxapv8zlNbLTTJSee+W382z8I7
+        yybMnZwnYLXdH8kZziZJvcxa34Ly5ydqhPxnIRvCrEs2bvla2Usq62gyIx0M3A/heIbky5zV1IV8
+        b+dNqL888PkEMeXPPLQaXhpZ6RzNNuwUnesVl7abGw4Wl03zLbet8cLqtkmPF48bxF4UxxTr0sdM
+        gyZJO3P9c2dOk/2yMNQZM+2cEIZV5pG+OECZpcnssrSnyhohTUUcrVzzvqoeFPcsqbqbruE307WL
+        KUZLffkLXbjQzqZrghN78ORYOcXVgsg2MczRclQb6ZvcxvrLAuXYnSTVjDum0abqPQ3swmzoFgU2
+        X1h5YcvJLLoJfSvwDMzv1/CeI60eSzxNZvc8sg0D7zCjbXscLthu5bHfMqtczoSwFbp2tV4S5kvq
+        QGMQLTEk90QWnI0YjG3cbgMCf8JFryI7m6deCjbbiN2ailH+z8JyOYrYI2Zxs3idmnIEGqd0MGLO
+        XlW9kaMvmqW1rFWyGlKt3VKo+WeKsX5AqQJlfa3XWUsbkv4HAAD//4xZO4/jNhDu91cQWyWAYuSQ
+        PdxtaSRXbBcsEKQKDFoaycRJokBSdlzsfw++mSEl2T4gpS2Jj+HMfA8u5ZOs631gJYEXXZApW+68
+        WLKWEOZIFAa3RleFDvTYmEoX4Qw0RxuCwxbSdcLKwFpj9LVjxiYMNIOScJX9my6qMq2PSci7G0d/
+        1oCi0a4CLIgP6F4FifMo0Nkx3xbC9Qtrp3UAcx592ZlvCs74kHF2sgHpsn8zf0XKiXQlG1hmsPjG
+        PNu+vSJwBe73b9plaxApTejjNWtb7C6jLPOaMnktfM/WNfhBzolbnhd35nc/THZkPoxK8xeFUBY9
+        wjU4KG2wA118+L5kTg62qRlrGLRi3ftI5f+lRVRSF5nhYHFcIHLUpec69C6G2WisGzDoEVaDSQHq
+        kM98jsiJ43XV+GrI1Qc2QqTEW0FjERClfyeqdRl6/Otl3moPZorDdLLRCU7gYJh89WRFDXnVr67z
+        Af0oUUx5/rPtXSOppm0XkaAxzkG0MxcQZBJOKuQBkeOUNnRPR5uXxPsqUPEO9PGt+TP4YUrm29g5
+        Va3qBBUrRcrTRD+dOBalBNC7GEYwAC0DCMAOFDpk60ZuFBTmvEPCDMIx5ORVBjCJb4jTHAmV24Ib
+        pznphLHSA2UTbXbN0leUxGRVoECK8dBtAsW5L50vlwmv+Ui1FxBJYUai216UI2fM2Jk55pLgTqza
+        TySGtok7/bZGskrsCwxVDAxxnpIg+sZLWdk4ihH7Nzk88cYyVmpAFiOIsw+0xdbXNXXI5HDpRpUQ
+        Ue4sSbNIzog7usBzpa1auODWXfJ8CmYkWjTqKzwk9TT8qCsX24Aa807sFhScXL35ACT4Y1s+DvKx
+        +Wn//vNWluP8wMGpYUXfBj8mBoE7d2PHS7hhNyuZUD1wxSQNBgqMnmtao5ZLjgmeZvMM+e59H1eG
+        AEkpXUcKvOojpQu07f6dh8FBLS2tBAZHGyCGOdZoRcERn/S2mxVnlNMHu9YNgFwqX9okFSegG9Os
+        8pN3wnwUv3fm7xOlExuKm11pe4zGh62FYabeJjZjKmyp9sOReaAQnFv8z9IympO/aDWzI0jyQeM6
+        l8R14DpjJ2LNKLOp/SuOtJt7+IxX84c4IPwK3tjHB/ySS0LqXcOwqMHKdP5MYVT6ISYZhrj40Deq
+        5EEXHVQvUKLMvYI7iB/xPBbHI1DPHASYBxSbgjuz6RypnkMxmgUtciLo8MVFqMMMzsH0w7bUzVYA
+        gJODj5dAiUQ+ozd4xbLF/VhRGymPrXkhLaZsaiNoGIRI5Dto4M2hdsFfJJ4ThbNFuVTK7jYMtQGl
+        5yAtRPLerOBZpuAT1clM87FnEJAdVmay59zcL1ZacpwjcpGpPPNGwP/Fh3S65taVmw3Cx3h53Sni
+        xXkYWC2kex0ngxEYE+tCqAyeuWRxEfmAZe5k9y5YzJbxzuyj5GBn2czygxtJRSCJgVV4w8Ztqh5Y
+        K5o10v5vbkxQPG6cJdbMBPU4mqVM7vjt4wuIysSTnXLI2xnuBzbYxNpO9MgGW1+DBWrnaHELN859
+        r/9/lHu13ndT8Meoz8v/rRtdPB1AW/2IO7SY/PTMTz+ejPmH7+/mzZXcswDiIfnvNGLAry8vMt7z
+        cmO4PP306fNv+jj5ZPvVk9fXL9WDIQ8NARHj6hLwuba4Eli+XW4M2ZlfPXhabfx+QY/Gls27sfs/
+        wy8P6pqmRM0Bl2yu3m56eS0Q7lR/9FoJNC/4OV5jouHQurGjMAUn15rtdHj5XLefXxqy9Pz08fQf
+        AAAA//8DAMIhqlTfHQAA
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e3de605dca06217-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Sun, 17 Nov 2024 07:10:10 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '9951'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '30000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '29998873'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 2ms
+      x-request-id:
+      - req_52a4f98f9c08fbaa1724634d237f3245
+    status:
+      code: 200
+      message: OK
+version: 1

tests/cassettes/test_after_kickoff_modification.yaml

@@ -0,0 +1,487 @@
+interactions:
+- request:
+    body: !!binary |
+      CusOCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSwg4KEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKaDAoQJ2RtlOW3xhPcNjmbKwSJaxIIMUF8zJjQkvQqDENyZXcgQ3JlYXRlZDABOThF
+      x7PrrgkYQWiczLPrrgkYShoKDmNyZXdhaV92ZXJzaW9uEggKBjAuODAuMEoaCg5weXRob25fdmVy
+      c2lvbhIICgYzLjEyLjdKLgoIY3Jld19rZXkSIgogMWYxMjhiZGI3YmFhNGI2NzcxNGYxZGFlZGMy
+      ZjNhYjZKMQoHY3Jld19pZBImCiQzNGJiYzZjYS03MmRiLTQwMzktODQzMy01NTFmOWNmNDM0YTdK
+      HAoMY3Jld19wcm9jZXNzEgwKCnNlcXVlbnRpYWxKEQoLY3Jld19tZW1vcnkSAhAAShoKFGNyZXdf
+      bnVtYmVyX29mX3Rhc2tzEgIYAkobChVjcmV3X251bWJlcl9vZl9hZ2VudHMSAhgCSrQFCgtjcmV3
+      X2FnZW50cxKkBQqhBVt7ImtleSI6ICI3M2MzNDljOTNjMTYzYjVkNGRmOThhNjRmYWMxYzQzMCIs
+      ICJpZCI6ICI4MjJkOGM2OC01NzlkLTQ4ZWUtOTBhMi1hNjJiNDgzY2JhNGUiLCAicm9sZSI6ICJ7
+      dG9waWN9IFNlbmlvciBEYXRhIFJlc2VhcmNoZXJcbiIsICJ2ZXJib3NlPyI6IHRydWUsICJtYXhf
+      aXRlciI6IDIwLCAibWF4X3JwbSI6IG51bGwsICJmdW5jdGlvbl9jYWxsaW5nX2xsbSI6ICIiLCAi
+      bGxtIjogImdwdC00by1taW5pIiwgImRlbGVnYXRpb25fZW5hYmxlZD8iOiBmYWxzZSwgImFsbG93
+      X2NvZGVfZXhlY3V0aW9uPyI6IGZhbHNlLCAibWF4X3JldHJ5X2xpbWl0IjogMiwgInRvb2xzX25h
+      bWVzIjogW119LCB7ImtleSI6ICIxMDRmZTA2NTllMTBiNDI2Y2Y4OGYwMjRmYjU3MTU1MyIsICJp
+      ZCI6ICI0YTY4NDQwZi0xMjRkLTQ3YmEtYWEzNy1hZTZmMTI2NzlkMmIiLCAicm9sZSI6ICJ7dG9w
+      aWN9IFJlcG9ydGluZyBBbmFseXN0XG4iLCAidmVyYm9zZT8iOiB0cnVlLCAibWF4X2l0ZXIiOiAy
+      MCwgIm1heF9ycG0iOiBudWxsLCAiZnVuY3Rpb25fY2FsbGluZ19sbG0iOiAiIiwgImxsbSI6ICJn
+      cHQtNG8tbWluaSIsICJkZWxlZ2F0aW9uX2VuYWJsZWQ/IjogZmFsc2UsICJhbGxvd19jb2RlX2V4
+      ZWN1dGlvbj8iOiBmYWxzZSwgIm1heF9yZXRyeV9saW1pdCI6IDIsICJ0b29sc19uYW1lcyI6IFtd
+      fV1KkwQKCmNyZXdfdGFza3MShAQKgQRbeyJrZXkiOiAiNmFmYzRiMzk2MjU5ZmJiNzY4MWY1NmM3
+      NzU1Y2M5MzciLCAiaWQiOiAiODE2YzI1ZDgtNDg3NC00MmMxLWJmNzEtODc2OTcxZDNmYmExIiwg
+      ImFzeW5jX2V4ZWN1dGlvbj8iOiBmYWxzZSwgImh1bWFuX2lucHV0PyI6IGZhbHNlLCAiYWdlbnRf
+      cm9sZSI6ICJ7dG9waWN9IFNlbmlvciBEYXRhIFJlc2VhcmNoZXJcbiIsICJhZ2VudF9rZXkiOiAi
+      NzNjMzQ5YzkzYzE2M2I1ZDRkZjk4YTY0ZmFjMWM0MzAiLCAidG9vbHNfbmFtZXMiOiBbXX0sIHsi
+      a2V5IjogImIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3IiwgImlkIjogIjM4YzU1NTI5
+      LTc2ODAtNDc5OS1iODdiLTFmMDY2NjE5MGU2NyIsICJhc3luY19leGVjdXRpb24/IjogZmFsc2Us
+      ICJodW1hbl9pbnB1dD8iOiBmYWxzZSwgImFnZW50X3JvbGUiOiAie3RvcGljfSBSZXBvcnRpbmcg
+      QW5hbHlzdFxuIiwgImFnZW50X2tleSI6ICIxMDRmZTA2NTllMTBiNDI2Y2Y4OGYwMjRmYjU3MTU1
+      MyIsICJ0b29sc19uYW1lcyI6IFtdfV16AhgBhQEAAQAAEo4CChCo3E4xT/U6O20NrD4/Zkt6EggD
+      /w74tbrrOCoMVGFzayBDcmVhdGVkMAE5SPTas+uuCRhB6IDbs+uuCRhKLgoIY3Jld19rZXkSIgog
+      MWYxMjhiZGI3YmFhNGI2NzcxNGYxZGFlZGMyZjNhYjZKMQoHY3Jld19pZBImCiQzNGJiYzZjYS03
+      MmRiLTQwMzktODQzMy01NTFmOWNmNDM0YTdKLgoIdGFza19rZXkSIgogNmFmYzRiMzk2MjU5ZmJi
+      NzY4MWY1NmM3NzU1Y2M5MzdKMQoHdGFza19pZBImCiQ4MTZjMjVkOC00ODc0LTQyYzEtYmY3MS04
+      NzY5NzFkM2ZiYTF6AhgBhQEAAQAA
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '1902'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Wed, 20 Nov 2024 13:04:24 GMT
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Bicycles Senior Data
+      Researcher\n. You''re a seasoned researcher with a knack for uncovering the
+      latest developments in Bicycles. Known for your ability to find the most relevant
+      information and present it in a clear and concise manner.\n\nYour personal goal
+      is: Uncover cutting-edge developments in Bicycles\n\nTo give my best complete
+      final answer to the task use the exact following format:\n\nThought: I now can
+      give a great answer\nFinal Answer: Your final answer must be the great and the
+      most complete as possible, it must be outcome described.\n\nI MUST use these
+      formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent Task:
+      Conduct a thorough research about Bicycles Make sure you find any interesting
+      and relevant information given the current year is 2024.\n\n\nThis is the expect
+      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\nBegin! This is VERY important to you, use
+      the tools available and give your best Final Answer, your job depends on it!\n\nThought:"}],
+      "model": "gpt-4o-mini", "stop": ["\nObservation:"], "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '1260'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=CkK4UvBd9ukXvn50uJwGambJcz5zERAJfeXJ9xge6H4-1732107842-1.0.1.1-IOK2yVL3RlD75MgmnKzIEyE38HNknwn6I8BBJ1wjGz4jCTd0YWIBPnvUm9gB8D_zLlUA9G7p_wbrfyc4mO_Bmg;
+        _cfuvid=MmeN9oHWrBLThkEJdaSFHBfWe95JvA8iFnnt7CC92tk-1732107842102-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - x64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    content: "{\n  \"id\": \"chatcmpl-AVefTnyhy126z54bX4Wq0TjWFUGJI\",\n  \"object\":
+      \"chat.completion\",\n  \"created\": 1732107859,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
+      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+      \"assistant\",\n        \"content\": \"I now can give a great answer.  \\nFinal
+      Answer: \\n\\n1. **E-Bike Boom**: Electric bikes (e-bikes) have seen a significant
+      rise in popularity, with industry reports indicating a projected growth of 60%
+      in sales compared to previous years. Many cities are paving bike lanes specifically
+      designed for e-bikes to accommodate this surge.\\n\\n2. **Sustainability in
+      Manufacturing**: Bicycle manufacturers are increasingly adopting sustainable
+      practices, such as using recycled materials for frames and parts, and implementing
+      environmentally friendly production processes. This shift is driven by consumer
+      demand for greener products.\\n\\n3. **Smart Bicycles**: The integration of
+      technology in bicycles has progressed with smart bikes featuring built-in GPS,
+      automated gear shifting, and performance analytics. These innovations enhance
+      the cycling experience and cater to data-driven enthusiasts.\\n\\n4. **Bike
+      Sharing Programs**: Urban areas are continuing to expand bike-sharing programs,
+      with some cities introducing electric bike options and introducing smartphone
+      apps to streamline the renting process, increasing accessibility and convenience
+      for riders.\\n\\n5. **Safety Innovations**: Advances in safety technology such
+      as smart helmets that incorporate lights and indicators, anti-collision systems
+      using sensor technology, and built-in communication systems to connect with
+      smartphones are on the rise, aimed at reducing accidents.\\n\\n6. **Adventure
+      Cycling Trends**: There is a growing popularity in adventure and gravel cycling,
+      with more cyclists seeking off-road experiences. This has prompted manufacturers
+      to develop dedicated bikes that cater to rugged terrains, with features such
+      as wider tires and durable frames.\\n\\n7. **Customization and Personalization**:
+      The market for customizable bicycles is expanding. Consumers are now able to
+      choose colors, styles, and features that suit their personal preferences, leading
+      to a more personalized cycling experience.\\n\\n8. **Communities and Events**:
+      Cycling communities are thriving globally, with an increase in events such as
+      group rides, competitive races, and festivals celebrating biking culture. This
+      fosters social engagement and promotes cycling as a lifestyle.\\n\\n9. **Cargo
+      Bikes for Urban Living**: The rise of cargo bikes, particularly in urban environments,
+      allows for efficient transportation of goods, making them an appealing choice
+      for small businesses and families. This trend is encouraged by city planners
+      promoting cycling as an alternative to car deliveries.\\n\\n10. **Regulatory
+      Changes**: Governments around the world are increasingly implementing policies
+      to support cycling infrastructure, such as funding for bike lanes, subsidies
+      for bicycle purchases, and stricter emissions standards for motor vehicles,
+      making cycling a more attractive option for commuting.\\n\\nEach of these points
+      represents the latest developments in the bicycle industry as we move through
+      2024, highlighting advancements in technology, trends in user preferences, and
+      a broader societal shift towards sustainability and health.\",\n        \"refusal\":
+      null\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n
+      \   }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 237,\n    \"completion_tokens\":
+      539,\n    \"total_tokens\": 776,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\":
+      0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n
+      \     \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
+      0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"system_fingerprint\":
+      \"fp_0705bf87c0\"\n}\n"
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e58a5276a096225-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 20 Nov 2024 13:04:26 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '7355'
+      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:
+      - '149999708'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_5536f2a242886d3949f0cdc1628b2996
+    http_version: HTTP/1.1
+    status_code: 200
+- request:
+    body: !!binary |
+      Cs4CCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSpQIKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKOAgoQpBIRwGH/fJtGJT1cIWsC5BIIM3YyJZEYUUgqDFRhc2sgQ3JlYXRlZDABOYgb
+      lILtrgkYQZBnlYLtrgkYSi4KCGNyZXdfa2V5EiIKIDFmMTI4YmRiN2JhYTRiNjc3MTRmMWRhZWRj
+      MmYzYWI2SjEKB2NyZXdfaWQSJgokMzRiYmM2Y2EtNzJkYi00MDM5LTg0MzMtNTUxZjljZjQzNGE3
+      Si4KCHRhc2tfa2V5EiIKIGIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3SjEKB3Rhc2tf
+      aWQSJgokMzhjNTU1MjktNzY4MC00Nzk5LWI4N2ItMWYwNjY2MTkwZTY3egIYAYUBAAEAAA==
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '337'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Wed, 20 Nov 2024 13:04:29 GMT
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Bicycles 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 Bicycles data analysis and
+      research findings\n\nTo give my best complete final answer to the task use the
+      exact following format:\n\nThought: I now can give a great answer\nFinal Answer:
+      Your final answer must be the great and the most complete as possible, it must
+      be outcome described.\n\nI MUST use these formats, my job depends on it!"},
+      {"role": "user", "content": "\nCurrent Task: 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 expect
+      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-Bike Boom**: Electric bikes (e-bikes)
+      have seen a significant rise in popularity, with industry reports indicating
+      a projected growth of 60% in sales compared to previous years. Many cities are
+      paving bike lanes specifically designed for e-bikes to accommodate this surge.\n\n2.
+      **Sustainability in Manufacturing**: Bicycle manufacturers are increasingly
+      adopting sustainable practices, such as using recycled materials for frames
+      and parts, and implementing environmentally friendly production processes. This
+      shift is driven by consumer demand for greener products.\n\n3. **Smart Bicycles**:
+      The integration of technology in bicycles has progressed with smart bikes featuring
+      built-in GPS, automated gear shifting, and performance analytics. These innovations
+      enhance the cycling experience and cater to data-driven enthusiasts.\n\n4. **Bike
+      Sharing Programs**: Urban areas are continuing to expand bike-sharing programs,
+      with some cities introducing electric bike options and introducing smartphone
+      apps to streamline the renting process, increasing accessibility and convenience
+      for riders.\n\n5. **Safety Innovations**: Advances in safety technology such
+      as smart helmets that incorporate lights and indicators, anti-collision systems
+      using sensor technology, and built-in communication systems to connect with
+      smartphones are on the rise, aimed at reducing accidents.\n\n6. **Adventure
+      Cycling Trends**: There is a growing popularity in adventure and gravel cycling,
+      with more cyclists seeking off-road experiences. This has prompted manufacturers
+      to develop dedicated bikes that cater to rugged terrains, with features such
+      as wider tires and durable frames.\n\n7. **Customization and Personalization**:
+      The market for customizable bicycles is expanding. Consumers are now able to
+      choose colors, styles, and features that suit their personal preferences, leading
+      to a more personalized cycling experience.\n\n8. **Communities and Events**:
+      Cycling communities are thriving globally, with an increase in events such as
+      group rides, competitive races, and festivals celebrating biking culture. This
+      fosters social engagement and promotes cycling as a lifestyle.\n\n9. **Cargo
+      Bikes for Urban Living**: The rise of cargo bikes, particularly in urban environments,
+      allows for efficient transportation of goods, making them an appealing choice
+      for small businesses and families. This trend is encouraged by city planners
+      promoting cycling as an alternative to car deliveries.\n\n10. **Regulatory Changes**:
+      Governments around the world are increasingly implementing policies to support
+      cycling infrastructure, such as funding for bike lanes, subsidies for bicycle
+      purchases, and stricter emissions standards for motor vehicles, making cycling
+      a more attractive option for commuting.\n\nEach of these points represents the
+      latest developments in the bicycle industry as we move through 2024, highlighting
+      advancements in technology, trends in user preferences, and a broader societal
+      shift towards sustainability and health.\n\nBegin! This is VERY important to
+      you, use the tools available and give your best Final Answer, your job depends
+      on it!\n\nThought:"}], "model": "gpt-4o-mini", "stop": ["\nObservation:"], "stream":
+      false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '4457'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=CkK4UvBd9ukXvn50uJwGambJcz5zERAJfeXJ9xge6H4-1732107842-1.0.1.1-IOK2yVL3RlD75MgmnKzIEyE38HNknwn6I8BBJ1wjGz4jCTd0YWIBPnvUm9gB8D_zLlUA9G7p_wbrfyc4mO_Bmg;
+        _cfuvid=MmeN9oHWrBLThkEJdaSFHBfWe95JvA8iFnnt7CC92tk-1732107842102-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - x64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    content: "{\n  \"id\": \"chatcmpl-AVefbpMLcvelEguI3pyXOpfbaXLGG\",\n  \"object\":
+      \"chat.completion\",\n  \"created\": 1732107867,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
+      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+      \"assistant\",\n        \"content\": \"I now can give a great answer  \\nFinal
+      Answer: \\n\\n# Comprehensive Report on the Latest Developments in the Bicycle
+      Industry (2024)\\n\\n## 1. E-Bike Boom\\nThe popularity of electric bikes (e-bikes)
+      has surged dramatically in recent years, with industry reports indicating a
+      projected growth of 60% in sales compared to previous years. This growth can
+      be attributed to increasing urbanization, the rising need for more sustainable
+      modes of transport, and technological advancements that have made e-bikes more
+      accessible and desirable. Cities worldwide are responding to this boom by developing
+      dedicated bike lanes specifically designed for e-bikes, which not only promotes
+      safety but also encourages more individuals to consider cycling as a primary
+      mode of transportation.\\n\\n## 2. Sustainability in Manufacturing\\nIn line
+      with global trends towards sustainability, bicycle manufacturers are increasingly
+      adopting eco-friendlier practices. They are utilizing recycled materials for
+      frames and components and implementing environmentally friendly production processes.
+      This shift is not just a response to regulatory pressures but also driven by
+      consumer demand for greener products. Companies that prioritize sustainability
+      are seeing a competitive edge in an increasingly eco-conscious market, as consumers
+      are more likely to align their purchases with their values regarding environmental
+      responsibility.\\n\\n## 3. Smart Bicycles\\nThe integration of technology in
+      bicycles has advanced significantly, resulting in the emergence of smart bikes.
+      These bicycles often feature built-in GPS for navigation, automated gear shifting
+      for smoother rides, and performance analytics that allow users to track their
+      cycling metrics. Such innovations enhance the overall cycling experience and
+      cater to performance-focused cyclists who seek data to optimize their rides.
+      By merging cycling with technology, manufacturers are not only attracting tech
+      enthusiasts but also making cycling more mainstream.\\n\\n## 4. Bike Sharing
+      Programs\\nBike-sharing programs are rapidly expanding, particularly in urban
+      areas. Many cities have started introducing electric bike options within these
+      programs to meet the growing demand. The introduction of smartphone apps has
+      streamlined the renting process, increasing accessibility and convenience for
+      users. This trend not only promotes a healthier lifestyle but also reduces traffic
+      congestion and environmental impact in densely populated areas, making cycling
+      a more viable option for commuting.\\n\\n## 5. Safety Innovations\\nRecent advancements
+      in safety technology are working towards making cycling safer. Innovations such
+      as smart helmets equipped with lights and turn indicators, anti-collision systems
+      utilizing sensor technology, and integrated communication systems linking bicycles
+      with smartphones are increasingly gaining traction. These developments aim to
+      minimize accidents and enhance the overall sense of security for cyclists, thereby
+      encouraging more people to take up cycling as a daily activity.\\n\\n## 6. Adventure
+      Cycling Trends\\nAdventure and gravel cycling are witnessing a renaissance,
+      with many cyclists seeking off-road experiences that enable a connection with
+      nature. This trend has led manufacturers to innovate by developing dedicated
+      bikes suited for rugged terrains, characterized by features like wider tires
+      and durable frames. As consumers become more adventurous in their hobbies, manufacturers
+      are recognizing the need to cater to this niche market, fostering the growth
+      of adventure cycling as a distinct segment in the industry.\\n\\n## 7. Customization
+      and Personalization\\nThe demand for customizable bicycles is on the rise, allowing
+      consumers to choose various aspects of their bikes, including colors, styles,
+      and features. This trend towards personalization is enhancing the cycling experience,
+      as riders can tailor their bicycles to their preferences. The flourishing market
+      for custom bikes reflects a broader societal shift towards individuality and
+      self-expression, as consumers are no longer content with one-size-fits-all solutions.\\n\\n##
+      8. Communities and Events\\nCycling communities are thriving worldwide, reflected
+      in an increase in events such as group rides, competitive races, and festivals
+      celebrating biking culture. These gatherings not only foster a sense of camaraderie
+      among cyclists but also promote cycling as a lifestyle choice to the wider community.
+      The growth of these events is instrumental in building a culture around cycling,
+      driving advocacy for cycling infrastructure and safety, and ultimately increasing
+      the number of people who cycle.\\n\\n## 9. Cargo Bikes for Urban Living\\nThe
+      rise of cargo bikes, especially in urban settings, represents an innovative
+      solution for transporting goods efficiently while reducing reliance on motor
+      vehicles. Such bikes serve as an appealing alternative for small businesses
+      and families alike, allowing for easy deliveries and shopping. City planners
+      are increasingly promoting cargo bikes within urban transport strategies, recognizing
+      them as a sustainable option that aligns with broader goals for reducing carbon
+      footprints and enhancing urban mobility.\\n\\n## 10. Regulatory Changes\\nGovernments
+      around the globe are progressively enacting regulations to support and grow
+      cycling infrastructure. Initiatives include funding for bike lanes, subsidies
+      for bicycle purchases, and stricter emissions standards for cars. These regulatory
+      changes are making cycling a more attractive option for commuting and are an
+      acknowledgment of the role that cycling plays in reducing pollution and traffic
+      congestion. Such policies are instrumental in fostering a cycling-friendly environment
+      and encouraging more people to adopt biking as a daily mode of transportation.\\n\\nThis
+      report highlights the most significant developments in the bicycle industry
+      as we advance through 2024, showcasing the technological breakthroughs, shifts
+      in user preferences, and an overarching movement toward sustainability and health.
+      These trends are indicative of a vibrant cycling culture that continues to evolve
+      to meet the needs of modern society.\",\n        \"refusal\": null\n      },\n
+      \     \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n    }\n  ],\n
+      \ \"usage\": {\n    \"prompt_tokens\": 790,\n    \"completion_tokens\": 1022,\n
+      \   \"total_tokens\": 1812,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\":
+      0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n
+      \     \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
+      0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"system_fingerprint\":
+      \"fp_0705bf87c0\"\n}\n"
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e58a5580add6225-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 20 Nov 2024 13:04:46 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '18921'
+      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:
+      - '149998916'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_32b801874a2fed46b91251052364ec47
+    http_version: HTTP/1.1
+    status_code: 200
+version: 1

tests/cassettes/test_before_crew_modification.yaml

@@ -0,0 +1,445 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Bicycles Senior Data
+      Researcher\n. You''re a seasoned researcher with a knack for uncovering the
+      latest developments in Bicycles. Known for your ability to find the most relevant
+      information and present it in a clear and concise manner.\n\nYour personal goal
+      is: Uncover cutting-edge developments in Bicycles\n\nTo give my best complete
+      final answer to the task use the exact following format:\n\nThought: I now can
+      give a great answer\nFinal Answer: Your final answer must be the great and the
+      most complete as possible, it must be outcome described.\n\nI MUST use these
+      formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent Task:
+      Conduct a thorough research about Bicycles Make sure you find any interesting
+      and relevant information given the current year is 2024.\n\n\nThis is the expect
+      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\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:"], "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '1255'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA4xX247cyA19n68g+ikxugc9vuzMzpvttTdGMtjAHsPAxoHBrqKkypSKSpHqnvZi
+        /z0gpb4MsgHy0mipqljk4eEh9dsFwCLFxS0sQoca+iGvXn/u8fuX9cPDX7tffu1vtlkffv5l/fnX
+        j9uPN68WSzvBm39R0MOpy8D9kEkTl2k5VEIls3p1/eLqx/V6vX7lCz1HynasHXT1klfP189frtY3
+        q/UP88GOUyBZ3MI/LgAAfvNfc7FEelzcwnp5eNOTCLa0uD1uAlhUzvZmgSJJFIsulqfFwEWpuNf3
+        HY9tp7fwAQrvIGCBNm0JEFpzHbDIjirA1/I+Fczw2p9v4Wv5Wq4u4dmzd5mC1hTgTQr7kEngT+9W
+        b9IDyZ/hJ+5TQSXQjuAO6wPp7bNn8KGAhbsEWm1sI5g/qYwEypAJI6QCgmarrbzTDtrMG8x5fwn3
+        HaUKAw9jxpp0D0mgGSlThM3e78G4xRKop6JmZ4OqVPegFLrCmdv9ErhpqKbSQubSUoWKpSUBLBGk
+        46pUIXRYW9uiqSdZQo8P9hS470e1fz1XAmqaFJLd5GdHUUwFN5ns5rFusACVbapczB25NNSeG2of
+        ilJb0YgCu6QdfOqxKtwfnTScZkShxzI2GHSsVAWwmnUjlqTS5r09cB3YrJUWPvD9WayGKJXOAIFR
+        qAI9DlQTlUCX8J7QbArk9EDw898/gVYMFucSmqSFRCCiImRuW39rUWLRtNKOGgXZi1IvEFOloHkP
+        OZUHinapWDxDx4UmjzcUjAwtGBkjVs9xIeOWl8KEzQvD5tMZjHfH0O2sw5P+PZIYPO9OyGI2DgWq
+        RaDDLcEwSkfR0jVgSSTmEkYe1GhNxW59YnmoHEjEMi1j6AAFRk05fbfFSp6HCD0q1YRZllApjsEZ
+        gXXDBRpmHWoqKhbYUDmOwbI7YZZMFcxRP5FqMPYCBS7cm3dGgVScvps56anEUbTuHZeXE2cKb50y
+        fsffUtvpjuwX7g6OGS73HUGkLWUevAi4MaAdC5akdB5GKiGP8SwO87atOHRUyKKUMU8h0aNW6smT
+        fLrYtsexeq6aij2JlWiSp1UoMGDV5FHnPRTWFOhQJhUdR7PU81gs9eCysJyZ6/mh2nDtncdeagNR
+        dGheGTRvR1Hu03e3aet3HB1iEyL4iSS1RZ5Ij3ZkdSSA5o6f00rFuLszdk7C5KXZz7biZAa0M13M
+        mXdQU7SSVIYwe0Ae6qQlGIxTXC3DVq2TfiWZbwqWBj8c05aqkHFYxp4qFKI42Rgq96xWo5NUmV+Q
+        U0Mwq+1mP/liKDVc5+srDRmPIihqosoN7DrONMXm4P3gCv44YBFTIm7gs4vW233ILialqShaRxcf
+        A/DOZC8kddZyzXGXIs2atCVxgqfizqXSrhrTmugidW7pVGWRYjIg4hwZllmI7XElHXp5SujIZdjl
+        LPBYsSWrn9MFJ2W2016ellI0hTZgW3OOi4d9bWH/hTBr57u/UM6udm+oUJPUqfLFcm/9x23usJJv
+        4Qa608lZJpdTOxiIhzyhETpm8bqaoUSjWsSU90CPVEMSgsrmMXlXOxY8CBkEIGNt6dQJuTlctjJG
+        lQmymQQTNSfl7fExORED1ph4izKpjZeNMa/VzoBJxdzazBE7LjeGy0fzjBt4i7VlP/XZlFD3xw4/
+        i8xcP+XQjdzZSL3jwtXub/no4xJ2XbKcV+9E0xatWGTg6nlrmaMAb6lOXRiiTy6BXG4bmzMcSJAu
+        NToXqjzpuptR0tS2KFtN7YEHF8zlUwU6dmchNaNT+D+6lHA/kCa1IehQBhbRO/fTYz/fckhvhwLU
+        byoGihBTm6wnDRnVZMuCNzZtU9URM1RCB9RFYmz7KZuHt2ZDoJ0TZC3ZxwTs+YxOVLQbJaHoUSca
+        EqtizIDaZTLRmDGeLNm2cHCdCwxjHVhmJbhaW/DvOYwCXCbd/IQN6R7O+o5F/3pSdm8Kh2Yl087z
+        GevUWXwUgI5yTzpL6mZMWVemE1a1xRTAPDrME47LdE2c2s1B3Yp3nW2StHFOLqdi4yKmxLix3PZD
+        5a33bXsHQmGsvvUwwx2y6m5P84cR/kjGy/NZuVIzCtqoXsac5/e/H4fvzO1QeSPz+vF9k0qS7pvV
+        BRcbtEV5WPjq7xcA//Qhf3wyty9M6wf9pvxAxQw+f3E92VucPitOqy+vb+ZVZcV8Wri+erX8A4Pf
+        IimmLGffCYuAoaN4Onr6qMAxJj5buDgL+7/d+SPbU+iptP+P+dNCCDQoxW9Dtc7wNOTTtkr22fW/
+        tl3AfwAAAP//ggYz2MFKkGQVn5YJqkHBjTRQhKQVxJunGlkYG6eaplkqcdVyAQAAAP//AwB8fdED
+        Ag4AAA==
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e44d29989a61ab0-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Mon, 18 Nov 2024 03:20:10 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - __cf_bm=elWqsM.3Jt5.vyzDrpCmVftKrlxb0_fRVMZxBGUYfcE-1731900010-1.0.1.1-AxUZI4aRPPnqgUcewvytSN0TcEpcfBqYEZ.h2A96g3wUsy6Ui_pr4y81nyHf2Pcn1S3lz4zSmufsGDmnNKtHDQ;
+        path=/; expires=Mon, 18-Nov-24 03:50:10 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=lzrs54cKet3l28qlaoF9_vtIs55.7H9Sbr6IhTssBmk-1731900010790-0.0.1.1-604800000;
+        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '5249'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '30000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '29999708'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_a9781a68655042f161d8089cc3819728
+    status:
+      code: 200
+      message: OK
+- request:
+    body: !!binary |
+      CuEOCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSuA4KEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKQDAoQ2G6ncUKutPIsOmTplHC6bBIIclCMqGiNvUoqDENyZXcgQ3JlYXRlZDABOcBv
+      KPXg8QgYQXAFLvXg8QgYShoKDmNyZXdhaV92ZXJzaW9uEggKBjAuODAuMEoaCg5weXRob25fdmVy
+      c2lvbhIICgYzLjExLjdKLgoIY3Jld19rZXkSIgogMWYxMjhiZGI3YmFhNGI2NzcxNGYxZGFlZGMy
+      ZjNhYjZKMQoHY3Jld19pZBImCiQzNDEwYmI2Mi01NzYxLTRhMGQtOGY1Zi1hOTliZWY5NDYxM2VK
+      HAoMY3Jld19wcm9jZXNzEgwKCnNlcXVlbnRpYWxKEQoLY3Jld19tZW1vcnkSAhAAShoKFGNyZXdf
+      bnVtYmVyX29mX3Rhc2tzEgIYAkobChVjcmV3X251bWJlcl9vZl9hZ2VudHMSAhgCSqoFCgtjcmV3
+      X2FnZW50cxKaBQqXBVt7ImtleSI6ICI3M2MzNDljOTNjMTYzYjVkNGRmOThhNjRmYWMxYzQzMCIs
+      ICJpZCI6ICI1YzgyZGRkOS1kMTM3LTQ3MDMtODY0My1iNTFmZDBlMTUxMjkiLCAicm9sZSI6ICJ7
+      dG9waWN9IFNlbmlvciBEYXRhIFJlc2VhcmNoZXJcbiIsICJ2ZXJib3NlPyI6IHRydWUsICJtYXhf
+      aXRlciI6IDIwLCAibWF4X3JwbSI6IG51bGwsICJmdW5jdGlvbl9jYWxsaW5nX2xsbSI6ICIiLCAi
+      bGxtIjogImdwdC00byIsICJkZWxlZ2F0aW9uX2VuYWJsZWQ/IjogZmFsc2UsICJhbGxvd19jb2Rl
+      X2V4ZWN1dGlvbj8iOiBmYWxzZSwgIm1heF9yZXRyeV9saW1pdCI6IDIsICJ0b29sc19uYW1lcyI6
+      IFtdfSwgeyJrZXkiOiAiMTA0ZmUwNjU5ZTEwYjQyNmNmODhmMDI0ZmI1NzE1NTMiLCAiaWQiOiAi
+      ODdlYmRiYTMtNDRmZS00ODBmLWI2MWQtMWYzZjIyMWE5MDE2IiwgInJvbGUiOiAie3RvcGljfSBS
+      ZXBvcnRpbmcgQW5hbHlzdFxuIiwgInZlcmJvc2U/IjogdHJ1ZSwgIm1heF9pdGVyIjogMjAsICJt
+      YXhfcnBtIjogbnVsbCwgImZ1bmN0aW9uX2NhbGxpbmdfbGxtIjogIiIsICJsbG0iOiAiZ3B0LTRv
+      IiwgImRlbGVnYXRpb25fZW5hYmxlZD8iOiBmYWxzZSwgImFsbG93X2NvZGVfZXhlY3V0aW9uPyI6
+      IGZhbHNlLCAibWF4X3JldHJ5X2xpbWl0IjogMiwgInRvb2xzX25hbWVzIjogW119XUqTBAoKY3Jl
+      d190YXNrcxKEBAqBBFt7ImtleSI6ICI2YWZjNGIzOTYyNTlmYmI3NjgxZjU2Yzc3NTVjYzkzNyIs
+      ICJpZCI6ICI2ZTIzZmMzMS02OGI2LTRjZTMtODZjNC0zMDcxZGUwZDdjMWIiLCAiYXN5bmNfZXhl
+      Y3V0aW9uPyI6IGZhbHNlLCAiaHVtYW5faW5wdXQ/IjogZmFsc2UsICJhZ2VudF9yb2xlIjogInt0
+      b3BpY30gU2VuaW9yIERhdGEgUmVzZWFyY2hlclxuIiwgImFnZW50X2tleSI6ICI3M2MzNDljOTNj
+      MTYzYjVkNGRmOThhNjRmYWMxYzQzMCIsICJ0b29sc19uYW1lcyI6IFtdfSwgeyJrZXkiOiAiYjE3
+      YjE4OGRiZjE0ZjkzYTk4ZTViOTVhYWQzNjc1NzciLCAiaWQiOiAiNzRhOWVhMjMtNzVmYy00NWFi
+      LWIyMDAtMTllZTk0ZjU0Y2JkIiwgImFzeW5jX2V4ZWN1dGlvbj8iOiBmYWxzZSwgImh1bWFuX2lu
+      cHV0PyI6IGZhbHNlLCAiYWdlbnRfcm9sZSI6ICJ7dG9waWN9IFJlcG9ydGluZyBBbmFseXN0XG4i
+      LCAiYWdlbnRfa2V5IjogIjEwNGZlMDY1OWUxMGI0MjZjZjg4ZjAyNGZiNTcxNTUzIiwgInRvb2xz
+      X25hbWVzIjogW119XXoCGAGFAQABAAASjgIKEDkgSkh9vBYObKyMriyidxwSCG3RsAoOYBU/KgxU
+      YXNrIENyZWF0ZWQwATkgjkr14PEIGEHYFkv14PEIGEouCghjcmV3X2tleRIiCiAxZjEyOGJkYjdi
+      YWE0YjY3NzE0ZjFkYWVkYzJmM2FiNkoxCgdjcmV3X2lkEiYKJDM0MTBiYjYyLTU3NjEtNGEwZC04
+      ZjVmLWE5OWJlZjk0NjEzZUouCgh0YXNrX2tleRIiCiA2YWZjNGIzOTYyNTlmYmI3NjgxZjU2Yzc3
+      NTVjYzkzN0oxCgd0YXNrX2lkEiYKJDZlMjNmYzMxLTY4YjYtNGNlMy04NmM0LTMwNzFkZTBkN2Mx
+      YnoCGAGFAQABAAA=
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '1892'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Mon, 18 Nov 2024 03:20:10 GMT
+    status:
+      code: 200
+      message: OK
+- request:
+    body: !!binary |
+      Cs4CCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSpQIKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKOAgoQwB8k3adY9mK031pcBVZJKhII3fxizKFNiGkqDFRhc2sgQ3JlYXRlZDABOaj7
+      K0Xi8QgYQUiCLUXi8QgYSi4KCGNyZXdfa2V5EiIKIDFmMTI4YmRiN2JhYTRiNjc3MTRmMWRhZWRj
+      MmYzYWI2SjEKB2NyZXdfaWQSJgokMzQxMGJiNjItNTc2MS00YTBkLThmNWYtYTk5YmVmOTQ2MTNl
+      Si4KCHRhc2tfa2V5EiIKIGIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3SjEKB3Rhc2tf
+      aWQSJgokNzRhOWVhMjMtNzVmYy00NWFiLWIyMDAtMTllZTk0ZjU0Y2JkegIYAYUBAAEAAA==
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '337'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Mon, 18 Nov 2024 03:20:15 GMT
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Bicycles 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 Bicycles data analysis and
+      research findings\n\nTo give my best complete final answer to the task use the
+      exact following format:\n\nThought: I now can give a great answer\nFinal Answer:
+      Your final answer must be the great and the most complete as possible, it must
+      be outcome described.\n\nI MUST use these formats, my job depends on it!"},
+      {"role": "user", "content": "\nCurrent Task: 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 expect
+      criteria for your final answer: A fully fledge reports with the mains topics,
+      each with a full section of information. Formatted as markdown without ''```''\n\nyou
+      MUST return the actual complete content as the final answer, not a summary.\n\nThis
+      is the context you''re working with:\n1. **Electric Bicycles (E-Bikes) Dominate
+      the Market:** In 2024, e-bikes continue to lead in sales growth globally. Their
+      popularity is fueled by the advancement in battery technology, offering longer
+      ranges and shorter charging times, making commuting more efficient and sustainable
+      in urban environments.\n\n2. **Integration with Smart Technology:** Bicycle
+      manufacturers are increasingly incorporating IoT technology to enhance user
+      experience. Features like GPS tracking, fitness data logging, and anti-theft
+      systems directly linked to smartphones are becoming standard in newer models.\n\n3.
+      **Sustainable Manufacturing Techniques:** Environmental concerns have pushed
+      companies to adopt greener manufacturing processes, such as utilizing recycled
+      materials, reducing carbon footprints in production, and implementing circular
+      economies within the bicycle industry.\n\n4. **Innovations in Lightweight Materials:**
+      The development of new composite materials, including carbon and graphene, results
+      in extremely lightweight and durable frames. This advancement is particularly
+      noticeable in racing and mountain bikes, enhancing performance and speed.\n\n5.
+      **Customizable and Modular Bike Designs:** In 2024, there is a notable trend
+      toward bikes with modular designs that allow riders to customize parts and accessories
+      easily. This trend caters to diverse consumer needs and promotes longer bike
+      life cycles by allowing for parts replacement instead of whole bikes.\n\n6.
+      **Expansion of Urban Cycling Infrastructure:** More cities worldwide are investing
+      in cycling-friendly infrastructure, such as dedicated bike lanes and bike-sharing
+      schemes, to encourage eco-friendly commuting and reduce traffic congestion.\n\n7.
+      **Health and Wellness Benefits:** With growing awareness of health and fitness,
+      more people are choosing cycling as a daily exercise routine. The industry sees
+      a surge in sales of fitness-oriented bicycles designed to maximize cardiovascular
+      and strength training benefits.\n\n8. **Rise of Cargo and Utility Bicycles:**
+      There is an increase in demand for cargo bicycles, which are used for transporting
+      goods over short distances, reflecting a shift towards sustainable business
+      delivery options, particularly in urban settings.\n\n9. **Competitive Cycling
+      and Esports:** Competitive cycling has embraced digital platforms, with virtual
+      reality and augmented reality races gaining traction among cycling enthusiasts
+      and professional athletes for training and competition purposes.\n\n10. **Focus
+      on Bike Safety Innovations:** Advances in bicycle safety technology, including
+      smart helmets with built-in communication systems and advanced lighting for
+      night visibility, are considerably improving rider security, making cycling
+      a safer mode of transport.\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:"], "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '4197'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=elWqsM.3Jt5.vyzDrpCmVftKrlxb0_fRVMZxBGUYfcE-1731900010-1.0.1.1-AxUZI4aRPPnqgUcewvytSN0TcEpcfBqYEZ.h2A96g3wUsy6Ui_pr4y81nyHf2Pcn1S3lz4zSmufsGDmnNKtHDQ;
+        _cfuvid=lzrs54cKet3l28qlaoF9_vtIs55.7H9Sbr6IhTssBmk-1731900010790-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA4RXTY/kxg29+1cQ44sNdDdmdm0nmdvueh1s4gGM3UkCJ75QVZTETH3IrFL3avzn
+        A7Kk7mknQC4NtFRkkY+Pj9RvXwDcsL+5hxs3YnVxCvs3f4vdtz++G37++88fX//lp6f4/vM/n6eH
+        +Ne75+8+3uzUInf/Jlc3q4PLcQpUOaf22glhJfV694fXd3+6vb29u7MXMXsKajZMdf9N3r+6ffXN
+        /vaP+9vvVsMxs6Nycw//+gIA4Df71RCTp88393C7255EKgUHurk/HwK4kRz0yQ2WwqViqje7y0uX
+        U6VkUT+OeR7Geg8fIOUTOEww8JEAYdDQAVM5kfySfkk/cMIAb+z/vT74Et7lOAmNlIqafKQpS4Wc
+        4C27xQWCD8nPpcoCj0LJF+AEmqcZfwl3B3gfyFVht1kU+Or9/i0/Ufkavs+RE1aCOhI8oDxRVcMP
+        zccOaLPtVtsduBxjTmGBp5RPCbAA7Tv1pq9S5TSbNxaYpxOKhyqo5cuyaGxDyB0GKGjOSg7suV84
+        DauRt4iSIz2sUUWL6gCPI0GZZbAX7UqY8jQHFK6LgdoRYK3C3VzJQ81QeEjcs8NUAf1R3UZK1UDq
+        sFaSBSq5MeWQh+UAD9mTbN6LFavLWCqEnAYSEEwDgcMJOw5cWVPAEPJJ4++zAH2ulDxZ0kcKWieE
+        wmkIBG5EGegAb7xnJS+GsOwsRSE/O32kcdkxw4MjFRixGK4vsmpA4TQRhh1EfFrRi4BwZOwCASYP
+        1PfsmFKFPJlzDXCWDpPVcK6chgO8KeAsE0DJc/IW0ClL8DAITlMgOHEdNYaBivlR51MOYdZ/LQP0
+        6x25P6M3CRUDG6HMpSInC63kZnhQZse5khToKFHPFXrJsaFxgbDBgGtkDfhFYUh45MG4K6iptjgJ
+        C1lR4DSyor5hZyBl8KRyUcivUFDkUjinclg75tUBPqRKg6AlZE4/RZQKj2em6NGt/yKmuUdXZ9FM
+        RjwqQe0OLfsCFDtBy2fUNxfPuYdifi8M1AApjUZ/IwZ7UlJNJEzJUeuCuZAa6wGNVBJV/f84choK
+        fPUhP34NXODEnsokhH7XsugJNcoCZXajNu6ff/qk4DkjUFlKpai1cNqCg5atYvLawpwg0YlkkwEw
+        ZS0aDperpKwbSgu8aDohD9BzTVQKeKy4azeC5Lla+yQPMSeuWWAi6bPErfuFMOy1/OBZyNWwQB1F
+        pXRtAYNvGnOicoAfZqkjScyi9W/N7gFT5X0dqa/nBK1EHVECT0cKeSK/g9z3JJr1ROgM3sjJQ7fA
+        JPnIXl9xMpHHRHkuELJrKc+Tx0oFuAc8A8QFYj6ShyxQMU4k5K0KVsJCl6Kzw3AtTijG6VQUDL14
+        E19FOiujEznVAk9HnV+argV4xDC33u/n5JrGaLNo45uUNnlTZ1zqRvjXB/j0oj8fznxWl8Z5/nWm
+        oqffpyNLThqmavhm1VpSKCInbfdJOMvLi8+obLNqHVKHF7cpXzTzq+ZpupIGIJf3vTaBD1YSR6Vo
+        5q27jL8vcohXOdRzDlBHrFpZjvxMQFfpcJzQ1QO8gZQrOzJPVYeqVrN171k7Kgd+PvexkOXnIWIl
+        YQxtwqxZT5JXfd/9lxzhtfgLns4+9GyZ43QWywlT02kCDCVDn92sweS0qZo6dSidiX2uk7DyqVts
+        AkR+NoKfo7ngaJxh3aoUC8M7kQzL/jJDJkGnqJT/NcBcTo4mUyEEx+J0KmvNUo6L0X4d5hcCFBiQ
+        k6FgnhWc00hCreU0xJaqJ53i5I1MNoePSi2NuMG+8m8HfVMANY95zeJlgYXKlFPhdn6j/zeq9ykf
+        rZhWtx95GOuJ9BcetoLq6Rfiy6vJkSC8OH6p/7YLmQgKHdepp7TbeNEyO8A/VJx/v57okpsLm0Zu
+        er2VljsSA0An9EiJdheJWNXN5bhGth5VXQQ/S2P1qJPvqIJOfRbaROkSviI/oVS2UqryboLUkl7r
+        ufZeu2BO2oDQcZsnNFgya1mvxH2dcRe5c8JVhfDQwCeBXlDnPkfVXwIkyX5JGNlpfXsOG2vXnoQy
+        kQr5Ra4VQaps4Rq6FQcqRiP1QDb2tc2aHDZ3qBDMKkWBn9Z5W1QEBq1R8g3CJnhtBhfS2fgSOu1N
+        SmUWupRFe8DG6TrXhyw6RDxF1KU993BEYX1USUR1dLdueGeh6CSjPy+huW+BG8vrOBfGUs9LzLcH
+        eDeXmiM/n/fBh+ytLXX1h++Ne2dWL4RiigyFFFgYpC21Tf9q1k2+gPu9z7j6vKZ0+b+6btKl/nMC
+        +3y7GnOm0rZJtGqRlFap7fomF5GorqsveD6SWCnIt0pOQj2Jbk0GbxNTknI4A7EGCz06LaiukoRl
+        ub5GbbURVno4Fcws3GbPlE9ta7jsOxU5tKnH8iKjrPx0+i0CQr/OLBv5ryNdN6qGesr6oadT0IjQ
+        vNQl0F6TccaWc1rQzbVRr8mfrXkv5/MB3i5AOh+35shJhX2eBkG/dpPQFHBtzCbtgXsqExoOlz2k
+        nL90dm2AbXVQ/K1o60c6rS7/AwAA//+MWU1vGzcQvftXELq0AWShbuPGPTaBi+bqIOmpEKjd2V3W
+        XHJBctdVAf/3Yj74IdsFehNEiuIMh2/ee2zClfaLv3jSMUGu2Z8P6v7vRbsoWf9K/PyTFPlnNwQd
+        U1ippkSkCqIDZqY2Z75UtIuWFBCCoXqWc6XGiqqV5Q9pHuTMUq0bqh3iFSeifQbbHeKeSCjZl7nY
+        l5wflDiM6+zaQ8xtkmdKhD30pkProtwfqx1WFgqo6zhpqq3YTTBnqlw4hQ6EslK7BkvnC7YJ4bSS
+        bjOzpOj8GvQIlzSqqEAubWthM3gJOMCsqqrwO6jPjMb9i6hV1ANIT+YbIj2WUpn/Hf+IuhAm/B9w
+        VM9+SVwukk4d5eoswcw6nImzEtKSGtwrC7oXSJxA2zQZCHte96Lb23NzSzgidgtSK/Y+HNTvtArt
+        /Q+wloTKR9ajBI/cnQsg6icdgCb5QXbAjJs1jmzFuN5spl9zK600tQlUuyydLEGMNBSDig9CZyJe
+        ntHM4CpfLh5OhhOqyguOlNXWsobFx0wJqojsSZCLkUI+jGT9zCrowjXpdOiN33RkSoeR5nZ4fVqN
+        pbMQ+R65XSIQ61Ra5GXAObK9OgF+a/3TNRNvXns1iS4rBoIiHls2eRyIOgm1BVs+ir07pWfvRjmH
+        5sCb/P8Hv6qie18ZAJpIaPpkQcqnIac8AzphAtkNmemsj4BMOIBxgw/tMX8XFaEfRa82k4jWZ+gl
+        ujx5/G+0L3L16WUJXndTLtK7g3owTDs/6TB62sFXyXAuiNzJG/DryuRVJjcsMTaAWfQOBTGg5ycG
+        wGSGxGyU24w6waQ3g6kRStAi7Al7Ogl9sNiPzxlkM78s/493IoKeLcRIqMoOAiFL8nJfURxjZmIj
+        z7GEWgzTFg0Q5qSkNjPI4+TRe+RWyHPjhLZpTzat9Fk4v2a5pKD7ivINpEThsSnoLH/UBpOheGZ9
+        RvfRuMZ0C0ReSTUhsf0oyZHoLdJvBkU+p5YrWOQVyi/ArgoVTWaobI+9lnl7jPGpYxGoiQUY+jys
+        hNEv2yEHOHtB6mzLFWj8hTVnZtC5D+MW7inDVHLtlNoSmUqK8xVVb0aq/FZDeLaOeSVadTMhrSjT
+        6DeoDht/96C+5WFgU+P7bw/vuOOsJDSgr0O/PrxrDBbJeFUGyNf1BqTOpGhYiuJyRTZgw7uv1Fqo
+        WiMcdJqQ4QjCu5FP0zhlZmRkZoO9imbGnoObY/yvOCw8lzG3m7D/uvGFamXh4NfU8AdNot4PagRP
+        ApAcJGtmk/TFbctpX6xOmHXZKHITSoNfMPmrY/5DiLv2tDWOhsCSw6Y7YhY+N7bwESyK952PnrSu
+        7iZK8USaOBatCNrOTMVrzfD555q7+eGgfkNpwA8cj6C+MLNoFDpOlW9fWfpCjhpDtZXDGmUH5sMb
+        l/ZIjmTL2F5qnyI2E1ri0dDGA5e2P0UIG2RbKFVPpbi6E9gZUlTI9pdF3D+FPTNdG7HgnREPUbzJ
+        F68J1QBFgBSbJHu5JI8utCvMEEZw3Vnh5l56NcWyYJeDaGn1SckqaG3gp8l0U0sFEKZFjDvyOjZT
+        aR7iEnnVzAQL3gfQj+LZcvUVTcMWQJYN+OPmarCYyT6XIdacXTrXKMlXbw/5EE9YHH3Aq4oxcbmQ
+        SxVcLG8mRCiIr1WpLbyCHnOwhfW6IcqH9oEvwLBGje+LbrVWvn8uL4bWj0vwpyjj5fvBOBOnI0bg
+        Hb4OxuSXHY0+Xyn1J71MrhePjTsE8yUdk38Ehwt++PGO19vVt9A6enNz+5MMJ5+0bUbu7m72byx5
+        7AF1a2yeN3ed7ibo62/rWyiihG8GrprAX2/orbU5eOPG/7N8HejQZIT+uAQUTpdB12kB/iJ7/O1p
+        JdG04R2X+3Ew+L5HjRSPZFiO72+74fZ9Dxp2V89X/wIAAP//AwC/JrUuuR4AAA==
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e44d2bc2bec1ab0-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Mon, 18 Nov 2024 03:20:25 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '13936'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '30000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '29998979'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 2ms
+      x-request-id:
+      - req_602e9ec1c4bc0da2fdb284f809c50872
+    status:
+      code: 200
+      message: OK
+version: 1

tests/cassettes/test_before_crew_with_none_input.yaml

@@ -0,0 +1,438 @@
+interactions:
+- request:
+    body: !!binary |
+      CuMOCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSug4KEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKSDAoQf/zeqxfqyNP5BgW6rZrC0BIIiXyYjb3bUBcqDENyZXcgQ3JlYXRlZDABOXha
+      vrnarwgYQcCbxrnarwgYShoKDmNyZXdhaV92ZXJzaW9uEggKBjAuODAuMEoaCg5weXRob25fdmVy
+      c2lvbhIICgYzLjExLjdKLgoIY3Jld19rZXkSIgogZjM0NmE5YWQ2ZDczMDYzZTA2NzdiMTdjZTlj
+      NTAxNzdKMQoHY3Jld19pZBImCiQ2Yzg5NDczNy0zNWJjLTRhZDEtYjE2Ni1hZTY3ODhhMTA4YWZK
+      HAoMY3Jld19wcm9jZXNzEgwKCnNlcXVlbnRpYWxKEQoLY3Jld19tZW1vcnkSAhAAShoKFGNyZXdf
+      bnVtYmVyX29mX3Rhc2tzEgIYAkobChVjcmV3X251bWJlcl9vZl9hZ2VudHMSAhgCSqwFCgtjcmV3
+      X2FnZW50cxKcBQqZBVt7ImtleSI6ICI3M2MzNDljOTNjMTYzYjVkNGRmOThhNjRmYWMxYzQzMCIs
+      ICJpZCI6ICIzNDQ2YWRlOS05YWM0LTQ1NTUtOTlkNS0zYWM0MzdhMmMxNmUiLCAicm9sZSI6ICJ7
+      dG9waWN9IFNlbmlvciBEYXRhIFJlc2VhcmNoZXJcbiIsICJ2ZXJib3NlPyI6IGZhbHNlLCAibWF4
+      X2l0ZXIiOiAyMCwgIm1heF9ycG0iOiBudWxsLCAiZnVuY3Rpb25fY2FsbGluZ19sbG0iOiAiIiwg
+      ImxsbSI6ICJncHQtNG8iLCAiZGVsZWdhdGlvbl9lbmFibGVkPyI6IGZhbHNlLCAiYWxsb3dfY29k
+      ZV9leGVjdXRpb24/IjogZmFsc2UsICJtYXhfcmV0cnlfbGltaXQiOiAyLCAidG9vbHNfbmFtZXMi
+      OiBbXX0sIHsia2V5IjogImJiMDY4Mzc3YzE2NDFiZTZkN2Q5N2E1MTY1OWRiNjEzIiwgImlkIjog
+      IjExMzVjODkzLTRlZGUtNDRiNC1hMjZmLTIxYWUxNzA0ZDRlZCIsICJyb2xlIjogInt0b3BpY30g
+      UmVwb3J0aW5nIEFuYWx5c3RcbiIsICJ2ZXJib3NlPyI6IGZhbHNlLCAibWF4X2l0ZXIiOiAyMCwg
+      Im1heF9ycG0iOiBudWxsLCAiZnVuY3Rpb25fY2FsbGluZ19sbG0iOiAiIiwgImxsbSI6ICJncHQt
+      NG8iLCAiZGVsZWdhdGlvbl9lbmFibGVkPyI6IGZhbHNlLCAiYWxsb3dfY29kZV9leGVjdXRpb24/
+      IjogZmFsc2UsICJtYXhfcmV0cnlfbGltaXQiOiAyLCAidG9vbHNfbmFtZXMiOiBbXX1dSpMECgpj
+      cmV3X3Rhc2tzEoQECoEEW3sia2V5IjogIjZhZmM0YjM5NjI1OWZiYjc2ODFmNTZjNzc1NWNjOTM3
+      IiwgImlkIjogImIxZjQ5ODJiLTRjZGItNDk1MC04ZmNjLWMwZDcxNzRhYzY0NiIsICJhc3luY19l
+      eGVjdXRpb24/IjogZmFsc2UsICJodW1hbl9pbnB1dD8iOiBmYWxzZSwgImFnZW50X3JvbGUiOiAi
+      e3RvcGljfSBTZW5pb3IgRGF0YSBSZXNlYXJjaGVyXG4iLCAiYWdlbnRfa2V5IjogIjczYzM0OWM5
+      M2MxNjNiNWQ0ZGY5OGE2NGZhYzFjNDMwIiwgInRvb2xzX25hbWVzIjogW119LCB7ImtleSI6ICJi
+      MTdiMTg4ZGJmMTRmOTNhOThlNWI5NWFhZDM2NzU3NyIsICJpZCI6ICIyY2VkNGVhNC01YjcwLTRh
+      MDctOTEyOS00MzQ2ZDQ1OWM4NjIiLCAiYXN5bmNfZXhlY3V0aW9uPyI6IGZhbHNlLCAiaHVtYW5f
+      aW5wdXQ/IjogZmFsc2UsICJhZ2VudF9yb2xlIjogInt0b3BpY30gUmVwb3J0aW5nIEFuYWx5c3Rc
+      biIsICJhZ2VudF9rZXkiOiAiYmIwNjgzNzdjMTY0MWJlNmQ3ZDk3YTUxNjU5ZGI2MTMiLCAidG9v
+      bHNfbmFtZXMiOiBbXX1degIYAYUBAAEAABKOAgoQOaRyuH2UERJ3sHC1ImhOgxIIq8DZc4P2KYMq
+      DFRhc2sgQ3JlYXRlZDABOTA127narwgYQVjV27narwgYSi4KCGNyZXdfa2V5EiIKIGYzNDZhOWFk
+      NmQ3MzA2M2UwNjc3YjE3Y2U5YzUwMTc3SjEKB2NyZXdfaWQSJgokNmM4OTQ3MzctMzViYy00YWQx
+      LWIxNjYtYWU2Nzg4YTEwOGFmSi4KCHRhc2tfa2V5EiIKIDZhZmM0YjM5NjI1OWZiYjc2ODFmNTZj
+      Nzc1NWNjOTM3SjEKB3Rhc2tfaWQSJgokYjFmNDk4MmItNGNkYi00OTUwLThmY2MtYzBkNzE3NGFj
+      NjQ2egIYAYUBAAEAAA==
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '1894'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Sun, 17 Nov 2024 07:10:11 GMT
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are {topic} Senior Data
+      Researcher\n. You''re a seasoned researcher with a knack for uncovering the
+      latest developments in {topic}. 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 use the exact following format:\n\nThought: I now can
+      give a great answer\nFinal Answer: Your final answer must be the great and the
+      most complete as possible, it must be outcome described.\n\nI MUST use these
+      formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent Task:
+      Conduct a thorough research about {topic} Make sure you find any interesting
+      and relevant information given the current year is 2024.\n\n\nThis is the expect
+      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\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:"], "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '1250'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=08pKRcLhS1PDw0mYfL2jz19ac6M.T31GoiMuI5DlX6w-1731827382-1.0.1.1-UfOLu3AaIUuXP1sGzdV6oggJ1q7iMTC46t08FDhYVrKcW5YmD4CbifudOJiSgx8h0JLTwZdgk.aG05S0eAO_PQ;
+        _cfuvid=74kaPOoAcp8YRSA0XocQ1FFNksu9V0_KiWdQfo7wQuQ-1731827382509-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA4RXTW8cRw69+1cQcwlgzAiS5a/oJnu1Wi3irON4N4fNwmBXc7q5rmZ1iuwejYL8
+        9wWrejSjJMBeNFAXi83H9/jRvz4DWHG7uoJV6NHCMMbN9T8/8+vvb374+hAe9MPlntvbf5x/N739
+        9GAPf1+t/UZq/kvBDrfOQhrGSMZJ6nHIhEbu9eLN5cXbF29eXpyXgyG1FP1aN9rmZdq8OH/xcnP+
+        dnP+ernYJw6kqyv49zMAgF/LXw9RWrpfXUFxU54MpIodra4ejQBWOUV/skJVVkOx1fp4GJIYSYn6
+        7psBDPUrtbBj6yGTEubQs3SAoCMF3nIASyOHaoGwTWFSSAKThDRTdtswmbF0G2o7gpZmimkcSEwB
+        pYVMkWYUA5ZtygN6gmCbMjjsM7jlmQSsJ6D7kYLV87QFhJYMOVILkdX80cU5NFOMZDAmFtM13H0T
+        I5DolAkswZjTzC0BgpORqSdRngk80plp5078VRGN1CNS7nrTM/iODAby+4EO6ejQ+grQrwgFz3Xe
+        P8GhRuOm2W/89+xn+Vk+92nqeruCO5C0g4ACnUeA0LkcAEV3lN3yrywY4br8fwX+5OIMnj9/lwm/
+        Wp/dDbDADxOKTQO8T8M4eZqfP7+Cd/uSvTVgO6MEqtlmgV8W63Cwhh5nAk+iJRhSJueDsYkEv0wN
+        W4WsytKtYcT5AHeH+0LSmDEYB4yA4xg5FNjlVSHvR0tdxrHfr6GK/x50r0YDKA9TrLbrooI0Gg/8
+        ULM25tREGrRk7IWjvr6DOzHqcjVggb8RRusDZnLA19lci4wRWIxi5I4kELiaWSZSh2cZRZ0b6B8v
+        ryuX13eAsUuZrR+0MFNygSFMGY3iHlrGTpLnAVpWQiVdw5ip5VDyOKIxiUGaLKSBFlgjZU2CkR9K
+        4pxi5wLGiKJgPQrQTBka2qZMBe+l4/1EQrvCwo1Q7vZwJ5LmmjDH+7kn2BPWIoEeFZRIQLkTz0Mp
+        p8HVfqQ+P7qk6tIo9JJi6pj0DL6ne9t0frQoN0XMMKJQrHW6Y2nBptywkAJmqimireedxNYQCdsC
+        M8GOW9IxE7aArXObZCn2dgrUVpE5QaXWVTnCdqJYGX/pGXh1Czf3I4oerr6+hb8ce8chCV1MDUbI
+        KcY0lSbw6vaIbA+ZMPSkIJ6sYwdeL9HUhuaaSf4CT2RIw+Daac/gc8962rBcmANrVROL5eRoYJIx
+        U6CWxKiFFg0XqVH2LkltTWBIIhSMZ7Z9wfmqKLtWaKHoHadj6I7wloQ21HJR2Clfa9Ap9IAK7z/d
+        /fjx07rW8VLupZgR1LAj2PWUCZxZ4+DaTbmlrKX1NIW/EpRr3OpEWoOOmL/6O8n6UtwtNd4Sl6x1
+        Xrsp7x2ScrtIppL32kH9OGIg5y+mRU4fOJJaEnqUrxYblnZSy3vA0DPNhakdDI/WtTxL+1fDJrL2
+        hYm09doaUPyfOAlmaLwmS4RuvuWsBgOKUAsDq5a+ZAk+YNY1tLnMlWYPTfJe7hNAiudStplnNAKl
+        YMl1EyM2C5SC8k1BOakhS6mp6y5zmKL5oPlYe2KFeueVp2MSLRMoRB7cc+hRuvITI0lXGT26wxN3
+        48HdGlhCnEqNzZRr291iHspALmFT4Fowx/vrUqsdstQW5M6SLIUT92toUtIisG1K7sNF/bRgixJk
+        5pxKirzJDiMGK6l466l4v28oK4Ups+3hRvrHqeM5+Mk5ZPGFZ2mgHbsX611wuq5dTIkUcmomtT/M
+        rfDE/9NKOCbl+m6z8Fo9+4ZA4VjvVONaapSkjChHOpD1qT30Qkf1raP67FU8prwsHcce7KA+Tk30
+        7eepTXlNpGCZA8zUc4h02o8OA8m1QHOKMx0VfugojxvOZEnSkCaF8eRlbMsUrWL/fZ+/+Rc0aEZ5
+        DzFJR95uav/pMXeeJpZtRrU8BddHxXtx7oA/VHbrbIXrHfrQ0MLh9aHVLjx6uLCooY5TwIN9mQRL
+        k6zGLWwnaavI8rHvHoqVT2Z72p7ogzKOvFQ1jmMZmfa4xh1mtO8nXjVPw9FpdF6WtYuUni6HoNMw
+        YOYHejI20eMtQZz0/ZJnMcp1Kywxd1VoZfllWfatnrs++s542JPGnLZpqjRhqAzNmNlJ3TLFVs9O
+        t+9M20nRl3+ZYlye//a4zsfU+W6ky/nj8y0La//FQ0/iq7taGlfl9LdnAP8pnw3Tky+Blc+y0b5Y
+        +kriDl9cvqz+VscxeTx9df5qObVkGI8Hby6/Xf+Jwy91OdeTL49V8FHcHq8eP1NwajmdHDw7gf3H
+        cP7Md4XO0v1/9/8DAAD//0KWSE5OLShJTYmHNeSQvYxQVpQK6sjhUgYPZrCDlSB5Mz4tMy89taig
+        KBPSl0oriDdPNbIwNk41TbNU4qrlAgAAAP//AwCpko/aVA4AAA==
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e3de645a8666217-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Sun, 17 Nov 2024 07:10:16 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '5537'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '30000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '29999711'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_220e7945d04e84ab7b58c252c98630b5
+    status:
+      code: 200
+      message: OK
+- request:
+    body: !!binary |
+      Cs4CCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSpQIKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKOAgoQrqG+rs9H9Iyyqr2ZU1qS4RIIWspPh5zdoVMqDFRhc2sgQ3JlYXRlZDABOeiB
+      tw7crwgYQZgvuQ7crwgYSi4KCGNyZXdfa2V5EiIKIGYzNDZhOWFkNmQ3MzA2M2UwNjc3YjE3Y2U5
+      YzUwMTc3SjEKB2NyZXdfaWQSJgokNmM4OTQ3MzctMzViYy00YWQxLWIxNjYtYWU2Nzg4YTEwOGFm
+      Si4KCHRhc2tfa2V5EiIKIGIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3SjEKB3Rhc2tf
+      aWQSJgokMmNlZDRlYTQtNWI3MC00YTA3LTkxMjktNDM0NmQ0NTljODYyegIYAYUBAAEAAA==
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '337'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Sun, 17 Nov 2024 07:10:22 GMT
+    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.\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 use the
+      exact following format:\n\nThought: I now can give a great answer\nFinal Answer:
+      Your final answer must be the great and the most complete as possible, it must
+      be outcome described.\n\nI MUST use these formats, my job depends on it!"},
+      {"role": "user", "content": "\nCurrent Task: 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 expect
+      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. **Breakthrough in Quantum Computing**:
+      By 2024, advancements in quantum computing have led to more reliable qubit processing,
+      paving the way for practical applications in cryptography, complex system simulations,
+      and optimization problems.\n\n2. **AI Integration in Healthcare**: Artificial
+      intelligence continues to transform healthcare, with AI algorithms now more
+      accurately diagnosing diseases, predicting patient outcomes, and personalizing
+      treatment plans than ever before.\n\n3. **Renewable Energy Innovations**: The
+      year 2024 has seen significant improvements in renewable energy technologies.
+      Next-generation solar panels and wind turbines are more efficient, leading to
+      widespread adoption and reduced reliance on fossil fuels.\n\n4. **5G Expansion
+      and 6G Development**: The global rollout of 5G technology reaches near completion,
+      and research into 6G has commenced. This development promises to introduce unprecedented
+      data transfer speeds and connectivity.\n\n5. **Advances in Biotechnology**:
+      Gene-editing technologies, such as CRISPR, have advanced to a stage where genetic
+      disorders can be effectively treated, sparking ethical debates and regulatory
+      considerations.\n\n6. **Space Exploration Milestones**: The space industry achieves
+      new milestones with the establishment of permanent lunar bases and the first
+      manned missions to Mars, driven by both government and private sector collaboration.\n\n7.
+      **Sustainable Agriculture Practices**: In response to climate change challenges,
+      sustainable agriculture practices, including vertical farming and precision
+      agriculture, are gaining traction globally, boosting food production and reducing
+      environmental impact.\n\n8. **Cybersecurity Enhancements**: With increasing
+      digital threats, 2024 sees robust advancements in cybersecurity technologies,
+      including AI-driven threat detection, and enhanced data encryption methodologies.\n\n9.
+      **Transportation Innovation**: Public transportation and electric vehicle technology
+      continue to evolve with the introduction of autonomous public transit systems
+      and improvements in EV battery longevity and charging infrastructures.\n\n10.
+      **Mental Health Awareness**: A global increase in mental health awareness leads
+      to increased funding for research and the integration of digital therapies and
+      apps that provide more accessible mental health support.\n\nThese bullet points
+      summarize significant areas of development and interest in the given topic in
+      2024, highlighting the profound impacts in various fields.\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:"],
+      "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '3935'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=08pKRcLhS1PDw0mYfL2jz19ac6M.T31GoiMuI5DlX6w-1731827382-1.0.1.1-UfOLu3AaIUuXP1sGzdV6oggJ1q7iMTC46t08FDhYVrKcW5YmD4CbifudOJiSgx8h0JLTwZdgk.aG05S0eAO_PQ;
+        _cfuvid=74kaPOoAcp8YRSA0XocQ1FFNksu9V0_KiWdQfo7wQuQ-1731827382509-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA3RXS28cxxG++1cU6OuSkBRJVnijFFumBQQKRcOH6FLTXTtTUU93q6pmlyNf8jfy
+        9/JLguqZfQnIhVhuv+r1PfbPHwCuOF7dwlUY0MJY0/Xd74/87tPHr/KwHV59CMF+e1nf/P7ht+Hx
+        17/a1cZPlO5fFOxw6iaUsSYyLnlZDkJo5Lc+/+kvz9+8+Onl89dtYSyRkh/rq12/LNcvnr14ef3s
+        zfWz1+vBoXAgvbqFf/4AAPBn++sh5khPV7fwbHP4ZiRV7Onq9rgJ4EpK8m+uUJXVMC/hrouhZKPc
+        on4cytQPdgv3kMseAmboeUeA0HvogFn3JACf8y+cMcFd+//2c/6cf4R3ZaxCA2X1Iw9UixiUDB9o
+        hkcKQy6p9BwwAeYInwJTNt5ygL/RjlKpI2VT4AyefbvyR3grhF9sEA/Ll/4xYbZpbG9NxrkH3/h2
+        bmc2oNxnvxKzAcYd5kDHW7+uR8Px6IA7go4oA4aBaUdxAxXFOEwJJc1+ygYCFEIoW/g6dWxQpQRS
+        9QuEEmPHiW2+gceBFbrzeAdUqLij2G7Z4wzbIu1zFQy2lKLWxAF9RpYnzoMkUcAgRRWUdiSYIJYR
+        OesN3GcIMlcrvWAd5o3fq3SZNWWdhIDy4N9FoNyO+Fsj2VCigg1oEMqUItTiY8CY0gxCu5Im38nf
+        CCIaglKYhG2GboYRv3j+bIBpLGrAYyXZcZkUrMCAoa2jGY3V9ObYt1PxMWkBegqUWneUxylhW1lQ
+        8wQ6q9GoG9gPHIY1SBPMui0yAuc4qQmTgk5hAC/2gDJioKnVVtucjWgk7P+pT1wgj/9sTlqycQr+
+        srfGeKR2MLS88q4k7yBnoKdKwktlfUM8je0N/DKJDSRjEdpAqcYjf1u6WqV0icZjJx0Eahx0A1vO
+        3phNu66jueTYcNdRpi0bbKWM67wcZ64WR+DZqBzLpCaEY+Ls20olae8vsfJYpex8gbZbboXwwqGB
+        BkykUIVa+9IMU0Yz5IxdopsVh3f3cJ+N+uVOr8avhMmGgEINgnfSsMyYgLNRSty3YnN7xHMIRcjj
+        xlMPj5cNp8tQfdMC5z3b4E9j6ouwDaO28ixo9WSmXIUCRcpGETCESTAccRsZ+1yU242RlVBJHagO
+        lLVsoJNUVIVhGjFDwLoA2qvTzYAZ0/zNn9qhWgOCkil8nTh8SfM6B0ahTW71gZfsA71j5S6Ro8FD
+        WW6nmTaQCGMbtgLUWKZNqRfHc2E9xk26Tj4rBOGFL5xBQsmRl94m/kJO04FkGVqUyGWH2ijsLOmP
+        QpGDOTPf3UPTG3Vig5pwbniEyrtimMDFwku4LUIB9ZCZ0zWUyUIZSTcQZGrd9oCqkOPcLz/rpJqg
+        Ud/mLEcQ0jJJIMCUysJ4N3AXl0ycdDZwd//ff/9HYaVUr1AlUV91FvLxNkebx5z1QGt6DK692s1g
+        yKlIY/izaJyffHeHShHa3EXecZwwQU+ZjMMGEm9JbU4rJinvWEr2RzFBE8onc6qdvMcu5w2Tp8ga
+        unwE/fQhLkVj3Trjl3wA1ANl2jvC4OdM0s9wn3PZrYj1PY4AGFG+KOAZHaPMMBNKq7scL6HlEjvK
+        rPf87/Rk157ailotPhMVs/e+Kz7QJ2k40MIM3jVvcMk7ktb9Np065cT94Jzoo5somHDwPnmu35dk
+        eWsNC2NZVGdfJMU9R2r6VVEwJUqbg2o1JdizXzdJx5lOCc2LWgvplGzh43XPqmHe4xbnIRNbAVFb
+        gcoWDpU4kigapPahPamVKB7pgc/aEUrybHlHaW5DINxN1rCNF5ajCcmB0/pUOkeTewRnwuKIUuUE
+        24mS3sAfHEmrEMZTgcp21fHzTjoBnEqbZpeDSilR9GnPxV1WOm++E8Xa2UWuuskWwe2l7JsKXAz2
+        iDl604+6d+0aTMaecybVw9S+eg8/P1XM6rH65tfvz91bG9zHgZYJ3bP52dYggkwo16shpmNxSkpl
+        Mk/71fuzZm+AXH480i2qkTRRkUy2tulEmosHS64vObcu+Uj6u83LNJw43UmGyD3bpefSjVc2TY2R
+        78tju1dHFIM22py3gmoyBZvEMfVASihOyo6C15dBY/JuuoJGkj3OGxi4uQX7TqmaoVpkkOQ8pYsk
+        zsXoBv4YKMN2WtxZY8S48QBYmzMJfq8V0Kk24007ykuFVnDF7/L+f3ZvtWDjlA++9GIWPcrtYnZO
+        TfIGd5gd2jZce6+WHwGRfLSa/m4nr+AFrpp48TiStM07FpsaYrDR/+K3qPGCvzolE7weuB+uI205
+        N+GA9dfL6n4490fLcsYpb7mcMYlvuM+rx+gulkb84n7yDNNuMaPzIWmlsJTL0U2ZrsnFy9M/L1DL
+        6t3D/aePDwcyuTDlLn/7o9aPJbaXloqsLGUcjr5144R2ZJ+mNP7kYVtkLRL9h8KZg4tEI0WYctve
+        fBx8co98YW9KpQxThUx7b6BgbcYZqrPUyQQdqEONBciGxi6RukYYobj1aI5zsThrXEvHOi6Ue85E
+        rsbfq/1CdOf1b1dfxJip+V5DoxanUO8/E4rMsBUcaV9cIJ2IYxRSPU21W950Kmxe41scwQa0BCYn
+        g1zEzfMabuT/AQAA//+MWbFu5DYQ7f0VhKsEWC9ygH1BSuPgIoWBQxJcFywoaSQxpkiFpORscf8e
+        vBlS4q7tIOUuJZKaGb5573FFNaZzqaLfZ90SQM/63EWfjaWYPBoPnpEHqHogkG5H3vurGgktc1O1
+        B+7ogts4MxSRHRNHRk/fg+9M2uEHaArvG8/ZxekAqtpryAXmMuBsoK1NZIwrZ1Iar7DbelulFrta
+        bDPhzk2VufnUIEGL9Dzd+KIhGkqvEMqDXylw21CRP1wPRUqA8ASzIlOR2uQBDylj17MPhDcPQoZN
+        TD5wjTtHnZpMjLxK8upZh6gCzYEit3A1ebfkNmVJz6wWOJPxOvAHxRqHody4VduF+0LcjQbjoqQD
+        m828dwh+cR3qKIeRYSovQSlZktxIIn6jTn212lE6qlIhSyxqST0OAeYBT/FVNH4uk8fJdDFlMZel
+        XDuC/riB2UlrDY48/nQDHbhcVCREtnRLmuZRs5xxKlar6mrVuay6Exm0N1LM5VhB6DBtoGX+XgqB
+        mvQ/ZmJ4W5Jhwp0zXHF3HJSoXslaltuMYUwFqh3wZAuKF8rN5WbHQoqBIfmij0m1wc/qbMh2rHUs
+        qck4DL3lKL33aQ4GWpuhbPvQnQBlu6P3vrtwKxrvs4oJvhC0DdZGsjMwmVaD8OsOAEBXi5tp1i3q
+        JgI34OGJNk1BF0Tb4pqdlQIgX84NJsy7eapZGddF3GhJGoHWjKnJuIX5JbH98B/GFtNe3bFgay+W
+        umhK3cJ6CEV1vJAaxqnHX++6AKKXd1AErXfS4Ik78h0bI4Hi7B1zOl9hLa98B9ugfYmHj+yVdbFg
+        4MUwe/rQliq73jAN35RtKD3A/0qKJgqDcA8OG5/+IsQj+AfrUeN2o2Gz0oBOMQu8zGBE4uR1SkJA
+        0ES2FXZW0SKOnS6MDRUBcVPS/gfeBRGTpfeQC0e+HK0ISEl+bmqcaak1BoSGRKtb7Tq0kl0LNj6N
+        al4aa1rZuEmbx8FfmgWbWmk0LSyfH56+xR8ZJkBm96OBPrAk7/yERvDBlOSC4S63hEaDaGbN3pyV
+        73vu9zs15/U3WZaCXskqUTybvcdVApGv8SDiMFBMRWeITqPSKY7qi3ftEgKhwg7q6VsdQzG7YJ8g
+        buay2hv2aM7KYoG1yNd21FJNV4T/UIiFwIcwLGXNZFLlrmU79G2ItdTVuoehxu2s+YopPGmIpVJA
+        z4I8YrOpx1cdWIkJaADzwH3SeK4beqEZ0ASYsagsw31AZTATCqR0mfLCkso6kxjzRen0i+NRkfmo
+        xkq36jlt5vUOZCCThRRcrTrPW2tK3tuYm3YW77plvleiVdk/1xNlnXORoDovUNIVOtdOkJTwUT3G
+        qzkbHYJh052FJQqSrwTExiE36IFynCVK8HA99Kmcyrwn4E7VP0SCykJonXf5EMOWvfBUAanBTLB4
+        8oZ4vzvRPWZ9HUm90PmKygm4rTpwifbSVEtBsCKNbMFe+q8rwTWX+qilbDbLhRgLWYacxR0EFwPI
+        7aVQyMdIGE3mFK/GWhVHPRNXjpCrY335FKhfosbdl1uszf9/326zrB/gn8c8vv0P+RfHE5LgHW6u
+        YvLzLY9+v1HqT741Wy4uwm7n4Kc5nZJ/IYcJP/9yL/Pd7vd0++innz5/ysMJtmg18vPDw+GdKU8d
+        wXmM1dXbbQsp0O3v7vd0eumMrwZuqg9/u6H35paPN274P9PvA21Lc6LuNGdHuP7o/bFAf3FXe/+x
+        LdC84Vs5UafeuIECkzSkpJ9P9w9t/3Dfkabbm+83/wIAAP//AwCS6QzxVR0AAA==
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e3de6697f976217-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Sun, 17 Nov 2024 07:10:27 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '10658'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '30000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '29999045'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 1ms
+      x-request-id:
+      - req_f0af67637da5bc0e6b11fc3e5db59f62
+    status:
+      code: 200
+      message: OK
+version: 1

tests/cassettes/test_before_kickoff_modification.yaml

@@ -0,0 +1,500 @@
+interactions:
+- request:
+    body: !!binary |
+      CusOCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSwg4KEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKaDAoQFHOMv8VK3fCTALziX07PIRIIN6Cmi+pyjGkqDENyZXcgQ3JlYXRlZDABORgw
+      kr/lrgkYQWDinL/lrgkYShoKDmNyZXdhaV92ZXJzaW9uEggKBjAuODAuMEoaCg5weXRob25fdmVy
+      c2lvbhIICgYzLjEyLjdKLgoIY3Jld19rZXkSIgogMWYxMjhiZGI3YmFhNGI2NzcxNGYxZGFlZGMy
+      ZjNhYjZKMQoHY3Jld19pZBImCiQ5MWYxYTY2OC05Y2MwLTQxODctYWZmOS03NzJkNzZlMzg3NDlK
+      HAoMY3Jld19wcm9jZXNzEgwKCnNlcXVlbnRpYWxKEQoLY3Jld19tZW1vcnkSAhAAShoKFGNyZXdf
+      bnVtYmVyX29mX3Rhc2tzEgIYAkobChVjcmV3X251bWJlcl9vZl9hZ2VudHMSAhgCSrQFCgtjcmV3
+      X2FnZW50cxKkBQqhBVt7ImtleSI6ICI3M2MzNDljOTNjMTYzYjVkNGRmOThhNjRmYWMxYzQzMCIs
+      ICJpZCI6ICIxNDFhOGY2NS0zODRjLTQxMDMtODgwZS02ODMzNTQ0NmVkN2YiLCAicm9sZSI6ICJ7
+      dG9waWN9IFNlbmlvciBEYXRhIFJlc2VhcmNoZXJcbiIsICJ2ZXJib3NlPyI6IHRydWUsICJtYXhf
+      aXRlciI6IDIwLCAibWF4X3JwbSI6IG51bGwsICJmdW5jdGlvbl9jYWxsaW5nX2xsbSI6ICIiLCAi
+      bGxtIjogImdwdC00by1taW5pIiwgImRlbGVnYXRpb25fZW5hYmxlZD8iOiBmYWxzZSwgImFsbG93
+      X2NvZGVfZXhlY3V0aW9uPyI6IGZhbHNlLCAibWF4X3JldHJ5X2xpbWl0IjogMiwgInRvb2xzX25h
+      bWVzIjogW119LCB7ImtleSI6ICIxMDRmZTA2NTllMTBiNDI2Y2Y4OGYwMjRmYjU3MTU1MyIsICJp
+      ZCI6ICI5YWFkMWUxMi00MTgxLTQ5NTctYmNlNS01ZWNhODg2YjMxYWYiLCAicm9sZSI6ICJ7dG9w
+      aWN9IFJlcG9ydGluZyBBbmFseXN0XG4iLCAidmVyYm9zZT8iOiB0cnVlLCAibWF4X2l0ZXIiOiAy
+      MCwgIm1heF9ycG0iOiBudWxsLCAiZnVuY3Rpb25fY2FsbGluZ19sbG0iOiAiIiwgImxsbSI6ICJn
+      cHQtNG8tbWluaSIsICJkZWxlZ2F0aW9uX2VuYWJsZWQ/IjogZmFsc2UsICJhbGxvd19jb2RlX2V4
+      ZWN1dGlvbj8iOiBmYWxzZSwgIm1heF9yZXRyeV9saW1pdCI6IDIsICJ0b29sc19uYW1lcyI6IFtd
+      fV1KkwQKCmNyZXdfdGFza3MShAQKgQRbeyJrZXkiOiAiNmFmYzRiMzk2MjU5ZmJiNzY4MWY1NmM3
+      NzU1Y2M5MzciLCAiaWQiOiAiNTI5YmU1NTMtM2Y3Mi00YTU2LWFhNWItYWE0ZTZmMzhlOWJhIiwg
+      ImFzeW5jX2V4ZWN1dGlvbj8iOiBmYWxzZSwgImh1bWFuX2lucHV0PyI6IGZhbHNlLCAiYWdlbnRf
+      cm9sZSI6ICJ7dG9waWN9IFNlbmlvciBEYXRhIFJlc2VhcmNoZXJcbiIsICJhZ2VudF9rZXkiOiAi
+      NzNjMzQ5YzkzYzE2M2I1ZDRkZjk4YTY0ZmFjMWM0MzAiLCAidG9vbHNfbmFtZXMiOiBbXX0sIHsi
+      a2V5IjogImIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3IiwgImlkIjogImI2NzQyNmI0
+      LTM2NTAtNDY5MS1iYTU4LWYwZTRmOWM0NTk3YyIsICJhc3luY19leGVjdXRpb24/IjogZmFsc2Us
+      ICJodW1hbl9pbnB1dD8iOiBmYWxzZSwgImFnZW50X3JvbGUiOiAie3RvcGljfSBSZXBvcnRpbmcg
+      QW5hbHlzdFxuIiwgImFnZW50X2tleSI6ICIxMDRmZTA2NTllMTBiNDI2Y2Y4OGYwMjRmYjU3MTU1
+      MyIsICJ0b29sc19uYW1lcyI6IFtdfV16AhgBhQEAAQAAEo4CChBM7T06NWnnx9b1Sl8dbVH+Eghz
+      9rR/8DUNEioMVGFzayBDcmVhdGVkMAE5yJqzv+WuCRhBqEa0v+WuCRhKLgoIY3Jld19rZXkSIgog
+      MWYxMjhiZGI3YmFhNGI2NzcxNGYxZGFlZGMyZjNhYjZKMQoHY3Jld19pZBImCiQ5MWYxYTY2OC05
+      Y2MwLTQxODctYWZmOS03NzJkNzZlMzg3NDlKLgoIdGFza19rZXkSIgogNmFmYzRiMzk2MjU5ZmJi
+      NzY4MWY1NmM3NzU1Y2M5MzdKMQoHdGFza19pZBImCiQ1MjliZTU1My0zZjcyLTRhNTYtYWE1Yi1h
+      YTRlNmYzOGU5YmF6AhgBhQEAAQAA
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '1902'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Wed, 20 Nov 2024 13:03:59 GMT
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Bicycles Senior Data
+      Researcher\n. You''re a seasoned researcher with a knack for uncovering the
+      latest developments in Bicycles. Known for your ability to find the most relevant
+      information and present it in a clear and concise manner.\n\nYour personal goal
+      is: Uncover cutting-edge developments in Bicycles\n\nTo give my best complete
+      final answer to the task use the exact following format:\n\nThought: I now can
+      give a great answer\nFinal Answer: Your final answer must be the great and the
+      most complete as possible, it must be outcome described.\n\nI MUST use these
+      formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent Task:
+      Conduct a thorough research about Bicycles Make sure you find any interesting
+      and relevant information given the current year is 2024.\n\n\nThis is the expect
+      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\nBegin! This is VERY important to you, use
+      the tools available and give your best Final Answer, your job depends on it!\n\nThought:"}],
+      "model": "gpt-4o-mini", "stop": ["\nObservation:"], "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '1260'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - x64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    content: "{\n  \"id\": \"chatcmpl-AVef48hbtmEEfHJzc9KI6SOG72L6j\",\n  \"object\":
+      \"chat.completion\",\n  \"created\": 1732107834,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
+      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+      \"assistant\",\n        \"content\": \"I now can give a great answer.  \\nFinal
+      Answer: \\n\\n1. **E-Bike Market Growth**: The e-bike market has experienced
+      unprecedented growth, with sales increasing by over 45% in 2023 compared to
+      the previous year, driven by rising fuel prices and increased urbanization.
+      For 2024, predictions suggest this trend will continue as more consumers seek
+      sustainable transportation options.\\n\\n2. **Smart Technology Integration**:
+      Bicycle manufacturers are increasingly integrating smart technology into their
+      models. Features like GPS navigation, smartphone connectivity, anti-theft alarms,
+      and fitness tracking are becoming standard, enhancing the cycling experience
+      while providing riders with valuable data.\\n\\n3. **Sustainable Materials**:
+      Many companies are now focusing on using sustainable and eco-friendly materials
+      for bicycle production, with significant advancements in recycled aluminum and
+      carbon fiber technologies. This approach not only reduces environmental impact
+      but also appeals to eco-conscious consumers.\\n\\n4. **Urban Infrastructure
+      Improvements**: Cities worldwide are investing heavily in improving cycling
+      infrastructure, including the addition of dedicated bike lanes, bike-sharing
+      programs, and parking facilities, aiming to promote cycling as a primary mode
+      of transport and improve safety for cyclists.\\n\\n5. **Global Cycling Tourism
+      Increase**: Cycling tourism has seen a surge in popularity, with destinations
+      specifically catering to cyclists emerging across Europe, North America, and
+      Asia. This trend encourages eco-friendly travel options and boosts local economies,
+      offering curated cycling paths and accommodations.\\n\\n6. **Bike Repair & Maintenance
+      Innovations**: Innovative solutions like mobile bike repair services and self-service
+      bike repair stations are becoming more common, addressing the maintenance needs
+      of cyclists and reducing barriers to cycling.\\n\\n7. **Safety Innovations**:
+      The development of safety features such as automatic lights that respond to
+      ambient light, integrated turn signals in helmets, and advanced brake systems
+      have become essential selling points for new bikes, increasing rider visibility
+      and safety.\\n\\n8. **Performance Enhancements**: Advances in bike design and
+      materials, such as lightweight titanium and carbon fiber frames, have enhanced
+      performance for competitive cyclists. Additionally, innovations in gear shifting
+      and suspension systems are improving efficiency and comfort.\\n\\n9. **Inclusivity
+      in Cycling**: An increasing number of brands are focusing on inclusivity, producing
+      step-through frames and bikes tailored for various body types and abilities,
+      thus promoting cycling for people of all ages and physical conditions.\\n\\n10.
+      **Data Analytics for Cycling Trends**: The use of data analytics to study cycling
+      patterns has increased, helping cities and businesses understand cycling behaviors
+      and improve services. Insights gathered are being used to optimize bike-sharing
+      programs and enhance cycling infrastructure strategically.\\n\\nThis comprehensive
+      understanding highlights the diverse and exciting developments in the bicycle
+      industry, reflective of the shifting trends and technological advancements as
+      we move through 2024.\",\n        \"refusal\": null\n      },\n      \"logprobs\":
+      null,\n      \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
+      237,\n    \"completion_tokens\": 540,\n    \"total_tokens\": 777,\n    \"prompt_tokens_details\":
+      {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\":
+      {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
+      0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"system_fingerprint\":
+      \"fp_0705bf87c0\"\n}\n"
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e58a48a783d6225-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 20 Nov 2024 13:04:02 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - __cf_bm=CkK4UvBd9ukXvn50uJwGambJcz5zERAJfeXJ9xge6H4-1732107842-1.0.1.1-IOK2yVL3RlD75MgmnKzIEyE38HNknwn6I8BBJ1wjGz4jCTd0YWIBPnvUm9gB8D_zLlUA9G7p_wbrfyc4mO_Bmg;
+        path=/; expires=Wed, 20-Nov-24 13:34:02 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=MmeN9oHWrBLThkEJdaSFHBfWe95JvA8iFnnt7CC92tk-1732107842102-0.0.1.1-604800000;
+        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '7649'
+      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:
+      - '149999708'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_60a333db2dbe3378c077ae0b2af16f8e
+    http_version: HTTP/1.1
+    status_code: 200
+- request:
+    body: !!binary |
+      Cs4CCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSpQIKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKOAgoQU4pBe1pQxsUBVChkPK41ghII8dnGjmMshHkqDFRhc2sgQ3JlYXRlZDABOQiW
+      uMjnrgkYQYjOucjnrgkYSi4KCGNyZXdfa2V5EiIKIDFmMTI4YmRiN2JhYTRiNjc3MTRmMWRhZWRj
+      MmYzYWI2SjEKB2NyZXdfaWQSJgokOTFmMWE2NjgtOWNjMC00MTg3LWFmZjktNzcyZDc2ZTM4NzQ5
+      Si4KCHRhc2tfa2V5EiIKIGIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3SjEKB3Rhc2tf
+      aWQSJgokYjY3NDI2YjQtMzY1MC00NjkxLWJhNTgtZjBlNGY5YzQ1OTdjegIYAYUBAAEAAA==
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '337'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Wed, 20 Nov 2024 13:04:04 GMT
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Bicycles 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 Bicycles data analysis and
+      research findings\n\nTo give my best complete final answer to the task use the
+      exact following format:\n\nThought: I now can give a great answer\nFinal Answer:
+      Your final answer must be the great and the most complete as possible, it must
+      be outcome described.\n\nI MUST use these formats, my job depends on it!"},
+      {"role": "user", "content": "\nCurrent Task: 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 expect
+      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-Bike Market Growth**: The e-bike
+      market has experienced unprecedented growth, with sales increasing by over 45%
+      in 2023 compared to the previous year, driven by rising fuel prices and increased
+      urbanization. For 2024, predictions suggest this trend will continue as more
+      consumers seek sustainable transportation options.\n\n2. **Smart Technology
+      Integration**: Bicycle manufacturers are increasingly integrating smart technology
+      into their models. Features like GPS navigation, smartphone connectivity, anti-theft
+      alarms, and fitness tracking are becoming standard, enhancing the cycling experience
+      while providing riders with valuable data.\n\n3. **Sustainable Materials**:
+      Many companies are now focusing on using sustainable and eco-friendly materials
+      for bicycle production, with significant advancements in recycled aluminum and
+      carbon fiber technologies. This approach not only reduces environmental impact
+      but also appeals to eco-conscious consumers.\n\n4. **Urban Infrastructure Improvements**:
+      Cities worldwide are investing heavily in improving cycling infrastructure,
+      including the addition of dedicated bike lanes, bike-sharing programs, and parking
+      facilities, aiming to promote cycling as a primary mode of transport and improve
+      safety for cyclists.\n\n5. **Global Cycling Tourism Increase**: Cycling tourism
+      has seen a surge in popularity, with destinations specifically catering to cyclists
+      emerging across Europe, North America, and Asia. This trend encourages eco-friendly
+      travel options and boosts local economies, offering curated cycling paths and
+      accommodations.\n\n6. **Bike Repair & Maintenance Innovations**: Innovative
+      solutions like mobile bike repair services and self-service bike repair stations
+      are becoming more common, addressing the maintenance needs of cyclists and reducing
+      barriers to cycling.\n\n7. **Safety Innovations**: The development of safety
+      features such as automatic lights that respond to ambient light, integrated
+      turn signals in helmets, and advanced brake systems have become essential selling
+      points for new bikes, increasing rider visibility and safety.\n\n8. **Performance
+      Enhancements**: Advances in bike design and materials, such as lightweight titanium
+      and carbon fiber frames, have enhanced performance for competitive cyclists.
+      Additionally, innovations in gear shifting and suspension systems are improving
+      efficiency and comfort.\n\n9. **Inclusivity in Cycling**: An increasing number
+      of brands are focusing on inclusivity, producing step-through frames and bikes
+      tailored for various body types and abilities, thus promoting cycling for people
+      of all ages and physical conditions.\n\n10. **Data Analytics for Cycling Trends**:
+      The use of data analytics to study cycling patterns has increased, helping cities
+      and businesses understand cycling behaviors and improve services. Insights gathered
+      are being used to optimize bike-sharing programs and enhance cycling infrastructure
+      strategically.\n\nThis comprehensive understanding highlights the diverse and
+      exciting developments in the bicycle industry, reflective of the shifting trends
+      and technological advancements as we move through 2024.\n\nBegin! This is VERY
+      important to you, use the tools available and give your best Final Answer, your
+      job depends on it!\n\nThought:"}], "model": "gpt-4o-mini", "stop": ["\nObservation:"],
+      "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '4587'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=CkK4UvBd9ukXvn50uJwGambJcz5zERAJfeXJ9xge6H4-1732107842-1.0.1.1-IOK2yVL3RlD75MgmnKzIEyE38HNknwn6I8BBJ1wjGz4jCTd0YWIBPnvUm9gB8D_zLlUA9G7p_wbrfyc4mO_Bmg;
+        _cfuvid=MmeN9oHWrBLThkEJdaSFHBfWe95JvA8iFnnt7CC92tk-1732107842102-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - x64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    content: "{\n  \"id\": \"chatcmpl-AVefC4hfHvHYaSnPpfpnDBIn5IOgg\",\n  \"object\":
+      \"chat.completion\",\n  \"created\": 1732107842,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
+      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+      \"assistant\",\n        \"content\": \"I now can give a great answer  \\nFinal
+      Answer: \\n\\n# Detailed Report on Current Bicycle Industry Trends\\n\\n## 1.
+      E-Bike Market Growth\\nThe e-bike market has experienced unprecedented growth
+      in 2023, with sales skyrocketing by over 45% compared to the previous year.
+      The surge in popularity is largely attributed to rising fuel prices that compel
+      consumers to explore alternative modes of transportation, as well as increased
+      urbanization that pushes individuals towards more sustainable commuting options.
+      In 2024, forecasts indicate that this robust growth is likely to persist as
+      more consumers prioritize eco-friendly transportation solutions. Factors driving
+      this momentum include government incentives for electric vehicle purchases,
+      improved battery technology providing longer ranges, and the appeal of e-bikes
+      as a viable solution for first-and-last-mile connectivity in urban environments.\\n\\n##
+      2. Smart Technology Integration\\nThe bicycle manufacturing industry is witnessing
+      an increasing trend towards integrating smart technology into their products.
+      Modern bicycles now come equipped with features such as GPS navigation systems,
+      Bluetooth connectivity, anti-theft alarms, and fitness tracking capabilities.
+      These enhancements not only enrich the cycling experience by providing cyclists
+      with valuable data\u2014such as speed, distance traveled, and route optimization\u2014but
+      also position cycling as a technologically advanced means of transport. Such
+      innovations cater particularly to tech-savvy consumers looking for a comprehensive
+      solution that addresses both utility and convenience.\\n\\n## 3. Sustainable
+      Materials\\nIn response to growing environmental concerns, many bicycle manufacturers
+      are now focusing on the use of sustainable and eco-friendly materials in their
+      production processes. Innovations in recycled aluminum production and advancements
+      in carbon fiber manufacturing are leading the way to minimize the ecological
+      footprint of bicycles. The shift to sustainable materials not only attracts
+      eco-conscious consumers but also aligns with the broader movement towards sustainability
+      within various industries. This commitment to responsible sourcing and production
+      practices is intended to resonate with consumers increasingly prioritizing sustainability
+      in their purchasing decisions.\\n\\n## 4. Urban Infrastructure Improvements\\nCities
+      across the globe are investing significantly to enhance cycling infrastructure,
+      which includes creating dedicated bike lanes, establishing bike-sharing programs,
+      and increasing the availability of secure bike parking facilities. The aim of
+      these investment strategies is to promote cycling as a primary mode of transportation,
+      thereby alleviating traffic congestion and reducing urban air pollution. These
+      improvements not only make cycling safer and more appealing but also encourage
+      a cultural shift towards embracing cycling as a sustainable form of transport,
+      contributing to healthier urban populations.\\n\\n## 5. Global Cycling Tourism
+      Increase\\nCycling tourism has emerged as a rapidly growing sector, with numerous
+      destinations catering specifically to the needs of cyclists. Regions in Europe,
+      North America, and Asia have begun to promote curated cycling paths and accommodations
+      that enhance the travel experience for biking enthusiasts. This trend encourages
+      eco-friendly travel options and provides a substantial boost to local economies
+      reliant on tourism. With more travelers seeking unique and sustainable adventure
+      experiences, cycling tourism is cementing its place as a desirable and responsible
+      leisure activity.\\n\\n## 6. Bike Repair & Maintenance Innovations\\nAs cycling
+      becomes more popular, addressing the maintenance needs of bicycles is critical.
+      The advent of innovative solutions such as mobile bike repair services and self-service
+      repair stations is helping cyclists maintain their bikes more conveniently.
+      These services remove barriers to cycling by providing quick access to repair
+      assistance, thus ensuring that cyclists can get back on the road with minimal
+      downtime. Additionally, the proliferation of these services reflects an increasingly
+      proactive approach to bicycle maintenance within the industry.\\n\\n## 7. Safety
+      Innovations\\nSafety remains a paramount concern for cyclists, prompting the
+      development of several innovative features that enhance visibility and rider
+      protection. New safety technologies include automatic lights that adjust to
+      ambient lighting, integrated turn signals built into helmets, and advanced braking
+      systems that improve stopping power. These innovations not only elevate the
+      overall safety of new bicycles but also serve as essential selling points for
+      manufacturers, helping to reassure potential buyers about the security of their
+      cycling experiences.\\n\\n## 8. Performance Enhancements\\nContinual advancements
+      in bike design and materials have significantly improved performance for competitive
+      cyclists. The adoption of lightweight materials like titanium and carbon fiber
+      frames enhances speed and maneuverability. Moreover, state-of-the-art gear shifting
+      mechanisms and suspension systems are optimizing cycling efficiency and rider
+      comfort. These innovations cater to both amateur and professional cyclists alike,
+      emphasizing the drive for enhanced performance in the marketplace.\\n\\n## 9.
+      Inclusivity in Cycling\\nThe bicycle industry is progressively recognizing the
+      importance of inclusivity by producing more diverse models catering to a wide
+      range of body types and abilities. This includes step-through frames designed
+      for easier mounting and dismounting as well as specialized bikes accommodating
+      unique ergonomic needs. By promoting cycling as an approachable and accessible
+      activity for individuals of various ages and physical conditions, brands are
+      broadening their market reach and fostering a more inclusive cycling community.\\n\\n##
+      10. Data Analytics for Cycling Trends\\nThe utilization of data analytics in
+      cycling is on the rise, as cities and businesses increasingly turn to data-driven
+      insights to understand cyclist behaviors and optimize offerings. Analytics are
+      being harnessed to fine-tune bike-sharing programs, enhancing user experience
+      through informed decision-making. This strategic approach not only aids in the
+      identification of high-demand cycling routes but also informs infrastructure
+      investments, ensuring that cycling continues to become a more viable and attractive
+      option for urban transport.\\n\\nIn summary, these trends reflect a dynamic
+      and rapidly evolving bicycle industry characterized by technological advancements,
+      sustainability efforts, and a commitment to inclusivity. As we advance through
+      2024, these developments will shape the future of cycling, making it not just
+      a mode of transport but a lifestyle choice that emphasizes health, environment,
+      and community engagement.\",\n        \"refusal\": null\n      },\n      \"logprobs\":
+      null,\n      \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
+      791,\n    \"completion_tokens\": 1102,\n    \"total_tokens\": 1893,\n    \"prompt_tokens_details\":
+      {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\":
+      {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
+      0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"system_fingerprint\":
+      \"fp_0705bf87c0\"\n}\n"
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e58a4be3c906225-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 20 Nov 2024 13:04:18 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '16287'
+      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:
+      - '149998883'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_bb43402829dc4dc60bf6f4b76a72e6c9
+    http_version: HTTP/1.1
+    status_code: 200
+version: 1

tests/cassettes/test_before_kickoff_with_none_input.yaml

@@ -0,0 +1,492 @@
+interactions:
+- request:
+    body: !!binary |
+      CusOCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSwg4KEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKaDAoQ4G43ZjKxBKDC/tbsjP4YXxIINS4tBd9tcREqDENyZXcgQ3JlYXRlZDABOQB0
+      FQ7yrgkYQdg+GA7yrgkYShoKDmNyZXdhaV92ZXJzaW9uEggKBjAuODAuMEoaCg5weXRob25fdmVy
+      c2lvbhIICgYzLjEyLjdKLgoIY3Jld19rZXkSIgogMWYxMjhiZGI3YmFhNGI2NzcxNGYxZGFlZGMy
+      ZjNhYjZKMQoHY3Jld19pZBImCiQzNTE4YjRjNS0xYTM5LTRkYjEtODEwMy03MzllNjQ5YzAwZDhK
+      HAoMY3Jld19wcm9jZXNzEgwKCnNlcXVlbnRpYWxKEQoLY3Jld19tZW1vcnkSAhAAShoKFGNyZXdf
+      bnVtYmVyX29mX3Rhc2tzEgIYAkobChVjcmV3X251bWJlcl9vZl9hZ2VudHMSAhgCSrQFCgtjcmV3
+      X2FnZW50cxKkBQqhBVt7ImtleSI6ICI3M2MzNDljOTNjMTYzYjVkNGRmOThhNjRmYWMxYzQzMCIs
+      ICJpZCI6ICIyZmFkNjUwMC0wYTk1LTRmMTMtYjk5YS0zMTE1YzRkOTM3ODgiLCAicm9sZSI6ICJ7
+      dG9waWN9IFNlbmlvciBEYXRhIFJlc2VhcmNoZXJcbiIsICJ2ZXJib3NlPyI6IHRydWUsICJtYXhf
+      aXRlciI6IDIwLCAibWF4X3JwbSI6IG51bGwsICJmdW5jdGlvbl9jYWxsaW5nX2xsbSI6ICIiLCAi
+      bGxtIjogImdwdC00by1taW5pIiwgImRlbGVnYXRpb25fZW5hYmxlZD8iOiBmYWxzZSwgImFsbG93
+      X2NvZGVfZXhlY3V0aW9uPyI6IGZhbHNlLCAibWF4X3JldHJ5X2xpbWl0IjogMiwgInRvb2xzX25h
+      bWVzIjogW119LCB7ImtleSI6ICIxMDRmZTA2NTllMTBiNDI2Y2Y4OGYwMjRmYjU3MTU1MyIsICJp
+      ZCI6ICIxYTQ0MjFiOC1lZWMzLTQ1ZjItODY1NS01NDcyMWIyOTk5NDciLCAicm9sZSI6ICJ7dG9w
+      aWN9IFJlcG9ydGluZyBBbmFseXN0XG4iLCAidmVyYm9zZT8iOiB0cnVlLCAibWF4X2l0ZXIiOiAy
+      MCwgIm1heF9ycG0iOiBudWxsLCAiZnVuY3Rpb25fY2FsbGluZ19sbG0iOiAiIiwgImxsbSI6ICJn
+      cHQtNG8tbWluaSIsICJkZWxlZ2F0aW9uX2VuYWJsZWQ/IjogZmFsc2UsICJhbGxvd19jb2RlX2V4
+      ZWN1dGlvbj8iOiBmYWxzZSwgIm1heF9yZXRyeV9saW1pdCI6IDIsICJ0b29sc19uYW1lcyI6IFtd
+      fV1KkwQKCmNyZXdfdGFza3MShAQKgQRbeyJrZXkiOiAiNmFmYzRiMzk2MjU5ZmJiNzY4MWY1NmM3
+      NzU1Y2M5MzciLCAiaWQiOiAiMmY2ODFlY2YtNmY0Yy00NzlhLWE0ZWEtY2Y0ZTVmNGM2ZWFlIiwg
+      ImFzeW5jX2V4ZWN1dGlvbj8iOiBmYWxzZSwgImh1bWFuX2lucHV0PyI6IGZhbHNlLCAiYWdlbnRf
+      cm9sZSI6ICJ7dG9waWN9IFNlbmlvciBEYXRhIFJlc2VhcmNoZXJcbiIsICJhZ2VudF9rZXkiOiAi
+      NzNjMzQ5YzkzYzE2M2I1ZDRkZjk4YTY0ZmFjMWM0MzAiLCAidG9vbHNfbmFtZXMiOiBbXX0sIHsi
+      a2V5IjogImIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3IiwgImlkIjogIjgwM2Q5YWYy
+      LTdhYjAtNDYzNy1iMWJjLTkxNDJmMWJkMDM0YSIsICJhc3luY19leGVjdXRpb24/IjogZmFsc2Us
+      ICJodW1hbl9pbnB1dD8iOiBmYWxzZSwgImFnZW50X3JvbGUiOiAie3RvcGljfSBSZXBvcnRpbmcg
+      QW5hbHlzdFxuIiwgImFnZW50X2tleSI6ICIxMDRmZTA2NTllMTBiNDI2Y2Y4OGYwMjRmYjU3MTU1
+      MyIsICJ0b29sc19uYW1lcyI6IFtdfV16AhgBhQEAAQAAEo4CChCkKf4+mBo3buykKHqmcwYdEgit
+      HkuXVEC4UCoMVGFzayBDcmVhdGVkMAE5uJAnDvKuCRhBcBkoDvKuCRhKLgoIY3Jld19rZXkSIgog
+      MWYxMjhiZGI3YmFhNGI2NzcxNGYxZGFlZGMyZjNhYjZKMQoHY3Jld19pZBImCiQzNTE4YjRjNS0x
+      YTM5LTRkYjEtODEwMy03MzllNjQ5YzAwZDhKLgoIdGFza19rZXkSIgogNmFmYzRiMzk2MjU5ZmJi
+      NzY4MWY1NmM3NzU1Y2M5MzdKMQoHdGFza19pZBImCiQyZjY4MWVjZi02ZjRjLTQ3OWEtYTRlYS1j
+      ZjRlNWY0YzZlYWV6AhgBhQEAAQAA
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '1902'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Wed, 20 Nov 2024 13:04:49 GMT
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are {topic} Senior Data
+      Researcher\n. You''re a seasoned researcher with a knack for uncovering the
+      latest developments in {topic}. 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 use the exact following format:\n\nThought: I now can
+      give a great answer\nFinal Answer: Your final answer must be the great and the
+      most complete as possible, it must be outcome described.\n\nI MUST use these
+      formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent Task:
+      Conduct a thorough research about {topic} Make sure you find any interesting
+      and relevant information given the current year is 2024.\n\n\nThis is the expect
+      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\nBegin! This is VERY important to you, use
+      the tools available and give your best Final Answer, your job depends on it!\n\nThought:"}],
+      "model": "gpt-4o-mini", "stop": ["\nObservation:"], "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '1255'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=CkK4UvBd9ukXvn50uJwGambJcz5zERAJfeXJ9xge6H4-1732107842-1.0.1.1-IOK2yVL3RlD75MgmnKzIEyE38HNknwn6I8BBJ1wjGz4jCTd0YWIBPnvUm9gB8D_zLlUA9G7p_wbrfyc4mO_Bmg;
+        _cfuvid=MmeN9oHWrBLThkEJdaSFHBfWe95JvA8iFnnt7CC92tk-1732107842102-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - x64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    content: "{\n  \"id\": \"chatcmpl-AVefuCEPMJPCqhgvBPhOk55hlNQ0m\",\n  \"object\":
+      \"chat.completion\",\n  \"created\": 1732107886,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
+      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+      \"assistant\",\n        \"content\": \"I now can give a great answer.  \\nFinal
+      Answer: \\n\\n1. **Artificial Intelligence Advancements**: In 2024, AI has made
+      significant strides in natural language processing and computer vision, with
+      models achieving near-human-level understanding and interpretation capabilities.
+      This has led to more sophisticated AI applications across industries.\\n\\n2.
+      **Quantum Computing Progress**: Quantum computers are now capable of surpassing
+      traditional computing power for specific tasks, with breakthroughs in error
+      correction and qubit coherence. This achievement is paving the way for real-world
+      applications in cryptography and complex problem-solving.\\n\\n3. **Sustainable
+      Energy Technologies**: The shift toward renewable energy sources has accelerated,
+      with innovations in solar panel efficiency and the rise of hydrogen fuel cells
+      gaining traction as viable alternatives for energy storage and transportation.\\n\\n4.
+      **Augmented Reality Enhancements**: In 2024, augmented reality (AR) technologies
+      are being integrated into everyday applications, from retail to education, providing
+      immersive experiences that enhance learning and consumer engagement.\\n\\n5.
+      **5G Expansion and 6G Development**: The rollout of 5G continues to expand globally,
+      while foundational work on 6G is underway, promising enhanced connectivity speeds,
+      low latency, and the potential for new applications like smart cities and automated
+      industries.\\n\\n6. **Data Privacy Regulations**: As data breaches become increasingly
+      sophisticated, worldwide regulations around data privacy have tightened, with
+      new laws being implemented to protect consumer information and corporate accountability
+      in data handling.\\n\\n7. **Biotechnology Breakthroughs**: Advances in gene
+      editing technologies, particularly CRISPR, have progressed rapidly, making personalized
+      medicine and agricultural improvements more feasible, aiming to address genetic
+      diseases and food security.\\n\\n8. **Blockchain Applications**: Beyond cryptocurrencies,
+      blockchain technology is being applied in supply chain management and digital
+      identity verification, offering transparent and secure methods for transactions
+      and record-keeping.\\n\\n9. **Mental Health Technology**: The integration of
+      technology in mental health care is expanding, with virtual reality and AI-driven
+      apps providing new therapeutic options for patients, drastically improving accessibility
+      and treatment personalization.\\n\\n10. **Transportation Innovations**: Electric
+      vehicles (EVs) have seen increased adoption due to advancements in battery technology,
+      while autonomous vehicles are becoming more prevalent, with pilot programs indicating
+      potential for widespread urban deployment by 2025.\",\n        \"refusal\":
+      null\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n
+      \   }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 234,\n    \"completion_tokens\":
+      457,\n    \"total_tokens\": 691,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\":
+      0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n
+      \     \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
+      0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"system_fingerprint\":
+      \"fp_0705bf87c0\"\n}\n"
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e58a5d1ef736225-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 20 Nov 2024 13:04:50 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '3814'
+      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:
+      - '149999710'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_0e0bf8c81c9997414688b5188337104b
+    http_version: HTTP/1.1
+    status_code: 200
+- request:
+    body: !!binary |
+      Cs4CCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSpQIKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKOAgoQT0LRe4bJ4FgqPQObXTZKYRIIpR3A/gdzzPQqDFRhc2sgQ3JlYXRlZDABOfCJ
+      CAXzrgkYQcAICgXzrgkYSi4KCGNyZXdfa2V5EiIKIDFmMTI4YmRiN2JhYTRiNjc3MTRmMWRhZWRj
+      MmYzYWI2SjEKB2NyZXdfaWQSJgokMzUxOGI0YzUtMWEzOS00ZGIxLTgxMDMtNzM5ZTY0OWMwMGQ4
+      Si4KCHRhc2tfa2V5EiIKIGIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3SjEKB3Rhc2tf
+      aWQSJgokODAzZDlhZjItN2FiMC00NjM3LWIxYmMtOTE0MmYxYmQwMzRhegIYAYUBAAEAAA==
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '337'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Wed, 20 Nov 2024 13:04:54 GMT
+    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 use the
+      exact following format:\n\nThought: I now can give a great answer\nFinal Answer:
+      Your final answer must be the great and the most complete as possible, it must
+      be outcome described.\n\nI MUST use these formats, my job depends on it!"},
+      {"role": "user", "content": "\nCurrent Task: 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 expect
+      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. **Artificial Intelligence Advancements**:
+      In 2024, AI has made significant strides in natural language processing and
+      computer vision, with models achieving near-human-level understanding and interpretation
+      capabilities. This has led to more sophisticated AI applications across industries.\n\n2.
+      **Quantum Computing Progress**: Quantum computers are now capable of surpassing
+      traditional computing power for specific tasks, with breakthroughs in error
+      correction and qubit coherence. This achievement is paving the way for real-world
+      applications in cryptography and complex problem-solving.\n\n3. **Sustainable
+      Energy Technologies**: The shift toward renewable energy sources has accelerated,
+      with innovations in solar panel efficiency and the rise of hydrogen fuel cells
+      gaining traction as viable alternatives for energy storage and transportation.\n\n4.
+      **Augmented Reality Enhancements**: In 2024, augmented reality (AR) technologies
+      are being integrated into everyday applications, from retail to education, providing
+      immersive experiences that enhance learning and consumer engagement.\n\n5. **5G
+      Expansion and 6G Development**: The rollout of 5G continues to expand globally,
+      while foundational work on 6G is underway, promising enhanced connectivity speeds,
+      low latency, and the potential for new applications like smart cities and automated
+      industries.\n\n6. **Data Privacy Regulations**: As data breaches become increasingly
+      sophisticated, worldwide regulations around data privacy have tightened, with
+      new laws being implemented to protect consumer information and corporate accountability
+      in data handling.\n\n7. **Biotechnology Breakthroughs**: Advances in gene editing
+      technologies, particularly CRISPR, have progressed rapidly, making personalized
+      medicine and agricultural improvements more feasible, aiming to address genetic
+      diseases and food security.\n\n8. **Blockchain Applications**: Beyond cryptocurrencies,
+      blockchain technology is being applied in supply chain management and digital
+      identity verification, offering transparent and secure methods for transactions
+      and record-keeping.\n\n9. **Mental Health Technology**: The integration of technology
+      in mental health care is expanding, with virtual reality and AI-driven apps
+      providing new therapeutic options for patients, drastically improving accessibility
+      and treatment personalization.\n\n10. **Transportation Innovations**: Electric
+      vehicles (EVs) have seen increased adoption due to advancements in battery technology,
+      while autonomous vehicles are becoming more prevalent, with pilot programs indicating
+      potential for widespread urban deployment by 2025.\n\nBegin! This is VERY important
+      to you, use the tools available and give your best Final Answer, your job depends
+      on it!\n\nThought:"}], "model": "gpt-4o-mini", "stop": ["\nObservation:"], "stream":
+      false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '4065'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=CkK4UvBd9ukXvn50uJwGambJcz5zERAJfeXJ9xge6H4-1732107842-1.0.1.1-IOK2yVL3RlD75MgmnKzIEyE38HNknwn6I8BBJ1wjGz4jCTd0YWIBPnvUm9gB8D_zLlUA9G7p_wbrfyc4mO_Bmg;
+        _cfuvid=MmeN9oHWrBLThkEJdaSFHBfWe95JvA8iFnnt7CC92tk-1732107842102-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - x64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    content: "{\n  \"id\": \"chatcmpl-AVefym1A3aTi6N7szB8ei85GCHkyG\",\n  \"object\":
+      \"chat.completion\",\n  \"created\": 1732107890,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
+      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+      \"assistant\",\n        \"content\": \"I now can give a great answer  \\nFinal
+      Answer: \\n\\n# Comprehensive Report on Key Technology Trends in 2024\\n\\n##
+      1. Artificial Intelligence Advancements\\nIn 2024, artificial intelligence (AI)
+      has undergone remarkable advancements, particularly in the fields of natural
+      language processing (NLP) and computer vision. AI models are now achieving near-human-level
+      understanding and interpretation capabilities, enabling more nuanced interactions
+      between humans and machines. This progression has spurred the development of
+      sophisticated AI applications across various sectors, from healthcare, where
+      AI can analyze medical images and assist in diagnostic processes, to finance,
+      where predictive analytics enhances decision-making and risk management. With
+      AI being employed in customer service chatbots and personal assistants, the
+      technology's integration into daily operations significantly improves productivity
+      and user experience.\\n\\n## 2. Quantum Computing Progress\\nThe capabilities
+      of quantum computers have expanded significantly, showcasing their potential
+      to exceed traditional computing power for specific tasks. In 2024, key breakthroughs
+      have been made in areas such as error correction and qubit coherence, addressing
+      longstanding challenges in the field. These advancements are not only enhancing
+      the performance of quantum systems but are also paving the way for practical
+      applications in cryptography, where quantum encryption could revolutionize data
+      security protocols, and in complex problem-solving scenarios across scientific
+      research and logistics. As quantum technology matures, it holds the promise
+      to solve problems that are currently intractable for classical computers.\\n\\n##
+      3. Sustainable Energy Technologies\\nThe global shift towards sustainable energy
+      sources has gained remarkable momentum in 2024, driven by innovations in solar
+      panel efficiency and the adoption of hydrogen fuel cells. Advances in photovoltaic
+      technology have led to the development of more efficient solar panels capable
+      of capturing a higher percentage of sunlight, reducing reliance on fossil fuels.
+      Simultaneously, hydrogen fuel cells are emerging as a viable alternative for
+      energy storage and transportation, particularly in heavy-duty vehicles and public
+      transport systems. This transformation towards greener energy solutions is critical
+      in combating climate change while fostering economic growth through new job
+      creation in the clean technology sector.\\n\\n## 4. Augmented Reality Enhancements\\nAugmented
+      reality (AR) technologies are becoming increasingly integrated into everyday
+      applications as of 2024, providing immersive experiences across various industries,
+      including retail and education. In retail, AR is enhancing consumer engagement
+      by allowing customers to visualize products in a real-world context before making
+      a purchase. In education, AR is facilitating interactive learning experiences,
+      enabling students to engage with complex subjects through visual simulations
+      and augmented textbooks. These advancements not only improve user engagement
+      but also foster greater understanding and retention of information.\\n\\n##
+      5. 5G Expansion and 6G Development\\nThe global rollout of 5G technology continues
+      at a rapid pace, significantly enhancing connectivity speeds and reducing latency.
+      As 2024 progresses, foundational work on the next-generation 6G networks is
+      also underway, promising even greater improvements in connectivity and the potential
+      for groundbreaking applications. These advancements are facilitating the emergence
+      of smart cities, automated industries, and enhanced telecommunications services.
+      The increased bandwidth provided by 5G and the anticipation surrounding 6G enable
+      new possibilities in mobile communications, Internet of Things (IoT) implementations,
+      and real-time data processing.\\n\\n## 6. Data Privacy Regulations\\nAs data
+      breaches become increasingly sophisticated and pervasive, regulations surrounding
+      data privacy have intensified globally in 2024. Many countries have enacted
+      new laws aimed at protecting consumer information and holding businesses accountable
+      for their data handling practices. This regulatory environment requires organizations
+      to implement robust data protection measures, maintain transparency, and establish
+      trust with consumers. The emphasis on data privacy not only safeguards individuals'
+      personal information but also promotes ethical practices within the tech industry,
+      thereby fostering greater public confidence in emerging digital services.\\n\\n##
+      7. Biotechnology Breakthroughs\\nThe biotechnology sector has experienced significant
+      developments in 2024, particularly regarding gene editing technologies such
+      as CRISPR. These advances enable researchers to make precise modifications to
+      genetic material, paving the way for personalized medicine that targets genetic
+      diseases at the source. Agricultural improvements are also on the horizon as
+      genetically modified crops become more resilient to climate change and pests,
+      addressing global food security challenges. With ongoing research and clinical
+      trials, the potential applications of biotechnology in healthcare and agriculture
+      present transformative opportunities to improve quality of life and sustainability.\\n\\n##
+      8. Blockchain Applications\\nBeyond its initial use in cryptocurrencies, blockchain
+      technology is finding diverse applications in areas such as supply chain management
+      and digital identity verification. In 2024, businesses leverage blockchain's
+      inherent transparency and security to streamline operations, enhance traceability,
+      and foster trust among stakeholders. For example, in supply chain management,
+      blockchain allows for real-time tracking of products, enabling greater accountability
+      and efficient inventory management. Similarly, digital identity verification
+      is becoming more secure through decentralized systems, reducing the risk of
+      identity theft and fraud, thereby enhancing overall trust in digital transactions.\\n\\n##
+      9. Mental Health Technology\\nIn recent years, technology's role in mental health
+      care has expanded dramatically, with innovative solutions such as virtual reality
+      (VR) therapy and AI-driven mental health applications emerging in 2024. These
+      technologies offer patients new therapeutic options that enhance accessibility
+      and treatment personalization. VR environments can simulate therapeutic situations
+      for exposure therapy while AI algorithms tailor mental health interventions
+      according to individual needs, improving overall efficacy. This integration
+      of technology into mental health care has the potential to bridge gaps in traditional
+      therapy access, providing vital support to those in need.\\n\\n## 10. Transportation
+      Innovations\\nTransportation has seen significant innovations as of 2024, driven
+      primarily by advancements in electric vehicles (EVs) and autonomous technology.
+      Increasing adoption of EVs is correlated with enhanced battery technologies
+      that extend range and reduce charging time, making them more appealing to consumers.
+      Simultaneously, pilot programs for autonomous vehicles are indicating promising
+      results for safe integration into urban environments. These developments present
+      the opportunity for reduced traffic congestion, lower emissions, and enhanced
+      mobility solutions, fundamentally reshaping the landscape of transportation
+      in cities worldwide by 2025. \\n\\nThrough these comprehensive explorations
+      of emerging technologies, it is clear that 2024 marks a pivotal year for innovation,
+      shaping future directions in various industries and enhancing societal progress.\",\n
+      \       \"refusal\": null\n      },\n      \"logprobs\": null,\n      \"finish_reason\":
+      \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 708,\n    \"completion_tokens\":
+      1223,\n    \"total_tokens\": 1931,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\":
+      0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n
+      \     \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
+      0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"system_fingerprint\":
+      \"fp_0705bf87c0\"\n}\n"
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e58a5ec0f936225-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 20 Nov 2024 13:05:05 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '15043'
+      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:
+      - '149999013'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_4bd436f5144121694f8df654ed8514ea
+    http_version: HTTP/1.1
+    status_code: 200
+version: 1

tests/cassettes/test_crew_kickoff_usage_metrics.yaml

@@ -10,7 +10,8 @@ interactions:
       criteria for your final answer: 1 bullet point about dog that''s under 15 words.\nyou
       MUST return the actual complete content as the final answer, not a summary.\n\nBegin!
       This is VERY important to you, use the tools available and give your best Final
-      Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o"}'
+      Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o-mini", "stop":
+      ["\nObservation:"], "stream": false}'
     headers:
       accept:
       - application/json
@@ -19,49 +20,50 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '869'
+      - '919'
       content-type:
       - application/json
-      cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
       host:
       - api.openai.com
       user-agent:
-      - OpenAI/Python 1.47.0
+      - OpenAI/Python 1.52.1
       x-stainless-arch:
-      - arm64
+      - x64
       x-stainless-async:
       - 'false'
       x-stainless-lang:
       - python
       x-stainless-os:
-      - MacOS
+      - Linux
       x-stainless-package-version:
-      - 1.47.0
+      - 1.52.1
       x-stainless-raw-response:
       - 'true'
+      x-stainless-retry-count:
+      - '0'
       x-stainless-runtime:
       - CPython
       x-stainless-runtime-version:
-      - 3.11.7
+      - 3.11.9
     method: POST
     uri: https://api.openai.com/v1/chat/completions
   response:
-    content: "{\n  \"id\": \"chatcmpl-AB7auGDrAVE0iXSBBhySZp3xE8gvP\",\n  \"object\":
-      \"chat.completion\",\n  \"created\": 1727214164,\n  \"model\": \"gpt-4o-2024-05-13\",\n
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-      \"assistant\",\n        \"content\": \"I now can give a great answer\\nFinal
-      Answer: Dogs are unparalleled in loyalty and companionship to humans.\",\n        \"refusal\":
-      null\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n
-      \   }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 175,\n    \"completion_tokens\":
-      21,\n    \"total_tokens\": 196,\n    \"completion_tokens_details\": {\n      \"reasoning_tokens\":
-      0\n    }\n  },\n  \"system_fingerprint\": \"fp_e375328146\"\n}\n"
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA4xSy27bMBC86ysWPEuB7ciV7VuAIkUObQ+59QFhTa0kttQuS9Jx08D/XkhyLAVJ
+        gV4EaGdnMLPDpwRAmUrtQOkWo+6czW7u41q2t3+cvCvuPvxafSG+58XHTzXlxWeV9gzZ/yAdn1lX
+        WjpnKRrhEdaeMFKvuiyul3m+uV7lA9BJRbanNS5muWSdYZOtFqs8WxTZcnNmt2I0BbWDrwkAwNPw
+        7X1yRb/VDhbp86SjELAhtbssASgvtp8oDMGEiBxVOoFaOBIP1u+A5QgaGRrzQIDQ9LYBORzJA3zj
+        W8No4Wb438F7aQKgJ7DyiBb6zMhGOKRA3CJrww10xBEttIQ2toBcgTyQR2vhSNZmezLcXM39eKoP
+        Afub8MHa8/x0CWilcV724Yxf5rVhE9rSEwbhPkyI4tSAnhKA78MhDy9uo5yXzsUyyk/iMHSzHvXU
+        1N+Ejo0BqCgR7Yy13aZv6JUVRTQ2zKpQGnVL1USdesNDZWQGJLPUr928pT0mN9z8j/wEaE0uUlU6
+        T5XRLxNPa5765/2vtcuVB8MqPIZIXVkbbsg7b8bHVbuyXm9xs8xXRa2SU/IXAAD//wMAq2ZCBWoD
+        AAA=
     headers:
       CF-Cache-Status:
       - DYNAMIC
       CF-RAY:
-      - 8c85f22ddda01cf3-GRU
+      - 8e19bf36db158761-GRU
       Connection:
       - keep-alive
       Content-Encoding:
@@ -69,19 +71,27 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Tue, 24 Sep 2024 21:42:44 GMT
+      - Tue, 12 Nov 2024 21:52:04 GMT
       Server:
       - cloudflare
+      Set-Cookie:
+      - __cf_bm=MkvcnvacGpTyn.y0OkFRoFXuAwg4oxjMhViZJTt9mw0-1731448324-1.0.1.1-oekkH_B0xOoPnIFw15LpqFCkZ2cu7VBTJVLDGylan4I67NjX.tlPvOiX9kvtP5Acewi28IE2IwlwtrZWzCH3vw;
+        path=/; expires=Tue, 12-Nov-24 22:22:04 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=4.17346mfw5npZfYNbCx3Vj1VAVPy.tH0Jm2gkTteJ8-1731448324998-0.0.1.1-604800000;
+        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
       Transfer-Encoding:
       - chunked
       X-Content-Type-Options:
       - nosniff
       access-control-expose-headers:
       - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
       openai-organization:
-      - crewai-iuxna1
+      - user-tqfegqsiobpvvjmn0giaipdq
       openai-processing-ms:
-      - '349'
+      - '601'
       openai-version:
       - '2020-10-01'
       strict-transport-security:
@@ -89,19 +99,20 @@ interactions:
       x-ratelimit-limit-requests:
       - '10000'
       x-ratelimit-limit-tokens:
-      - '30000000'
+      - '200000'
       x-ratelimit-remaining-requests:
       - '9999'
       x-ratelimit-remaining-tokens:
-      - '29999792'
+      - '199793'
       x-ratelimit-reset-requests:
-      - 6ms
+      - 8.64s
       x-ratelimit-reset-tokens:
-      - 0s
+      - 62ms
       x-request-id:
-      - req_4c8cd76fdfba7b65e5ce85397b33c22b
-    http_version: HTTP/1.1
-    status_code: 200
+      - req_77fb166b4e272bfd45c37c08d2b93b0c
+    status:
+      code: 200
+      message: OK
 - request:
     body: '{"messages": [{"role": "system", "content": "You are cat Researcher. You
       have a lot of experience with cat.\nYour personal goal is: Express hot takes
@@ -113,7 +124,8 @@ interactions:
       criteria for your final answer: 1 bullet point about cat that''s under 15 words.\nyou
       MUST return the actual complete content as the final answer, not a summary.\n\nBegin!
       This is VERY important to you, use the tools available and give your best Final
-      Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o"}'
+      Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o-mini", "stop":
+      ["\nObservation:"], "stream": false}'
     headers:
       accept:
       - application/json
@@ -122,49 +134,53 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '869'
+      - '919'
       content-type:
       - application/json
       cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
+      - __cf_bm=MkvcnvacGpTyn.y0OkFRoFXuAwg4oxjMhViZJTt9mw0-1731448324-1.0.1.1-oekkH_B0xOoPnIFw15LpqFCkZ2cu7VBTJVLDGylan4I67NjX.tlPvOiX9kvtP5Acewi28IE2IwlwtrZWzCH3vw;
+        _cfuvid=4.17346mfw5npZfYNbCx3Vj1VAVPy.tH0Jm2gkTteJ8-1731448324998-0.0.1.1-604800000
       host:
       - api.openai.com
       user-agent:
-      - OpenAI/Python 1.47.0
+      - OpenAI/Python 1.52.1
       x-stainless-arch:
-      - arm64
+      - x64
       x-stainless-async:
       - 'false'
       x-stainless-lang:
       - python
       x-stainless-os:
-      - MacOS
+      - Linux
       x-stainless-package-version:
-      - 1.47.0
+      - 1.52.1
       x-stainless-raw-response:
       - 'true'
+      x-stainless-retry-count:
+      - '0'
       x-stainless-runtime:
       - CPython
       x-stainless-runtime-version:
-      - 3.11.7
+      - 3.11.9
     method: POST
     uri: https://api.openai.com/v1/chat/completions
   response:
-    content: "{\n  \"id\": \"chatcmpl-AB7auNbAqjT3rgBX92rhxBLuhaLBj\",\n  \"object\":
-      \"chat.completion\",\n  \"created\": 1727214164,\n  \"model\": \"gpt-4o-2024-05-13\",\n
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-      \"assistant\",\n        \"content\": \"Thought: I now can give a great answer\\nFinal
-      Answer: Cats are highly independent, agile, and intuitive creatures beloved
-      by millions worldwide.\",\n        \"refusal\": null\n      },\n      \"logprobs\":
-      null,\n      \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
-      175,\n    \"completion_tokens\": 28,\n    \"total_tokens\": 203,\n    \"completion_tokens_details\":
-      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_e375328146\"\n}\n"
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA4xSy27bMBC86ysWPFuB7MhN6ltQIGmBnlL00BcEmlxJ21JLhlzFLQL/eyH5IRlt
+        gV4EaGZnMLPLlwxAkVUbUKbVYrrg8rsPsg4P+Orxs9XvPz0U8eP966dS6sdo3wa1GBR++x2NnFRX
+        xnfBoZDnA20iasHBdXlzvSzL2+vVeiQ6b9ENsiZIXvq8I6Z8VazKvLjJl7dHdevJYFIb+JIBALyM
+        3yEnW/ypNlAsTkiHKekG1eY8BKCidwOidEqURLOoxUQaz4I8Rn8H7HdgNENDzwgamiE2aE47jABf
+        +Z5YO7gb/zfwRksCHRGGGAHZIg/D1GmXFiBtpGfiBjyDtEgR/I5BMHYJNFvomZ56hIAxedaOhDBd
+        zYNFrPukh+Vw79wR35+bOt+E6LfpyJ/xmphSW0XUyfPQKokPamT3GcC3caP9xZJUiL4LUon/gZzG
+        I60Pfmo65MSuTqR40W6GF8c7XPpVFkWTS7ObKKNNi3aSTgfUvSU/I7JZ6z/T/M370Jy4+R/7iTAG
+        g6CtQkRL5rLxNBZxeOf/GjtveQys0q8k2FU1cYMxRDq8sjpUxVYXdrkq66XK9tlvAAAA//8DAIjK
+        KzJzAwAA
     headers:
       CF-Cache-Status:
       - DYNAMIC
       CF-RAY:
-      - 8c85f2321c1c1cf3-GRU
+      - 8e19bf3fae118761-GRU
       Connection:
       - keep-alive
       Content-Encoding:
@@ -172,7 +188,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Tue, 24 Sep 2024 21:42:45 GMT
+      - Tue, 12 Nov 2024 21:52:05 GMT
       Server:
       - cloudflare
       Transfer-Encoding:
@@ -181,10 +197,12 @@ interactions:
       - nosniff
       access-control-expose-headers:
       - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
       openai-organization:
-      - crewai-iuxna1
+      - user-tqfegqsiobpvvjmn0giaipdq
       openai-processing-ms:
-      - '430'
+      - '464'
       openai-version:
       - '2020-10-01'
       strict-transport-security:
@@ -192,19 +210,20 @@ interactions:
       x-ratelimit-limit-requests:
       - '10000'
       x-ratelimit-limit-tokens:
-      - '30000000'
+      - '200000'
       x-ratelimit-remaining-requests:
-      - '9999'
+      - '9998'
       x-ratelimit-remaining-tokens:
-      - '29999792'
+      - '199792'
       x-ratelimit-reset-requests:
-      - 6ms
+      - 16.369s
       x-ratelimit-reset-tokens:
-      - 0s
+      - 62ms
       x-request-id:
-      - req_ace859b7d9e83d9fa7753ce23bb03716
-    http_version: HTTP/1.1
-    status_code: 200
+      - req_91706b23d0ef23458ba63ec18304cd28
+    status:
+      code: 200
+      message: OK
 - request:
     body: '{"messages": [{"role": "system", "content": "You are apple Researcher.
       You have a lot of experience with apple.\nYour personal goal is: Express hot
@@ -217,7 +236,7 @@ interactions:
       under 15 words.\nyou MUST return the actual complete content as the final answer,
       not a summary.\n\nBegin! This is VERY important to you, use the tools available
       and give your best Final Answer, your job depends on it!\n\nThought:"}], "model":
-      "gpt-4o"}'
+      "gpt-4o-mini", "stop": ["\nObservation:"], "stream": false}'
     headers:
       accept:
       - application/json
@@ -226,49 +245,53 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '879'
+      - '929'
       content-type:
       - application/json
       cookie:
-      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
-        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
+      - __cf_bm=MkvcnvacGpTyn.y0OkFRoFXuAwg4oxjMhViZJTt9mw0-1731448324-1.0.1.1-oekkH_B0xOoPnIFw15LpqFCkZ2cu7VBTJVLDGylan4I67NjX.tlPvOiX9kvtP5Acewi28IE2IwlwtrZWzCH3vw;
+        _cfuvid=4.17346mfw5npZfYNbCx3Vj1VAVPy.tH0Jm2gkTteJ8-1731448324998-0.0.1.1-604800000
       host:
       - api.openai.com
       user-agent:
-      - OpenAI/Python 1.47.0
+      - OpenAI/Python 1.52.1
       x-stainless-arch:
-      - arm64
+      - x64
       x-stainless-async:
       - 'false'
       x-stainless-lang:
       - python
       x-stainless-os:
-      - MacOS
+      - Linux
       x-stainless-package-version:
-      - 1.47.0
+      - 1.52.1
       x-stainless-raw-response:
       - 'true'
+      x-stainless-retry-count:
+      - '0'
       x-stainless-runtime:
       - CPython
       x-stainless-runtime-version:
-      - 3.11.7
+      - 3.11.9
     method: POST
     uri: https://api.openai.com/v1/chat/completions
   response:
-    content: "{\n  \"id\": \"chatcmpl-AB7avZ0yqY18ukQS7SnLkZydsx72b\",\n  \"object\":
-      \"chat.completion\",\n  \"created\": 1727214165,\n  \"model\": \"gpt-4o-2024-05-13\",\n
-      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-      \"assistant\",\n        \"content\": \"I now can give a great answer.\\n\\nFinal
-      Answer: Apples are incredibly versatile, nutritious, and a staple in diets globally.\",\n
-      \       \"refusal\": null\n      },\n      \"logprobs\": null,\n      \"finish_reason\":
-      \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 175,\n    \"completion_tokens\":
-      25,\n    \"total_tokens\": 200,\n    \"completion_tokens_details\": {\n      \"reasoning_tokens\":
-      0\n    }\n  },\n  \"system_fingerprint\": \"fp_a5d11b2ef2\"\n}\n"
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA4xSPW/bMBDd9SsOXLpIgeTITarNS4t26JJubSHQ5IliSh1ZHv0RBP7vhSTHctAU
+        6CJQ7909vHd3zxmAsFo0IFQvkxqCKzYPaf1b2/hhW+8PR9N9Kh9W5Zdhjebr4zeRjx1++4gqvXTd
+        KD8Eh8l6mmkVUSYcVau726qu729X7ydi8Brd2GZCKmpfDJZssSpXdVHeFdX9ubv3ViGLBr5nAADP
+        03f0SRqPooEyf0EGZJYGRXMpAhDRuxERktlykpREvpDKU0KarH8G8gdQksDYPYIEM9oGSXzACPCD
+        PlqSDjbTfwObEBy+Y0Dl+YkTDmApoYkyIUMvoz7IiDmw79L8kqSBMe7HMMAoB4fM7ikHpF6SsmRg
+        xxgBjwGjRVJ4c+00YrdjOU6Lds6d8dMluvMmRL/lM3/BO0uW+zaiZE9jTE4+iIk9ZQA/pxHvXk1N
+        hOiHkNrkfyHxtLX1rCeWzS7svEsAkXyS7govq/wNvVZjktbx1ZKEkqpHvbQuG5U7bf0VkV2l/tvN
+        W9pzckvmf+QXQikMCXUbImqrXideyiKOh/+vssuUJ8NiPpO2s2Qwhmjns+tCW25lqatV3VUiO2V/
+        AAAA//8DAPtpFJCEAwAA
     headers:
       CF-Cache-Status:
       - DYNAMIC
       CF-RAY:
-      - 8c85f2369a761cf3-GRU
+      - 8e19bf447ba48761-GRU
       Connection:
       - keep-alive
       Content-Encoding:
@@ -276,7 +299,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Tue, 24 Sep 2024 21:42:46 GMT
+      - Tue, 12 Nov 2024 21:52:06 GMT
       Server:
       - cloudflare
       Transfer-Encoding:
@@ -285,10 +308,12 @@ interactions:
       - nosniff
       access-control-expose-headers:
       - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
       openai-organization:
-      - crewai-iuxna1
+      - user-tqfegqsiobpvvjmn0giaipdq
       openai-processing-ms:
-      - '389'
+      - '655'
       openai-version:
       - '2020-10-01'
       strict-transport-security:
@@ -296,17 +321,18 @@ interactions:
       x-ratelimit-limit-requests:
       - '10000'
       x-ratelimit-limit-tokens:
-      - '30000000'
+      - '200000'
       x-ratelimit-remaining-requests:
-      - '9999'
+      - '9997'
       x-ratelimit-remaining-tokens:
-      - '29999791'
+      - '199791'
       x-ratelimit-reset-requests:
-      - 6ms
+      - 24.239s
       x-ratelimit-reset-tokens:
-      - 0s
+      - 62ms
       x-request-id:
-      - req_0167388f0a7a7f1a1026409834ceb914
-    http_version: HTTP/1.1
-    status_code: 200
+      - req_a228208b0e965ecee334a6947d6c9e7c
+    status:
+      code: 200
+      message: OK
 version: 1

tests/cassettes/test_llm_callback_replacement.yaml

@@ -0,0 +1,205 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "user", "content": "Hello, world!"}], "model": "gpt-4o-mini",
+      "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '101'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - x64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - Linux
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA4xSwWrcMBS8+ytedY6LvWvYZi8lpZSkBJLSQiChGK307FUi66nSc9Ml7L8H2e56
+        l7bQiw8zb8Yzg14yAGG0WINQW8mq8za/+Oqv5MUmXv+8+/Hl3uO3j59u1efreHO+/PAszpKCNo+o
+        +LfqraLOW2RDbqRVQMmYXMvVsqyWy1VVDERHGm2StZ7zivLOOJMvikWVF6u8fDept2QURrGGhwwA
+        4GX4ppxO4y+xhsFrQDqMUbYo1ocjABHIJkTIGE1k6ViczaQix+iG6JdoLb2BS3oGJR1cwSiAHfXA
+        pOXu/bEwYNNHmcK73toJ3x+SWGp9oE2c+APeGGfitg4oI7n018jkxcDuM4DvQ+P+pITwgTrPNdMT
+        umRYlqOdmHeeyfOJY2JpZ3gxjXRqVmtkaWw8GkwoqbaoZ+W8ruy1oSMiO6r8Z5a/eY+1jWv/x34m
+        lELPqGsfUBt12nc+C5ge4b/ODhMPgUXcRcauboxrMfhgxifQ+LrYyEKXi6opRbbPXgEAAP//AwAM
+        DMWoEAMAAA==
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e185b2c1b790303-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 12 Nov 2024 17:49:00 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - __cf_bm=l.QrRLcNZkML_KSfxjir6YCV35B8GNTitBTNh7cPGc4-1731433740-1.0.1.1-j1ejlmykyoI8yk6i6pQjtPoovGzfxI2f5vG6u0EqodQMjCvhbHfNyN_wmYkeT._BMvFi.zDQ8m_PqEHr8tSdEQ;
+        path=/; expires=Tue, 12-Nov-24 18:19:00 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=jcCDyMK__Fd0V5DMeqt9yXdlKc7Hsw87a1K01pZu9l0-1731433740848-0.0.1.1-604800000;
+        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - user-tqfegqsiobpvvjmn0giaipdq
+      openai-processing-ms:
+      - '322'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '200000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '199978'
+      x-ratelimit-reset-requests:
+      - 8.64s
+      x-ratelimit-reset-tokens:
+      - 6ms
+      x-request-id:
+      - req_037288753767e763a51a04eae757ca84
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "user", "content": "Hello, world from another agent!"}],
+      "model": "gpt-4o-mini", "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '120'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=l.QrRLcNZkML_KSfxjir6YCV35B8GNTitBTNh7cPGc4-1731433740-1.0.1.1-j1ejlmykyoI8yk6i6pQjtPoovGzfxI2f5vG6u0EqodQMjCvhbHfNyN_wmYkeT._BMvFi.zDQ8m_PqEHr8tSdEQ;
+        _cfuvid=jcCDyMK__Fd0V5DMeqt9yXdlKc7Hsw87a1K01pZu9l0-1731433740848-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - x64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - Linux
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA4xSy27bMBC86yu2PFuBZAt14UvRU5MA7aVAEKAIBJpcSUwoLkuu6jiB/z3QI5aM
+        tkAvPMzsDGZ2+ZoACKPFDoRqJKvW2/TLD3+z//oiD8dfL7d339zvW125x9zX90/3mVj1Cto/ouJ3
+        1ZWi1ltkQ26kVUDJ2Lvm201ebDbbIh+IljTaXlZ7TgtKW+NMus7WRZpt0/zTpG7IKIxiBz8TAIDX
+        4e1zOo3PYgfZ6h1pMUZZo9idhwBEINsjQsZoIkvHYjWTihyjG6Jfo7X0Ab4bhcAEipxDxXAw3IB0
+        xA0GkDU6voJrOoCSDm5gNIUjdcCk5fHz0jxg1UXZF3SdtRN+Oqe1VPtA+zjxZ7wyzsSmDCgjuT5Z
+        ZPJiYE8JwMOwle6iqPCBWs8l0xO63jAvRjsx32JBfpxIJpZ2xjfTJi/dSo0sjY2LrQolVYN6Vs4n
+        kJ02tCCSRec/w/zNe+xtXP0/9jOhFHpGXfqA2qjLwvNYwP6n/mvsvOMhsIjHyNiWlXE1Bh/M+E8q
+        X2Z7mel8XVS5SE7JGwAAAP//AwA/cK4yNQMAAA==
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e185b31398a0303-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 12 Nov 2024 17:49:02 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - user-tqfegqsiobpvvjmn0giaipdq
+      openai-processing-ms:
+      - '889'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '200000'
+      x-ratelimit-remaining-requests:
+      - '9998'
+      x-ratelimit-remaining-tokens:
+      - '199975'
+      x-ratelimit-reset-requests:
+      - 16.489s
+      x-ratelimit-reset-tokens:
+      - 7ms
+      x-request-id:
+      - req_bde3810b36a4859688e53d1df64bdd20
+    status:
+      code: 200
+      message: OK
+version: 1

tests/cassettes/test_multiple_before_after_crew.yaml

@@ -0,0 +1,565 @@
+interactions:
+- request:
+    body: !!binary |
+      CoBACiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkS1z8KEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKQDAoQsz1SskG+EjJPD44lvCSFCxIIlcKcY48gxQAqDENyZXcgQ3JlYXRlZDABORht
+      kkfU8QgYQZgEmUfU8QgYShoKDmNyZXdhaV92ZXJzaW9uEggKBjAuODAuMEoaCg5weXRob25fdmVy
+      c2lvbhIICgYzLjExLjdKLgoIY3Jld19rZXkSIgogMWYxMjhiZGI3YmFhNGI2NzcxNGYxZGFlZGMy
+      ZjNhYjZKMQoHY3Jld19pZBImCiQ0MzA0ODRhNS0zODM3LTRkZDktOTBmYS1kMTg3NDM0MjRmZDRK
+      HAoMY3Jld19wcm9jZXNzEgwKCnNlcXVlbnRpYWxKEQoLY3Jld19tZW1vcnkSAhAAShoKFGNyZXdf
+      bnVtYmVyX29mX3Rhc2tzEgIYAkobChVjcmV3X251bWJlcl9vZl9hZ2VudHMSAhgCSqoFCgtjcmV3
+      X2FnZW50cxKaBQqXBVt7ImtleSI6ICI3M2MzNDljOTNjMTYzYjVkNGRmOThhNjRmYWMxYzQzMCIs
+      ICJpZCI6ICI0NWU2MTcyOC04MDQzLTQ4ZTUtYjY1YS1mZjAxM2E5OGIwZjMiLCAicm9sZSI6ICJ7
+      dG9waWN9IFNlbmlvciBEYXRhIFJlc2VhcmNoZXJcbiIsICJ2ZXJib3NlPyI6IHRydWUsICJtYXhf
+      aXRlciI6IDIwLCAibWF4X3JwbSI6IG51bGwsICJmdW5jdGlvbl9jYWxsaW5nX2xsbSI6ICIiLCAi
+      bGxtIjogImdwdC00byIsICJkZWxlZ2F0aW9uX2VuYWJsZWQ/IjogZmFsc2UsICJhbGxvd19jb2Rl
+      X2V4ZWN1dGlvbj8iOiBmYWxzZSwgIm1heF9yZXRyeV9saW1pdCI6IDIsICJ0b29sc19uYW1lcyI6
+      IFtdfSwgeyJrZXkiOiAiMTA0ZmUwNjU5ZTEwYjQyNmNmODhmMDI0ZmI1NzE1NTMiLCAiaWQiOiAi
+      MTgyOGQ3NTktYzgzMS00YTBhLTk5YmQtNzU4OWM3ZGMzNjM1IiwgInJvbGUiOiAie3RvcGljfSBS
+      ZXBvcnRpbmcgQW5hbHlzdFxuIiwgInZlcmJvc2U/IjogdHJ1ZSwgIm1heF9pdGVyIjogMjAsICJt
+      YXhfcnBtIjogbnVsbCwgImZ1bmN0aW9uX2NhbGxpbmdfbGxtIjogIiIsICJsbG0iOiAiZ3B0LTRv
+      IiwgImRlbGVnYXRpb25fZW5hYmxlZD8iOiBmYWxzZSwgImFsbG93X2NvZGVfZXhlY3V0aW9uPyI6
+      IGZhbHNlLCAibWF4X3JldHJ5X2xpbWl0IjogMiwgInRvb2xzX25hbWVzIjogW119XUqTBAoKY3Jl
+      d190YXNrcxKEBAqBBFt7ImtleSI6ICI2YWZjNGIzOTYyNTlmYmI3NjgxZjU2Yzc3NTVjYzkzNyIs
+      ICJpZCI6ICIxZWQ2YmQ5Yy0wNTFhLTRhYjUtYjQ5NC01NzI1NDY1OWIyODQiLCAiYXN5bmNfZXhl
+      Y3V0aW9uPyI6IGZhbHNlLCAiaHVtYW5faW5wdXQ/IjogZmFsc2UsICJhZ2VudF9yb2xlIjogInt0
+      b3BpY30gU2VuaW9yIERhdGEgUmVzZWFyY2hlclxuIiwgImFnZW50X2tleSI6ICI3M2MzNDljOTNj
+      MTYzYjVkNGRmOThhNjRmYWMxYzQzMCIsICJ0b29sc19uYW1lcyI6IFtdfSwgeyJrZXkiOiAiYjE3
+      YjE4OGRiZjE0ZjkzYTk4ZTViOTVhYWQzNjc1NzciLCAiaWQiOiAiZWE2MmJjM2EtMGYzNi00NGFl
+      LWJiYTktOWJlY2RmNTFlNGE4IiwgImFzeW5jX2V4ZWN1dGlvbj8iOiBmYWxzZSwgImh1bWFuX2lu
+      cHV0PyI6IGZhbHNlLCAiYWdlbnRfcm9sZSI6ICJ7dG9waWN9IFJlcG9ydGluZyBBbmFseXN0XG4i
+      LCAiYWdlbnRfa2V5IjogIjEwNGZlMDY1OWUxMGI0MjZjZjg4ZjAyNGZiNTcxNTUzIiwgInRvb2xz
+      X25hbWVzIjogW119XXoCGAGFAQABAAASjgIKEJohcMRpBfZqBQCPSM3m2SQSCIXDnmVDTos7KgxU
+      YXNrIENyZWF0ZWQwATnAMqxH1PEIGEHAr6xH1PEIGEouCghjcmV3X2tleRIiCiAxZjEyOGJkYjdi
+      YWE0YjY3NzE0ZjFkYWVkYzJmM2FiNkoxCgdjcmV3X2lkEiYKJDQzMDQ4NGE1LTM4MzctNGRkOS05
+      MGZhLWQxODc0MzQyNGZkNEouCgh0YXNrX2tleRIiCiA2YWZjNGIzOTYyNTlmYmI3NjgxZjU2Yzc3
+      NTVjYzkzN0oxCgd0YXNrX2lkEiYKJDFlZDZiZDljLTA1MWEtNGFiNS1iNDk0LTU3MjU0NjU5YjI4
+      NHoCGAGFAQABAAASjgIKEFme5tfbl7IKlOtxKXOBwbkSCEkXsxaQXDs+KgxUYXNrIENyZWF0ZWQw
+      ATloDuBJ1PEIGEGABOFJ1PEIGEouCghjcmV3X2tleRIiCiAxZjEyOGJkYjdiYWE0YjY3NzE0ZjFk
+      YWVkYzJmM2FiNkoxCgdjcmV3X2lkEiYKJDQzMDQ4NGE1LTM4MzctNGRkOS05MGZhLWQxODc0MzQy
+      NGZkNEouCgh0YXNrX2tleRIiCiBiMTdiMTg4ZGJmMTRmOTNhOThlNWI5NWFhZDM2NzU3N0oxCgd0
+      YXNrX2lkEiYKJGVhNjJiYzNhLTBmMzYtNDRhZS1iYmE5LTliZWNkZjUxZTRhOHoCGAGFAQABAAAS
+      kAwKEFJJx8FrKG3eBx+YFpoVWbsSCPJRoDF/VPvQKgxDcmV3IENyZWF0ZWQwATnYWWZO1PEIGEGw
+      JGlO1PEIGEoaCg5jcmV3YWlfdmVyc2lvbhIICgYwLjgwLjBKGgoOcHl0aG9uX3ZlcnNpb24SCAoG
+      My4xMS43Si4KCGNyZXdfa2V5EiIKIDFmMTI4YmRiN2JhYTRiNjc3MTRmMWRhZWRjMmYzYWI2SjEK
+      B2NyZXdfaWQSJgokYmViNmFlOTEtYTdjMS00YWVmLTg0ZjUtMzNhZjUwYTc3NjVhShwKDGNyZXdf
+      cHJvY2VzcxIMCgpzZXF1ZW50aWFsShEKC2NyZXdfbWVtb3J5EgIQAEoaChRjcmV3X251bWJlcl9v
+      Zl90YXNrcxICGAJKGwoVY3Jld19udW1iZXJfb2ZfYWdlbnRzEgIYAkqqBQoLY3Jld19hZ2VudHMS
+      mgUKlwVbeyJrZXkiOiAiNzNjMzQ5YzkzYzE2M2I1ZDRkZjk4YTY0ZmFjMWM0MzAiLCAiaWQiOiAi
+      MTk5NmFkYzctODQzNy00ODM3LThhYWYtNzQ1NWFlNjU1MzNkIiwgInJvbGUiOiAie3RvcGljfSBT
+      ZW5pb3IgRGF0YSBSZXNlYXJjaGVyXG4iLCAidmVyYm9zZT8iOiB0cnVlLCAibWF4X2l0ZXIiOiAy
+      MCwgIm1heF9ycG0iOiBudWxsLCAiZnVuY3Rpb25fY2FsbGluZ19sbG0iOiAiIiwgImxsbSI6ICJn
+      cHQtNG8iLCAiZGVsZWdhdGlvbl9lbmFibGVkPyI6IGZhbHNlLCAiYWxsb3dfY29kZV9leGVjdXRp
+      b24/IjogZmFsc2UsICJtYXhfcmV0cnlfbGltaXQiOiAyLCAidG9vbHNfbmFtZXMiOiBbXX0sIHsi
+      a2V5IjogIjEwNGZlMDY1OWUxMGI0MjZjZjg4ZjAyNGZiNTcxNTUzIiwgImlkIjogIjhiYTA2NGM3
+      LWQ2NTItNGFmMi1hYjQ0LWJhNDA2NDRkMDJlMSIsICJyb2xlIjogInt0b3BpY30gUmVwb3J0aW5n
+      IEFuYWx5c3RcbiIsICJ2ZXJib3NlPyI6IHRydWUsICJtYXhfaXRlciI6IDIwLCAibWF4X3JwbSI6
+      IG51bGwsICJmdW5jdGlvbl9jYWxsaW5nX2xsbSI6ICIiLCAibGxtIjogImdwdC00byIsICJkZWxl
+      Z2F0aW9uX2VuYWJsZWQ/IjogZmFsc2UsICJhbGxvd19jb2RlX2V4ZWN1dGlvbj8iOiBmYWxzZSwg
+      Im1heF9yZXRyeV9saW1pdCI6IDIsICJ0b29sc19uYW1lcyI6IFtdfV1KkwQKCmNyZXdfdGFza3MS
+      hAQKgQRbeyJrZXkiOiAiNmFmYzRiMzk2MjU5ZmJiNzY4MWY1NmM3NzU1Y2M5MzciLCAiaWQiOiAi
+      YTQzMTgxZjUtYzkwYi00ZDk0LWI1NTAtMTI2ZmNjM2Y4NjU3IiwgImFzeW5jX2V4ZWN1dGlvbj8i
+      OiBmYWxzZSwgImh1bWFuX2lucHV0PyI6IGZhbHNlLCAiYWdlbnRfcm9sZSI6ICJ7dG9waWN9IFNl
+      bmlvciBEYXRhIFJlc2VhcmNoZXJcbiIsICJhZ2VudF9rZXkiOiAiNzNjMzQ5YzkzYzE2M2I1ZDRk
+      Zjk4YTY0ZmFjMWM0MzAiLCAidG9vbHNfbmFtZXMiOiBbXX0sIHsia2V5IjogImIxN2IxODhkYmYx
+      NGY5M2E5OGU1Yjk1YWFkMzY3NTc3IiwgImlkIjogImE3NzczMTA2LTEwNDEtNDI2ZS05NjVhLTRj
+      YzExYjNkMjhiNyIsICJhc3luY19leGVjdXRpb24/IjogZmFsc2UsICJodW1hbl9pbnB1dD8iOiBm
+      YWxzZSwgImFnZW50X3JvbGUiOiAie3RvcGljfSBSZXBvcnRpbmcgQW5hbHlzdFxuIiwgImFnZW50
+      X2tleSI6ICIxMDRmZTA2NTllMTBiNDI2Y2Y4OGYwMjRmYjU3MTU1MyIsICJ0b29sc19uYW1lcyI6
+      IFtdfV16AhgBhQEAAQAAEo4CChCfS8p2nUmN4gbwYTXM780iEgiD3bJ3GYKbCyoMVGFzayBDcmVh
+      dGVkMAE5oK91TtTxCBhBoCx2TtTxCBhKLgoIY3Jld19rZXkSIgogMWYxMjhiZGI3YmFhNGI2Nzcx
+      NGYxZGFlZGMyZjNhYjZKMQoHY3Jld19pZBImCiRiZWI2YWU5MS1hN2MxLTRhZWYtODRmNS0zM2Fm
+      NTBhNzc2NWFKLgoIdGFza19rZXkSIgogNmFmYzRiMzk2MjU5ZmJiNzY4MWY1NmM3NzU1Y2M5MzdK
+      MQoHdGFza19pZBImCiRhNDMxODFmNS1jOTBiLTRkOTQtYjU1MC0xMjZmY2MzZjg2NTd6AhgBhQEA
+      AQAAEo4CChD6YglTfqRETeD91myfQQucEgjVnKDpP/acdSoMVGFzayBDcmVhdGVkMAE54FB+UNTx
+      CBhBOOl+UNTxCBhKLgoIY3Jld19rZXkSIgogMWYxMjhiZGI3YmFhNGI2NzcxNGYxZGFlZGMyZjNh
+      YjZKMQoHY3Jld19pZBImCiRiZWI2YWU5MS1hN2MxLTRhZWYtODRmNS0zM2FmNTBhNzc2NWFKLgoI
+      dGFza19rZXkSIgogYjE3YjE4OGRiZjE0ZjkzYTk4ZTViOTVhYWQzNjc1NzdKMQoHdGFza19pZBIm
+      CiRhNzc3MzEwNi0xMDQxLTQyNmUtOTY1YS00Y2MxMWIzZDI4Yjd6AhgBhQEAAQAAEpAMChD6odHS
+      2zFS6x5ow3o0vrPMEgjfWriALnu/VyoMQ3JldyBDcmVhdGVkMAE5gE7+UNTxCBhB6IQAUdTxCBhK
+      GgoOY3Jld2FpX3ZlcnNpb24SCAoGMC44MC4wShoKDnB5dGhvbl92ZXJzaW9uEggKBjMuMTEuN0ou
+      CghjcmV3X2tleRIiCiAxZjEyOGJkYjdiYWE0YjY3NzE0ZjFkYWVkYzJmM2FiNkoxCgdjcmV3X2lk
+      EiYKJDAxN2I1M2M0LWU0N2EtNDRjMy1hZTZhLWE4NDc2N2Q3MDEwMkocCgxjcmV3X3Byb2Nlc3MS
+      DAoKc2VxdWVudGlhbEoRCgtjcmV3X21lbW9yeRICEABKGgoUY3Jld19udW1iZXJfb2ZfdGFza3MS
+      AhgCShsKFWNyZXdfbnVtYmVyX29mX2FnZW50cxICGAJKqgUKC2NyZXdfYWdlbnRzEpoFCpcFW3si
+      a2V5IjogIjczYzM0OWM5M2MxNjNiNWQ0ZGY5OGE2NGZhYzFjNDMwIiwgImlkIjogImE1YjNmZjcz
+      LTVjMmQtNDI5Ny05M2ExLTY2NDMyOWJmNGNiYiIsICJyb2xlIjogInt0b3BpY30gU2VuaW9yIERh
+      dGEgUmVzZWFyY2hlclxuIiwgInZlcmJvc2U/IjogdHJ1ZSwgIm1heF9pdGVyIjogMjAsICJtYXhf
+      cnBtIjogbnVsbCwgImZ1bmN0aW9uX2NhbGxpbmdfbGxtIjogIiIsICJsbG0iOiAiZ3B0LTRvIiwg
+      ImRlbGVnYXRpb25fZW5hYmxlZD8iOiBmYWxzZSwgImFsbG93X2NvZGVfZXhlY3V0aW9uPyI6IGZh
+      bHNlLCAibWF4X3JldHJ5X2xpbWl0IjogMiwgInRvb2xzX25hbWVzIjogW119LCB7ImtleSI6ICIx
+      MDRmZTA2NTllMTBiNDI2Y2Y4OGYwMjRmYjU3MTU1MyIsICJpZCI6ICJiMTU4Y2RjNS1iYzZmLTQ3
+      YTktYjE2NS1kNDQ2YzFmODhkNDUiLCAicm9sZSI6ICJ7dG9waWN9IFJlcG9ydGluZyBBbmFseXN0
+      XG4iLCAidmVyYm9zZT8iOiB0cnVlLCAibWF4X2l0ZXIiOiAyMCwgIm1heF9ycG0iOiBudWxsLCAi
+      ZnVuY3Rpb25fY2FsbGluZ19sbG0iOiAiIiwgImxsbSI6ICJncHQtNG8iLCAiZGVsZWdhdGlvbl9l
+      bmFibGVkPyI6IGZhbHNlLCAiYWxsb3dfY29kZV9leGVjdXRpb24/IjogZmFsc2UsICJtYXhfcmV0
+      cnlfbGltaXQiOiAyLCAidG9vbHNfbmFtZXMiOiBbXX1dSpMECgpjcmV3X3Rhc2tzEoQECoEEW3si
+      a2V5IjogIjZhZmM0YjM5NjI1OWZiYjc2ODFmNTZjNzc1NWNjOTM3IiwgImlkIjogImY0ZjZiZWI0
+      LWRhOGQtNDU1MC05ZWVhLThlOWM5NzY1NWNlNCIsICJhc3luY19leGVjdXRpb24/IjogZmFsc2Us
+      ICJodW1hbl9pbnB1dD8iOiBmYWxzZSwgImFnZW50X3JvbGUiOiAie3RvcGljfSBTZW5pb3IgRGF0
+      YSBSZXNlYXJjaGVyXG4iLCAiYWdlbnRfa2V5IjogIjczYzM0OWM5M2MxNjNiNWQ0ZGY5OGE2NGZh
+      YzFjNDMwIiwgInRvb2xzX25hbWVzIjogW119LCB7ImtleSI6ICJiMTdiMTg4ZGJmMTRmOTNhOThl
+      NWI5NWFhZDM2NzU3NyIsICJpZCI6ICJlMzA0ZWI4ZC1jYTViLTRmYmMtYmRiNS1mODZlNjE3ZWJl
+      ZDYiLCAiYXN5bmNfZXhlY3V0aW9uPyI6IGZhbHNlLCAiaHVtYW5faW5wdXQ/IjogZmFsc2UsICJh
+      Z2VudF9yb2xlIjogInt0b3BpY30gUmVwb3J0aW5nIEFuYWx5c3RcbiIsICJhZ2VudF9rZXkiOiAi
+      MTA0ZmUwNjU5ZTEwYjQyNmNmODhmMDI0ZmI1NzE1NTMiLCAidG9vbHNfbmFtZXMiOiBbXX1degIY
+      AYUBAAEAABKOAgoQ4nBhY/C/2pvPVCF+gQM4/xIIZfcNXrNnmOMqDFRhc2sgQ3JlYXRlZDABORiU
+      EVHU8QgYQUgJElHU8QgYSi4KCGNyZXdfa2V5EiIKIDFmMTI4YmRiN2JhYTRiNjc3MTRmMWRhZWRj
+      MmYzYWI2SjEKB2NyZXdfaWQSJgokMDE3YjUzYzQtZTQ3YS00NGMzLWFlNmEtYTg0NzY3ZDcwMTAy
+      Si4KCHRhc2tfa2V5EiIKIDZhZmM0YjM5NjI1OWZiYjc2ODFmNTZjNzc1NWNjOTM3SjEKB3Rhc2tf
+      aWQSJgokZjRmNmJlYjQtZGE4ZC00NTUwLTllZWEtOGU5Yzk3NjU1Y2U0egIYAYUBAAEAABKOAgoQ
+      /NE8mExW1Yc4m8BzpCjK4BII6h0SL5AwtM8qDFRhc2sgQ3JlYXRlZDABObAHR1HU8QgYQeB8R1HU
+      8QgYSi4KCGNyZXdfa2V5EiIKIDFmMTI4YmRiN2JhYTRiNjc3MTRmMWRhZWRjMmYzYWI2SjEKB2Ny
+      ZXdfaWQSJgokMDE3YjUzYzQtZTQ3YS00NGMzLWFlNmEtYTg0NzY3ZDcwMTAySi4KCHRhc2tfa2V5
+      EiIKIGIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3SjEKB3Rhc2tfaWQSJgokZTMwNGVi
+      OGQtY2E1Yi00ZmJjLWJkYjUtZjg2ZTYxN2ViZWQ2egIYAYUBAAEAABKQDAoQ3X0ZU0/DPkeXYe62
+      8W/vqRII03hxvkN2cu4qDENyZXcgQ3JlYXRlZDABOUDsalnU8QgYQZAmbVnU8QgYShoKDmNyZXdh
+      aV92ZXJzaW9uEggKBjAuODAuMEoaCg5weXRob25fdmVyc2lvbhIICgYzLjExLjdKLgoIY3Jld19r
+      ZXkSIgogMWYxMjhiZGI3YmFhNGI2NzcxNGYxZGFlZGMyZjNhYjZKMQoHY3Jld19pZBImCiQ5NjNm
+      ODBkMy1jYTJkLTQ4MDktODRmMC1hNjgxNzEzM2YzOWFKHAoMY3Jld19wcm9jZXNzEgwKCnNlcXVl
+      bnRpYWxKEQoLY3Jld19tZW1vcnkSAhAAShoKFGNyZXdfbnVtYmVyX29mX3Rhc2tzEgIYAkobChVj
+      cmV3X251bWJlcl9vZl9hZ2VudHMSAhgCSqoFCgtjcmV3X2FnZW50cxKaBQqXBVt7ImtleSI6ICI3
+      M2MzNDljOTNjMTYzYjVkNGRmOThhNjRmYWMxYzQzMCIsICJpZCI6ICJmNDFlMTI2YS0wZTNhLTRm
+      OWEtODdhNi05MzQ3ZGU5YTUxODQiLCAicm9sZSI6ICJ7dG9waWN9IFNlbmlvciBEYXRhIFJlc2Vh
+      cmNoZXJcbiIsICJ2ZXJib3NlPyI6IHRydWUsICJtYXhfaXRlciI6IDIwLCAibWF4X3JwbSI6IG51
+      bGwsICJmdW5jdGlvbl9jYWxsaW5nX2xsbSI6ICIiLCAibGxtIjogImdwdC00byIsICJkZWxlZ2F0
+      aW9uX2VuYWJsZWQ/IjogZmFsc2UsICJhbGxvd19jb2RlX2V4ZWN1dGlvbj8iOiBmYWxzZSwgIm1h
+      eF9yZXRyeV9saW1pdCI6IDIsICJ0b29sc19uYW1lcyI6IFtdfSwgeyJrZXkiOiAiMTA0ZmUwNjU5
+      ZTEwYjQyNmNmODhmMDI0ZmI1NzE1NTMiLCAiaWQiOiAiMGZkMzJmYzAtNGY4Mi00OWNiLWI1MDct
+      MWZmZTU5YzBlNWRmIiwgInJvbGUiOiAie3RvcGljfSBSZXBvcnRpbmcgQW5hbHlzdFxuIiwgInZl
+      cmJvc2U/IjogdHJ1ZSwgIm1heF9pdGVyIjogMjAsICJtYXhfcnBtIjogbnVsbCwgImZ1bmN0aW9u
+      X2NhbGxpbmdfbGxtIjogIiIsICJsbG0iOiAiZ3B0LTRvIiwgImRlbGVnYXRpb25fZW5hYmxlZD8i
+      OiBmYWxzZSwgImFsbG93X2NvZGVfZXhlY3V0aW9uPyI6IGZhbHNlLCAibWF4X3JldHJ5X2xpbWl0
+      IjogMiwgInRvb2xzX25hbWVzIjogW119XUqTBAoKY3Jld190YXNrcxKEBAqBBFt7ImtleSI6ICI2
+      YWZjNGIzOTYyNTlmYmI3NjgxZjU2Yzc3NTVjYzkzNyIsICJpZCI6ICI1YjlkYTE0Ni0xOGQ1LTQ1
+      NjctODYwNi1hMTU3MGU3YzQyYTgiLCAiYXN5bmNfZXhlY3V0aW9uPyI6IGZhbHNlLCAiaHVtYW5f
+      aW5wdXQ/IjogZmFsc2UsICJhZ2VudF9yb2xlIjogInt0b3BpY30gU2VuaW9yIERhdGEgUmVzZWFy
+      Y2hlclxuIiwgImFnZW50X2tleSI6ICI3M2MzNDljOTNjMTYzYjVkNGRmOThhNjRmYWMxYzQzMCIs
+      ICJ0b29sc19uYW1lcyI6IFtdfSwgeyJrZXkiOiAiYjE3YjE4OGRiZjE0ZjkzYTk4ZTViOTVhYWQz
+      Njc1NzciLCAiaWQiOiAiZDI1ZjVlZmQtZjMzNC00YjRjLWE1NjktNTI2ZjAyZGY3MDAzIiwgImFz
+      eW5jX2V4ZWN1dGlvbj8iOiBmYWxzZSwgImh1bWFuX2lucHV0PyI6IGZhbHNlLCAiYWdlbnRfcm9s
+      ZSI6ICJ7dG9waWN9IFJlcG9ydGluZyBBbmFseXN0XG4iLCAiYWdlbnRfa2V5IjogIjEwNGZlMDY1
+      OWUxMGI0MjZjZjg4ZjAyNGZiNTcxNTUzIiwgInRvb2xzX25hbWVzIjogW119XXoCGAGFAQABAAAS
+      jgIKEDpNX1u5dj3lqgySCZra2sISCEMmeziSVN2NKgxUYXNrIENyZWF0ZWQwATmoV3lZ1PEIGEHQ
+      93lZ1PEIGEouCghjcmV3X2tleRIiCiAxZjEyOGJkYjdiYWE0YjY3NzE0ZjFkYWVkYzJmM2FiNkox
+      CgdjcmV3X2lkEiYKJDk2M2Y4MGQzLWNhMmQtNDgwOS04NGYwLWE2ODE3MTMzZjM5YUouCgh0YXNr
+      X2tleRIiCiA2YWZjNGIzOTYyNTlmYmI3NjgxZjU2Yzc3NTVjYzkzN0oxCgd0YXNrX2lkEiYKJDVi
+      OWRhMTQ2LTE4ZDUtNDU2Ny04NjA2LWExNTcwZTdjNDJhOHoCGAGFAQABAAA=
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '8195'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Mon, 18 Nov 2024 03:19:16 GMT
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are plants Senior Data
+      Researcher\n. You''re a seasoned researcher with a knack for uncovering the
+      latest developments in plants. Known for your ability to find the most relevant
+      information and present it in a clear and concise manner.\n\nYour personal goal
+      is: Uncover cutting-edge developments in plants\n\nTo give my best complete
+      final answer to the task use the exact following format:\n\nThought: I now can
+      give a great answer\nFinal Answer: Your final answer must be the great and the
+      most complete as possible, it must be outcome described.\n\nI MUST use these
+      formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent Task:
+      Conduct a thorough research about plants Make sure you find any interesting
+      and relevant information given the current year is 2024.\n\n\nThis is the expect
+      criteria for your final answer: A list with 10 bullet points of the most relevant
+      information about plants\n\nyou MUST return the actual complete content as the
+      final answer, not a summary.\n\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:"], "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '1245'
+      content-type:
+      - application/json
+      cookie:
+      - _cfuvid=74kaPOoAcp8YRSA0XocQ1FFNksu9V0_KiWdQfo7wQuQ-1731827382509-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA3xXXY/dNg59z68g7ssCwZ3BzDTJJPOWBskiQD8GM9kN0HYR0BJtsyOLriTbuS36
+        3wtSvl/dxb5c4FqiRB6dcyj98Qxgw35zBxvXY3HDGC7e/mvA26Upu8/fP/w4v8dFuh8fH68/h1e7
+        7qfNViOk+ZVc2UddOhnGQIUl1mGXCAvpqte331y/fvPmzctrGxjEU9CwbiwXL+Ti5urmxcXV64ur
+        V2tgL+wob+7g52cAAH/Yr6YYPX3d3MHVdv9loJyxo83dYRLAJknQLxvMmXPBWDbb46CTWCha1p96
+        mbq+3MFHiLKAwwgdzwQInaYOGPNCCT5wxABv7c8d/BJ/ideX8Pz5vykVdhjgA6aBYwdv/YzR0UCx
+        5OfP7+BjBK1sC/N+ZrvO5AyZChSBRLOESTHj3wl6WWAh6JIsMAaMJUOzgwG/8sC/a2Ae0RFg9JAo
+        y5QcAbUtO6bodpfwAy1QyPVRgnRMGTAEWaCVBFNqMAJ2id0UypQIFi49DBx5wADkLEST5GFEV7Yw
+        Zd2x3/kko0R22fZFOvwtAroWz1gI2kS5hzGJnxwBR3BcdkBx5iTRILlU5G4UuXcPHx/vH2y5e60S
+        /kmRCjtDbR08lLGDHjNgxdZD5i5yyw5jCbstUMQmaJ5jIseZoKMoAwF5LoZ0XIG8hE89r4BkQ6T0
+        BJ5mCjJqfiAtuCRjhtLr2SeCQRIp0JVEWq/nTJgpb2GkXPLWanCBB4XA9Rg72sIoSjDGEHbAUVVg
+        SO6YgreAVsRDJjclxWiRFPzCngygbxSgb1k8z5Syjr+TmCnNqCRRgN63raRS4a9DVGuE5jSsx5mg
+        Q47koSR0Gr6th86RC2PhmRQJVw9aImQiDw3Gp3rUjRSMRokOk6doGFI2ylkGyINmMSaqWSiiXT1K
+        OCYSyalI085QPyGaIhuUucYXDW6V3XoOiqQmdcIfDFquHqvEyqUXxiVMjUR4pN8myiUZSvBAmTC5
+        XuEyhuV/gJqC8bIGOBxNBZyhISM6pkg5k6/HTm1LTiFSlhlqaV20QkZeEaPYY3QarunXpS9yzYWS
+        fseGAxfVorRQElHFNgsHKH1SA1LFJZnJr8c4Y2KyEJ0Z9GfAiJ05C4x2lo4qBi8Vg/t+VyTRQJ5r
+        /Z9OPKA6UZTZDhymbAiv7qIcCoQRphFGCWEq5M9Eu4WnKEsEzDD+bZftmTAvD6BTyqaeVVsmzrpb
+        HsmZdlUZpCdMlJSeAthkSQ30hPMOBioYavVSekpQ5CvHDG2SwYA29HR4wUJpC8h+Ffs5YRLlIpUT
+        htYrRetxF0tvHP1WCb5TgMwbaKBkrGtNqRxnCSqRRJ7MdvaVqND2JB6TKL2pYmkdDyIt0E7RJIfr
+        6efJ9Ypiw9JOFNRBekwDOpqsN6xeUuudMUzYBAJtqTJFv7cvjoWS5+x4DBxVUziOSdD1ICPFbFvj
+        THGianKW70WDytejpRoYtyaf6l0XD6sWC7xTD1RMPivpz70NRjGvODFhJTFhpdJJd9meHv+JrWqP
+        VTWpo3qgr0UJBQuh1X0U+AEvbxIp1TeDiM8qWYQiI4yJRS300vqs2leGJhE+rcLKlRGVZ39LZECO
+        BbU9WMsqPKtXTdGTdYZMkEuinCVVob1WtN6GDunQ7/eqkmh41UFl/tH0ww7MKjiaqmXSlPyUS1JO
+        +IkUttITp5M+bk2rlyLZmJq5SiHhyN7uBqW/PN1c56Ntvr9faBJ6z0ncTNYGi+yJd6hXBXzuhZWB
+        ecqKi9EPf5twf11oiXyF4o1C8d6zzqj9+x7dE6p0qpZIjS6qrhdMPh+XVCu08hL5ya16yirFBXMh
+        M5RQDYHP6zvh8Vabu+497nfd9yXtf9Ql9JZ8Xi9W1Y0GfDKXJ/QLWg61C2NLZbc9JmSJVCTUlKux
+        YO0Jp9AcNgcMhVI0dzV4rq8Unw+i5qOmuHcguE+i92Ujy3eYOrrIDoPeMFqbXGcdmmuiSkdNtwvS
+        mGta0x8aLODPojTfHhsuWCBIPrTqcd3TnKNLKuWSsIoMg5l7IN/tb4PiKcVji6k3VK2AtHHnXS40
+        qHUlGaTQ2YWjYjZw4c4MYzWOepvMl6dX8ETtlFFfAHEKYf3+5+FOH6QbkzR5HT98bzly7r+otCTq
+        /T0XGTc2+uczgP/Y22E6ew5sNNOxfCnyRFEXvLm5rettjq+V4+jLm/VlsSlSMBwHbl/sw84W/OKp
+        IId88vzYOHQ9+WPo8a2Ck2c5GXh2UvZ/p/O/1q6lc+z+3/J/AQAA///ClEhOTi0oSU2JLyhKTclM
+        RvUyQllRKiil4FIGD2awg5UgSSE+LTMvPbWooCgT0qFKK4g3MU1OMzVJSU1MVeKq5QIAAAD//wMA
+        IimVsFkOAAA=
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e44d146eed6a423-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Mon, 18 Nov 2024 03:19:25 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - __cf_bm=TExeV_B53ShoY.Ag2_Czvi.2L9gx.ekuTvv6twEsyZs-1731899965-1.0.1.1-TI1CwjC1TYPFLagqlZnBGPwghLqfQ14IMBF7MxpAfc1ZVDU6ahhzFq9sUtZDpajNRPyefUF9MUCXzF8vfGAyPw;
+        path=/; expires=Mon, 18-Nov-24 03:49:25 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '13765'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '30000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '29999712'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_2d538d2fe02ebd3efaa4c15c43b6f88a
+    status:
+      code: 200
+      message: OK
+- request:
+    body: !!binary |
+      Cs4CCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSpQIKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKOAgoQGHdygqOzofI91Tjg07fdjRIIXwWg5RZ9w0oqDFRhc2sgQ3JlYXRlZDABOej4
+      TaXX8QgYQcgbUKXX8QgYSi4KCGNyZXdfa2V5EiIKIDFmMTI4YmRiN2JhYTRiNjc3MTRmMWRhZWRj
+      MmYzYWI2SjEKB2NyZXdfaWQSJgokOTYzZjgwZDMtY2EyZC00ODA5LTg0ZjAtYTY4MTcxMzNmMzlh
+      Si4KCHRhc2tfa2V5EiIKIGIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3SjEKB3Rhc2tf
+      aWQSJgokZDI1ZjVlZmQtZjMzNC00YjRjLWE1NjktNTI2ZjAyZGY3MDAzegIYAYUBAAEAAA==
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '337'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Mon, 18 Nov 2024 03:19:26 GMT
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are plants Reporting Analyst\n.
+      You''re a meticulous analyst with a keen eye for detail. You''re known for your
+      ability to turn complex data into clear and concise reports, making it easy
+      for others to understand and act on the information you provide.\n\nYour personal
+      goal is: Create detailed reports based on plants data analysis and research
+      findings\n\nTo give my best complete final answer to the task use the exact
+      following format:\n\nThought: I now can give a great answer\nFinal Answer: Your
+      final answer must be the great and the most complete as possible, it must be
+      outcome described.\n\nI MUST use these formats, my job depends on it!"}, {"role":
+      "user", "content": "\nCurrent Task: 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 expect 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. **Vertical Farming Advancements**:
+      In 2024, vertical farming is set to revolutionize how we grow plants by maximizing
+      space and resource efficiency. New technologies allow for urban agriculture
+      with minimal ecological impact, using hydroponics and aeroponics to cultivate
+      fresh produce in city environments.\n\n2. **CRISPR and Plant Genetics**: CRISPR
+      technology has advanced significantly, enabling precise genome editing in plants.
+      This allows for the development of crops that are more resistant to diseases,
+      pests, and climate change, potentially increasing yield and food security worldwide.\n\n3.
+      **Biodiversity Conservation**: Efforts to conserve plant biodiversity have gained
+      traction, with initiatives focusing on seed banks and botanical gardens. These
+      efforts aim to preserve the genetic diversity necessary for ecological resilience
+      in the face of changing environmental conditions.\n\n4. **Carbon Sequestration
+      Research**: Plants'' role in carbon capture is being harnessed more effectively,
+      with research focused on enhancing the carbon-sequestering abilities of trees
+      and soil through improved plant varieties and land management practices.\n\n5.
+      **Phytoremediation Technologies**: Innovative use of plants to clean up polluted
+      environments, known as phytoremediation, has advanced. Researchers are developing
+      plants specifically engineered to absorb heavy metals and other toxins from
+      the soil and water, aiding in environmental restoration.\n\n6. **Synthetic Botany**:
+      This emerging field involves redesigning plant biological processes to create
+      new functionalities such as biofuels, pharmaceuticals, and other valuable compounds.
+      This interdisciplinary approach opens new avenues for plant-based technology.\n\n7.
+      **Climate-Resilient Crops**: With climate change posing significant threats
+      to agriculture, developing crops that can withstand extreme weather conditions
+      such as drought and floods is a top priority. 2024 sees breakthroughs in engineering
+      crops that maintain productivity under these stressors.\n\n8. **Algae Farming
+      Innovations**: Algae are increasingly used in various industries due to their
+      efficiency in photosynthesis and rapid growth. Innovations in algae farming
+      are contributing to biofuel production, carbon capture, and sustainable aquaculture
+      feeds.\n\n9. **Edible Plant Packaging**: The trend towards sustainability in
+      reducing plastic waste has led to innovations in plant-based, edible packaging.
+      These biodegradable solutions are making headway in food safety, reducing waste,
+      and providing a more sustainable packaging alternative.\n\n10. **Forest Restoration
+      Projects**: Large-scale reforestation efforts are underway globally to combat
+      deforestation and habitat loss. These projects integrate traditional knowledge
+      with modern practices to restore ecosystems, promote biodiversity, and mitigate
+      climate impacts.\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:"], "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '4283'
+      content-type:
+      - application/json
+      cookie:
+      - _cfuvid=74kaPOoAcp8YRSA0XocQ1FFNksu9V0_KiWdQfo7wQuQ-1731827382509-0.0.1.1-604800000;
+        __cf_bm=TExeV_B53ShoY.Ag2_Czvi.2L9gx.ekuTvv6twEsyZs-1731899965-1.0.1.1-TI1CwjC1TYPFLagqlZnBGPwghLqfQ14IMBF7MxpAfc1ZVDU6ahhzFq9sUtZDpajNRPyefUF9MUCXzF8vfGAyPw
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA4xa244cN5J911cEel6rC7qNbemtpbW9gnd3BMk7LzMDgcWMzKSbSeaQzCqlBwbm
+        N+b35ksWJ0jmpaoN7IshdyaZwbicOHFY/3hGdGeau7d0p3uV9DDa+4f/HdR/jQ8P7/7j54+v3v30
+        +JP5/HLw89D9Z/vnx7sDVvjTL6xTXXXUfhgtJ+NdfqwDq8TY9cW3r1589+bNm2/+KA8G37DFsm5M
+        96/9/cvnL1/fP//u/vk3ZWHvjeZ495b+8oyI6B/yX5joGv5695aeH+pfBo5RdXz3dnmJ6C54i7/c
+        qRhNTMqlu8P6UHuX2InVP/d+6vr0lj6Q8xfSylFnzkyKOphOysULh7+6v7ofjFOWHuT/3+IPf6BP
+        PPqQyDv6aJVL9ME5f1Y4fSTlGvrenU3wbmCXlKUPziSjkjlzJBxX9vgDvTjSnzkko5WlH1QYjOvo
+        oTkrpxkLI1774GTFgc71zba8aSKN3kRuKHlKQbnY+jDQFE7KkeqC0ZNNU2A6zeTHZAbzK5bFUWkW
+        G41DjCL+GDj6KWgmblujDTs9H+nn3sTNRsrSwKn3WHj2Fmfpgr9g+QgfRDJusdLOFJPSj9yQVTOH
+        eCDfJnZkXOIuIDPwT08+9RwopjBpGBspTronFSk+zlEHNXKI5ANNOKiKpGhUcHxbDmqVa6JWo3Ed
+        LGZKrHvnre9msnzmoDqO1M9N8KN3RscDXXqj+989xMWk3k+JojeWJvHOYBzj+G5KwbDDMztJrA/i
+        SMXbzTlw3UsFlu1xbEJUTMBZBhMT8Zohu2/KKSKT2iQCtUoba5JKTKlnQkBMTjd4og0cexqDbybN
+        splxpE2atx/JJ8NZzKAssYaPJKHMMCqdjsi2n3imEztujYRT26nJXwzcTLp+T5IN+Z8t0D6mnPU8
+        mBiLX+JiECrrVB2hrY8ckLLauzgNHOKRfpgC0mDwgZ9IdGWtv0RqfaCZVbgPfnLNzgcNx9EkJm3N
+        AB9p7xpTAsQuTgHb4Hsmovqp9b6hOI2jnY9L6Z5lXQreUpxj4mGX0GJNpJ7tCOMDd5NV6ycPZE3X
+        p5wPS54gAW08oLxgLYoWrkiJA82GbZPd9mT1PSDX88Kni58HDp34B2/qMGmj7JKaAgpIlV5Zyw5F
+        MHrU0GnOlWN+zb6DAYvfeuU6PhZ4enmk958+fP74Sd7JOPcjO05GCzSh2tQ4WqOXTCzvb2rQuFwM
+        1JWV1OfU6AJH2BNN50xrtHLJzgiXOlkpx8DaRMY6PzAxAuo6HItdj8ogHfwIDxkLl3EBrM23S+JE
+        uDQZJGnyNPjGtPNqlB+4lMbk8E1u2AGdlNZTUHo+UOtjYkkhOLRBTP0odetbMSJS6tEwAhNSWGyS
+        zoPvNSayihwPNHJMFTGaM4f4VMLW8hczi2fhs3Ouw9EjgRHo5CuAc86lXIHIdi4JznoKQIGLD7a5
+        mCZH9jZGqAQf4B5UuhpNc33KgmdyTJSzatQopzurYPwUt0CDJEwSXKk+xKr4zgRSJ+DYjKXwObzU
+        UBOkEwvOt9b7RsD8ockuQTM5lMy6z27hpvgdtgg0Ze845kZwQvc8SL3A50abhnOltagja36VhiTV
+        bk5TzSuJXZxiUgZJyPveNwalE4hJybOcn8h742pyE7vOOM7JMgY/mMiRToHVY+rlkNWHfrINtZNr
+        VHaZnUvxyTkuaqbLCvMlngZnjaN3kWFuZ/1J2U2B17p9daR3xjcGKQZfv8eKkKESr3zftjnaGYM5
+        nEvDotN2mTQvZZx0QA8zpwHFoHNT9A4uwOpaGdUJ6xaONRhamCUom5ZzU7XAsxhLaudmyUEh9SQf
+        q3vwqX2qbStnS7MWGoGUOCn3mBPg5JNyYkKnQsMu4uQzWIU5e+wH9ggDklSh3rgO6Ay/iZs/r9sW
+        L/DOB6jqgLP4dqmR7OM4sja8bUxYp87K2Focvi0+XPerLSK3wXbKxC4wNyXVuqAGKaDAMfmQLR6D
+        B0ePR3p3c26EV9noa+c4UI2limTNOdPC0UeTfDAcFxjYxBce9W2b8x1lqHLBkhdAmRCPYrKA13Sy
+        RleEK+7MLTWqlrtJhYYUci4mWWB93Hx38VwmcLmGBBlbsAJWuhc72hZnRoKy9rWVC+qupLjWyusj
+        vVfh5B195r9PHFPx3CeOrILu8don1oDBUP5Evel66fYlpPHf//zXTf5oNabCO2T/W7jBAQeTTLd0
+        z6s2TLVQlSC6FgqMU20xtWx/H7P5ORQ5kUrQUuCCfutCIbeBpZeAK2RwAhMM/sxNcTgSl2UbrAbT
+        pkE51Qkp3QOiMNZxDF7pHu+bQRBVfcXYUcBZVSD1QAUQkRzISpZP0YcTqTT4OPYcjKb3f3pJTfbi
+        2Pvk4+xQlyYbhDxnMgkJm70g9Mr4QcXyBvi0UBU0OwMPwayT9znBIldreKW7kS1rCZIAxlJj2xzM
+        hAGJUL8sRdchHOPqfZmyMBbDYeL3TXf5XX9mzxmHN9eK5hy0npVN/ZNDwpJgnBlqM0mstw4txlZe
+        qizIl+vycUpD4bU9qKZBI/8dfvjHI33sZ5g2cGNyFv9cWYVh4Yg3L0jsyKycu2ZNmbUq0/CkLSsn
+        h1KDcTIxbseZwwrx8AuceQHokpL6z0x39NZOSXa05pHhvfOMMVbZHJ3kvxq0jlLjO39KF9gzyjI0
+        7vt8tlgyoy2zb8OgtXk0L3ntA5lh8CehHyX5ehWGdrIUpxOYkAa4YRDi00zKNGVg2De8Db7n1IaJ
+        ZTAXLJZpwMd0n4FQfOya/S52phYjChqrsomDy8HISkLlXTkE01i2jzKULDC4cHhQ2+swp00eCH6d
+        ODeU1hS3VBYPaFjnnmzq11FiI2wUnAjYWPNg4aHF75kC5i9zrYsNfY3Ue9sUTadwMulIgftcqUpK
+        M6cKiD84dZ3L0PvQU9ZGgoiWKjSiXOCzpSK+OdJngSi0bGm5cx2UlmmtFa7uW4rLm0JK5lWRCJzz
+        Z4Wdk1mo0wpYqBER2cjxBWRS57Ct2LOZzipthf4SGhO1Ga1xoGYyHmngHj/KpsV5N6S/zvMn49tJ
+        8GNEAivNkwynZbbJis5Z2UlgDrogBvZ4oFPwqmFXO1fUfuSlvd+flGhZS7GJU9/NZWBbfYHqPXlr
+        4iCfG1XqL2rOU7ZkJkoA9hbRqwxOYnzttCfjlS4jfzEPBQq2BW2KANeB7SyeXatzl3iNd//+579S
+        7Wt2rg6qylkFtkxUAp/LaA6TKic0rpki1ALMIwjmdZfYVKcEp/UxGksSgDpKbtjA1dy26bk4fW7V
+        myFymyBP5iRK96xiOqyLLIQ11RQWsxnfUSXOD0bf4s0iKtVK+fZI73NTuf9UZoFE7zHT4YWH65Yj
+        5W9c6d8QMsBWxYOph9tyXW5Ez2XmPTw5tZdvh+XbeZ5E2Cgh94PxmJ2P9DmrBy18shvkTFZm89iv
+        HgWsE2yLBoETiMtdYhlWRwmpb9fZV8DlawKA0YWVlM460iwtbpmQZYjFiBxBniwvRKGMAZLjZxhe
+        gCfy0myxYW1gC61Bgq88T4RW/HmZYzYyRK7NzKKkm1Yl4UqSSd5yyNiO7mc8NqqSQM7AzmPMi3mp
+        KBYxiW9WZQ7mVF1PGEMVq+1MHNAAdQ1jRf3fiyoipIMpCpoP67Qh/GiTNeLenXYCCXCygAWYF7hb
+        JP489In49siQu4EcWfESeaQUyFUiZ7F1qYPvjvRgO8WL/r+5SJBKkIcb1a9O5CpV8t5M4mgotmth
+        w+wnICZzXKwvIL7BxUNlh3l04YzmOyz6+6Sqp1pmIQRiHxwsU9G8tPJEQMpb0i7XLMFf6lx/qLWT
+        eh4k0A1DQdp8ts6+4rOHK4amdg7a0Q4ZDZeRZqsXFz5zqAMKlm40tN0dyHUFyVnZjiW8G/WpuK/1
+        Po3BZKC5dXNuWsGfTbNDd/Eobaf8jbsPK50PbI0UFwpyw9VaE/uBVb4/oAGnbZVmMJopLbpCdpdI
+        FjJz7RyNhikHWBSGmjvXrULOYNWcledSWXX0BcnyeYAibYKerAoHeKK0+Nwm5loCb470fSOQmSXm
+        j0o/KlClSp0Gf84TUvIXKARbk8f68nonIwKzzSRzD31bonGAorzb4UifgbbrjiaKIIbrqgYf2wRh
+        tAq6Il1UTBk16iR/I1BlXgm2LoF5SlgtfmmNHTZ06xLUmMGodm/Ac2ZXnXSAhe43JrCGQjFalWsj
+        q6DenTNIwI5sckae76/OTs7jMtPOJZ9jOdlpSlkkqm0mFnhULSe54nONCgCC/1YNUxv8sEhfpUlE
+        VheGv4PRfFiPULQkDiYPgnn0iU+HtFwhlSujhpT1dWrdkLvrgXZJlJL+cmEtRCr3Tq2qru+RlPfY
+        Xgtmbu6m5JajKaXh25u0EelSBpYqGWS+t7vXKLBPvb9s8HiliGsS1qvh50f6wWMAgRS1CHofi6CH
+        t37M47rZiJ4IulWh4/uolSBnK3uUm54symg/nBQ8v3vmIKWdMAxl1S17aC3lvTS8uTNaJayKllV1
+        vL7x3cHVRgx+dP5iuem43FD6hoOrtzbgXTtlpKoheUD7ZTqzywq5OGsd1I5ZursVQ7OUJvo1UlCy
+        PyPwRpqtQtn22IcrEW1zhDp8rYwtaxGtsVVRzM1vqxWJv+ZcX+w6qEfWa9G0h6Fop9vbp514ZM5s
+        TS8wsNz7FA6IU17lfsG2fT7wRl6MzA5mn00W1YfRu1UEYWqhdy7a7BWnkTFEusWGo5VLpazDdP7M
+        oVxD4+3/+fFP8epaSmamkH9W0XBSxub7qKqEm6tfWGzzfrlkrLPs7QCyCm2HVcBdNNRdC9sOeXI7
+        IIxOlDChxjf3LpBF0q0ex0K1BdbmRXnIly5Vp9uDBMapTYy3rUIO9OT9yfbXLYHbKSr8uMZN1pa/
+        /7b8XMb6bgz+FMvz5e+tcSb2XxA77/DTmJj8eCdPf3tG9Df5Wc60+6XNHc4zpi/JP7LDht9+823e
+        7279IdD69MXr16/K4wSZfH3y8uWL8nue/ZZfSg5sfttzpyEuN+va9YdAamqM3zx4tjn4rUFP7Z0P
+        b1z3/9l+faA1j4mbL2Pgxuj9odfXAv8ikuTTry2OFoPvMn59aY3rOAiRREja8cuL169Op+9ev3mp
+        75799uz/AAAA//8DAD3tznO2JQAA
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e44d19eed83a423-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Mon, 18 Nov 2024 03:19:42 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '17464'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '30000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '29998958'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 2ms
+      x-request-id:
+      - req_9b9ed646842761c5b091045f5e85bfd3
+    status:
+      code: 200
+      message: OK
+version: 1

tests/cassettes/test_multiple_before_after_kickoff.yaml

@@ -0,0 +1,495 @@
+interactions:
+- request:
+    body: !!binary |
+      CusOCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSwg4KEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKaDAoQoIrabVYsFbbHfYiDTst34xIIG0YGNNs8p2gqDENyZXcgQ3JlYXRlZDABOYhW
+      grn2rgkYQUBQhbn2rgkYShoKDmNyZXdhaV92ZXJzaW9uEggKBjAuODAuMEoaCg5weXRob25fdmVy
+      c2lvbhIICgYzLjEyLjdKLgoIY3Jld19rZXkSIgogMWYxMjhiZGI3YmFhNGI2NzcxNGYxZGFlZGMy
+      ZjNhYjZKMQoHY3Jld19pZBImCiQzM2Q1NTk3MS1iZmI2LTQ5MTgtODNhZC1iZWMxZmEyYzc0NjhK
+      HAoMY3Jld19wcm9jZXNzEgwKCnNlcXVlbnRpYWxKEQoLY3Jld19tZW1vcnkSAhAAShoKFGNyZXdf
+      bnVtYmVyX29mX3Rhc2tzEgIYAkobChVjcmV3X251bWJlcl9vZl9hZ2VudHMSAhgCSrQFCgtjcmV3
+      X2FnZW50cxKkBQqhBVt7ImtleSI6ICI3M2MzNDljOTNjMTYzYjVkNGRmOThhNjRmYWMxYzQzMCIs
+      ICJpZCI6ICIwZGZjYzg3MS01ZGI5LTRkYjItOWIyNy0xN2I0MmIyZmZiMTAiLCAicm9sZSI6ICJ7
+      dG9waWN9IFNlbmlvciBEYXRhIFJlc2VhcmNoZXJcbiIsICJ2ZXJib3NlPyI6IHRydWUsICJtYXhf
+      aXRlciI6IDIwLCAibWF4X3JwbSI6IG51bGwsICJmdW5jdGlvbl9jYWxsaW5nX2xsbSI6ICIiLCAi
+      bGxtIjogImdwdC00by1taW5pIiwgImRlbGVnYXRpb25fZW5hYmxlZD8iOiBmYWxzZSwgImFsbG93
+      X2NvZGVfZXhlY3V0aW9uPyI6IGZhbHNlLCAibWF4X3JldHJ5X2xpbWl0IjogMiwgInRvb2xzX25h
+      bWVzIjogW119LCB7ImtleSI6ICIxMDRmZTA2NTllMTBiNDI2Y2Y4OGYwMjRmYjU3MTU1MyIsICJp
+      ZCI6ICJiZjFkODdkZC0zZmUyLTRjYTctOTI1My0xYTQyYTljNWE5NjYiLCAicm9sZSI6ICJ7dG9w
+      aWN9IFJlcG9ydGluZyBBbmFseXN0XG4iLCAidmVyYm9zZT8iOiB0cnVlLCAibWF4X2l0ZXIiOiAy
+      MCwgIm1heF9ycG0iOiBudWxsLCAiZnVuY3Rpb25fY2FsbGluZ19sbG0iOiAiIiwgImxsbSI6ICJn
+      cHQtNG8tbWluaSIsICJkZWxlZ2F0aW9uX2VuYWJsZWQ/IjogZmFsc2UsICJhbGxvd19jb2RlX2V4
+      ZWN1dGlvbj8iOiBmYWxzZSwgIm1heF9yZXRyeV9saW1pdCI6IDIsICJ0b29sc19uYW1lcyI6IFtd
+      fV1KkwQKCmNyZXdfdGFza3MShAQKgQRbeyJrZXkiOiAiNmFmYzRiMzk2MjU5ZmJiNzY4MWY1NmM3
+      NzU1Y2M5MzciLCAiaWQiOiAiNjhhZmY3NzctODEwYy00N2Q0LTlmMjItMjBlY2VhY2Y3ZTFhIiwg
+      ImFzeW5jX2V4ZWN1dGlvbj8iOiBmYWxzZSwgImh1bWFuX2lucHV0PyI6IGZhbHNlLCAiYWdlbnRf
+      cm9sZSI6ICJ7dG9waWN9IFNlbmlvciBEYXRhIFJlc2VhcmNoZXJcbiIsICJhZ2VudF9rZXkiOiAi
+      NzNjMzQ5YzkzYzE2M2I1ZDRkZjk4YTY0ZmFjMWM0MzAiLCAidG9vbHNfbmFtZXMiOiBbXX0sIHsi
+      a2V5IjogImIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3IiwgImlkIjogImNlZmFlNzU1
+      LTMzNzctNGE3OS1hNGMyLTZkMDk5Yzk0YmRlYiIsICJhc3luY19leGVjdXRpb24/IjogZmFsc2Us
+      ICJodW1hbl9pbnB1dD8iOiBmYWxzZSwgImFnZW50X3JvbGUiOiAie3RvcGljfSBSZXBvcnRpbmcg
+      QW5hbHlzdFxuIiwgImFnZW50X2tleSI6ICIxMDRmZTA2NTllMTBiNDI2Y2Y4OGYwMjRmYjU3MTU1
+      MyIsICJ0b29sc19uYW1lcyI6IFtdfV16AhgBhQEAAQAAEo4CChAk4SmgCGgI1cLD7bspORIREgiA
+      ME8JXP1gfioMVGFzayBDcmVhdGVkMAE56EuWufauCRhBWOCWufauCRhKLgoIY3Jld19rZXkSIgog
+      MWYxMjhiZGI3YmFhNGI2NzcxNGYxZGFlZGMyZjNhYjZKMQoHY3Jld19pZBImCiQzM2Q1NTk3MS1i
+      ZmI2LTQ5MTgtODNhZC1iZWMxZmEyYzc0NjhKLgoIdGFza19rZXkSIgogNmFmYzRiMzk2MjU5ZmJi
+      NzY4MWY1NmM3NzU1Y2M5MzdKMQoHdGFza19pZBImCiQ2OGFmZjc3Ny04MTBjLTQ3ZDQtOWYyMi0y
+      MGVjZWFjZjdlMWF6AhgBhQEAAQAA
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '1902'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Wed, 20 Nov 2024 13:05:09 GMT
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are plants Senior Data
+      Researcher\n. You''re a seasoned researcher with a knack for uncovering the
+      latest developments in plants. Known for your ability to find the most relevant
+      information and present it in a clear and concise manner.\n\nYour personal goal
+      is: Uncover cutting-edge developments in plants\n\nTo give my best complete
+      final answer to the task use the exact following format:\n\nThought: I now can
+      give a great answer\nFinal Answer: Your final answer must be the great and the
+      most complete as possible, it must be outcome described.\n\nI MUST use these
+      formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent Task:
+      Conduct a thorough research about plants Make sure you find any interesting
+      and relevant information given the current year is 2024.\n\n\nThis is the expect
+      criteria for your final answer: A list with 10 bullet points of the most relevant
+      information about plants\n\nyou MUST return the actual complete content as the
+      final answer, not a summary.\n\nBegin! This is VERY important to you, use the
+      tools available and give your best Final Answer, your job depends on it!\n\nThought:"}],
+      "model": "gpt-4o-mini", "stop": ["\nObservation:"], "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '1250'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=CkK4UvBd9ukXvn50uJwGambJcz5zERAJfeXJ9xge6H4-1732107842-1.0.1.1-IOK2yVL3RlD75MgmnKzIEyE38HNknwn6I8BBJ1wjGz4jCTd0YWIBPnvUm9gB8D_zLlUA9G7p_wbrfyc4mO_Bmg;
+        _cfuvid=MmeN9oHWrBLThkEJdaSFHBfWe95JvA8iFnnt7CC92tk-1732107842102-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - x64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    content: "{\n  \"id\": \"chatcmpl-AVegEGAMTASvlfwjAjy5PsqGwtN6X\",\n  \"object\":
+      \"chat.completion\",\n  \"created\": 1732107906,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
+      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+      \"assistant\",\n        \"content\": \"I now can give a great answer  \\nFinal
+      Answer:  \\n1. **Plant-Based Plastics**: 2024 has seen significant advancements
+      in bioplastics derived from plants such as corn and sugarcane, which are being
+      used as sustainable alternatives to petroleum-based plastics. These innovations
+      aim to reduce plastic waste and reliance on fossil fuels.\\n\\n2. **Gene Editing
+      Breakthroughs**: CRISPR technology continues to revolutionize agricultural practices.
+      Researchers have developed genetically modified crops that are more resistant
+      to pests and diseases, thereby decreasing the need for chemical pesticides and
+      increasing food security.\\n\\n3. **Vertical Farming Expansion**: Urban agriculture
+      has gained momentum with vertical farming techniques that utilize less water
+      and space. In 2024, cities worldwide are adopting these innovative systems to
+      meet the growing food demand while reducing transportation emissions.\\n\\n4.
+      **Climate-Resilient Plants**: Scientists are identifying and breeding plant
+      varieties that can withstand extreme weather conditions such as droughts, floods,
+      and high temperatures, helping farmers adapt to climate change and ensuring
+      crop yields remain stable.\\n\\n5. **Edible Vaccines in Plants**: Research into
+      producing vaccines in plants has progressed, with trials showing that certain
+      plants can be engineered to express antigens that could serve as edible vaccines,
+      offering a low-cost and easy delivery method for immunizations.\\n\\n6. **Fungi
+      and Plant Collaborations**: The study of mycorrhizal fungi and their symbiotic
+      relationships with plants has gained traction. Research indicates that these
+      fungi enhance nutrient uptake and enhance plant resilience to environmental
+      stressors, making them pivotal in sustainable agriculture.\\n\\n7. **Biophilic
+      Design**: The trend of integrating nature into architecture and urban planning
+      has expanded, with an emphasis on incorporating plants into building designs
+      to improve air quality, enhance mental well-being, and reduce overall energy
+      consumption.\\n\\n8. **Deciduous Trees and Urban Cooling**: Research shows that
+      strategically planted deciduous trees can significantly lower urban temperatures,
+      reduce energy consumption for cooling, and improve urban biodiversity, highlighting
+      the importance of green infrastructure.\\n\\n9. **Carnivorous Plant Studies**:
+      The understanding of carnivorous plants and their unique adaptations has advanced,
+      with findings suggesting potential applications in pest control and sustainable
+      agriculture due to their natural predatory methods.\\n\\n10. **Smart Agriculture
+      Technology**: The integration of IoT and AI in agriculture is revolutionizing
+      plant cultivation. Farmers now use sensors and data analytics to monitor plant
+      health in real-time, optimize water usage, and increase crop yields sustainably.\\n\\nThese
+      insights underline the ongoing research and innovations in the plant science
+      field that can lead to more sustainable and resilient agricultural practices
+      while addressing critical global challenges.\",\n        \"refusal\": null\n
+      \     },\n      \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n    }\n
+      \ ],\n  \"usage\": {\n    \"prompt_tokens\": 227,\n    \"completion_tokens\":
+      529,\n    \"total_tokens\": 756,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\":
+      0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n
+      \     \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
+      0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"system_fingerprint\":
+      \"fp_0705bf87c0\"\n}\n"
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e58a64f3a306225-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 20 Nov 2024 13:05:13 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '7289'
+      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:
+      - '149999711'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_250abe3944c3c859e59c2c976b0a1248
+    http_version: HTTP/1.1
+    status_code: 200
+- request:
+    body: !!binary |
+      Cs4CCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSpQIKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKOAgoQDrK/EDJCqiT+GyzEBtuJzBIIDx9rCaKAVKMqDFRhc2sgQ3JlYXRlZDABOTCH
+      rYH4rgkYQdCQroH4rgkYSi4KCGNyZXdfa2V5EiIKIDFmMTI4YmRiN2JhYTRiNjc3MTRmMWRhZWRj
+      MmYzYWI2SjEKB2NyZXdfaWQSJgokMzNkNTU5NzEtYmZiNi00OTE4LTgzYWQtYmVjMWZhMmM3NDY4
+      Si4KCHRhc2tfa2V5EiIKIGIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3SjEKB3Rhc2tf
+      aWQSJgokY2VmYWU3NTUtMzM3Ny00YTc5LWE0YzItNmQwOTljOTRiZGViegIYAYUBAAEAAA==
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '337'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.27.0
+    method: POST
+    uri: https://telemetry.crewai.com:4319/v1/traces
+  response:
+    body:
+      string: "\n\0"
+    headers:
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/x-protobuf
+      Date:
+      - Wed, 20 Nov 2024 13:05:19 GMT
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are plants Reporting Analyst\n.
+      You''re a meticulous analyst with a keen eye for detail. You''re known for your
+      ability to turn complex data into clear and concise reports, making it easy
+      for others to understand and act on the information you provide.\n\nYour personal
+      goal is: Create detailed reports based on plants data analysis and research
+      findings\n\nTo give my best complete final answer to the task use the exact
+      following format:\n\nThought: I now can give a great answer\nFinal Answer: Your
+      final answer must be the great and the most complete as possible, it must be
+      outcome described.\n\nI MUST use these formats, my job depends on it!"}, {"role":
+      "user", "content": "\nCurrent Task: 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 expect criteria
+      for your final answer: A fully fledge reports with the mains topics, each with
+      a full section of information. Formatted as markdown without ''```''\n\nyou
+      MUST return the actual complete content as the final answer, not a summary.\n\nThis
+      is the context you''re working with:\n1. **Plant-Based Plastics**: 2024 has
+      seen significant advancements in bioplastics derived from plants such as corn
+      and sugarcane, which are being used as sustainable alternatives to petroleum-based
+      plastics. These innovations aim to reduce plastic waste and reliance on fossil
+      fuels.\n\n2. **Gene Editing Breakthroughs**: CRISPR technology continues to
+      revolutionize agricultural practices. Researchers have developed genetically
+      modified crops that are more resistant to pests and diseases, thereby decreasing
+      the need for chemical pesticides and increasing food security.\n\n3. **Vertical
+      Farming Expansion**: Urban agriculture has gained momentum with vertical farming
+      techniques that utilize less water and space. In 2024, cities worldwide are
+      adopting these innovative systems to meet the growing food demand while reducing
+      transportation emissions.\n\n4. **Climate-Resilient Plants**: Scientists are
+      identifying and breeding plant varieties that can withstand extreme weather
+      conditions such as droughts, floods, and high temperatures, helping farmers
+      adapt to climate change and ensuring crop yields remain stable.\n\n5. **Edible
+      Vaccines in Plants**: Research into producing vaccines in plants has progressed,
+      with trials showing that certain plants can be engineered to express antigens
+      that could serve as edible vaccines, offering a low-cost and easy delivery method
+      for immunizations.\n\n6. **Fungi and Plant Collaborations**: The study of mycorrhizal
+      fungi and their symbiotic relationships with plants has gained traction. Research
+      indicates that these fungi enhance nutrient uptake and enhance plant resilience
+      to environmental stressors, making them pivotal in sustainable agriculture.\n\n7.
+      **Biophilic Design**: The trend of integrating nature into architecture and
+      urban planning has expanded, with an emphasis on incorporating plants into building
+      designs to improve air quality, enhance mental well-being, and reduce overall
+      energy consumption.\n\n8. **Deciduous Trees and Urban Cooling**: Research shows
+      that strategically planted deciduous trees can significantly lower urban temperatures,
+      reduce energy consumption for cooling, and improve urban biodiversity, highlighting
+      the importance of green infrastructure.\n\n9. **Carnivorous Plant Studies**:
+      The understanding of carnivorous plants and their unique adaptations has advanced,
+      with findings suggesting potential applications in pest control and sustainable
+      agriculture due to their natural predatory methods.\n\n10. **Smart Agriculture
+      Technology**: The integration of IoT and AI in agriculture is revolutionizing
+      plant cultivation. Farmers now use sensors and data analytics to monitor plant
+      health in real-time, optimize water usage, and increase crop yields sustainably.\n\nThese
+      insights underline the ongoing research and innovations in the plant science
+      field that can lead to more sustainable and resilient agricultural practices
+      while addressing critical global challenges.\n\nBegin! This is VERY important
+      to you, use the tools available and give your best Final Answer, your job depends
+      on it!\n\nThought:"}], "model": "gpt-4o-mini", "stop": ["\nObservation:"], "stream":
+      false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '4383'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=CkK4UvBd9ukXvn50uJwGambJcz5zERAJfeXJ9xge6H4-1732107842-1.0.1.1-IOK2yVL3RlD75MgmnKzIEyE38HNknwn6I8BBJ1wjGz4jCTd0YWIBPnvUm9gB8D_zLlUA9G7p_wbrfyc4mO_Bmg;
+        _cfuvid=MmeN9oHWrBLThkEJdaSFHBfWe95JvA8iFnnt7CC92tk-1732107842102-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.52.1
+      x-stainless-arch:
+      - x64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.52.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    content: "{\n  \"id\": \"chatcmpl-AVegMn5Ai2jlIz10QbT0vQQ6TPvD0\",\n  \"object\":
+      \"chat.completion\",\n  \"created\": 1732107914,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
+      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+      \"assistant\",\n        \"content\": \"I now can give a great answer  \\nFinal
+      Answer: \\n\\n# Comprehensive Report on Advancements in Plant Science (2024)\\n\\n##
+      1. Plant-Based Plastics\\n2024 has witnessed remarkable progress in the development
+      of plant-based plastics, particularly those derived from renewable resources
+      such as corn and sugarcane. Unlike traditional petroleum-based plastics, these
+      bioplastics are designed to be more environmentally friendly, addressing pressing
+      concerns regarding plastic waste and the continuous reliance on fossil fuels.
+      The production processes have been optimized to ensure lower carbon footprints
+      and reduced greenhouse gas emissions. Moreover, major manufacturers are beginning
+      to scale up production of these materials, integrating them into a wide array
+      of products, from packaging to consumer goods, thereby offering sustainable
+      alternatives and contributing positively to circular economy initiatives.\\n\\n##
+      2. Gene Editing Breakthroughs\\nThe introduction of CRISPR technology has emerged
+      as a game-changer in agricultural methodologies. In 2024, cutting-edge research
+      has led to the development of genetically modified crops that exhibit enhanced
+      resistance to pests and diseases. This advancement not only supports increased
+      food production but also significantly reduces dependency on chemical pesticides,
+      which can have detrimental effects on both environmental health and biodiversity.
+      By facilitating the creation of hardier crops, these innovations play a crucial
+      role in bolstering food security, enabling farmers to achieve higher yields
+      even under challenging agricultural conditions.\\n\\n## 3. Vertical Farming
+      Expansion\\nVertical farming techniques have surged in popularity as urban agriculture
+      continues to evolve in 2024. These innovative systems are engineered to optimize
+      space and resource usage, utilizing cutting-edge hydroponic and aeroponic methods
+      to grow food in controlled environments. Cities around the globe are implementing
+      vertical farms to tackle the increasing demand for fresh produce while simultaneously
+      minimizing transportation emissions and enhancing food security in urban settings.
+      By using significantly less water and land compared to traditional farming,
+      vertical farming represents a sustainable solution to urban food production
+      challenges in the face of rapid urbanization.\\n\\n## 4. Climate-Resilient Plants\\nIn
+      response to the unpredictable impacts of climate change, researchers are focused
+      on identifying and breeding plant varieties capable of enduring extreme weather
+      conditions, such as droughts, floods, and extreme temperatures. This initiative
+      aims to empower farmers with viable options to adapt to shifting climate patterns,
+      ensuring stable crop yields despite adverse environmental conditions. The development
+      of these climate-resilient plants is vital for maintaining food supply chains
+      and safeguarding agricultural biodiversity, ultimately contributing to the long-term
+      sustainability of farming practices.\\n\\n## 5. Edible Vaccines in Plants\\nInnovative
+      research in the area of edible vaccines is making significant strides in 2024.
+      Scientists are exploring the potential of genetically engineered plants to express
+      specific antigens that can serve as immunizations. These advancements hold promising
+      implications for public health, particularly in developing regions where traditional
+      vaccine delivery systems may be less feasible. Edible vaccines offer a cost-effective,
+      accessible, and non-invasive way to promote immunity against various diseases,
+      highlighting the intersection of agriculture and health science in addressing
+      global health challenges.\\n\\n## 6. Fungi and Plant Collaborations\\nThe symbiotic
+      relationships between mycorrhizal fungi and plants have gained increasing attention
+      in research circles. Studies conducted in 2024 reveal that these fungi enhance
+      nutrient uptake, improve soil health, and bolster plant resilience when faced
+      with environmental stressors, such as drought and soil degradation. The incorporation
+      of these beneficial fungi into sustainable agricultural practices not only promotes
+      plant health but also contributes to organic farming resiliency, highlighting
+      the importance of understanding and utilizing biological partnerships in cultivating
+      healthy crops.\\n\\n## 7. Biophilic Design\\nThe concept of biophilic design
+      continues to gain traction in architecture and urban planning throughout 2024,
+      underscoring the importance of integrating nature into built environments. This
+      approach encourages the incorporation of plants and green spaces into architectural
+      designs, enhancing air quality and promoting mental well-being. By reducing
+      reliance on artificial heating and cooling systems, biophilic design offers
+      opportunities to lower overall energy consumption. As cities recognize the benefits
+      of urban greenery, significant investments are being made to create healthier,
+      more sustainable urban ecosystems.\\n\\n## 8. Deciduous Trees and Urban Cooling\\nResearch
+      conducted this year has demonstrated that strategic planting of deciduous trees
+      in urban areas can lead to significant temperature reductions. These trees act
+      as natural air conditioners by providing shade and releasing moisture. The benefits
+      extend beyond cooling cities\u2014for instance, they contribute to lower energy
+      consumption for air conditioning, enhance local biodiversity, and improve overall
+      urban livability. Understanding the role of green infrastructure in combating
+      urban heat islands is essential for developing climate-responsive cities.\\n\\n##
+      9. Carnivorous Plant Studies\\nRecent advancements in the study of carnivorous
+      plants reveal exciting potential applications in sustainable pest control and
+      agriculture. By understanding their unique adaptations and natural predatory
+      methods, researchers envision the use of these plants as biological pest management
+      tools in crop production. In 2024, interest in harnessing the ecological roles
+      of these plants may lead to more sustainable farming practices, alleviating
+      the need for chemical pesticides and promoting healthier ecosystems.\\n\\n##
+      10. Smart Agriculture Technology\\nThe integration of Internet of Things (IoT)
+      and Artificial Intelligence (AI) into agriculture has transformed how farming
+      is conducted in 2024. Smart agriculture technologies enable farmers to monitor
+      plant health, soil conditions, and microclimates through advanced sensors and
+      data analytics. This real-time data helps optimize water usage, elevate crop
+      yields, and foster sustainable farming practices. As farmers harness these technological
+      advancements, the sector moves toward a more efficient and environmentally conscious
+      model of production.\\n\\nIn conclusion, these insights reflect ongoing research
+      and innovation in the field of plant science, laying the groundwork for more
+      sustainable and resilient agricultural practices. As the world faces critical
+      global challenges, these advancements illustrate the potential to leverage plant
+      science in creating solutions that address both environmental concerns and food
+      security.\",\n        \"refusal\": null\n      },\n      \"logprobs\": null,\n
+      \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
+      777,\n    \"completion_tokens\": 1163,\n    \"total_tokens\": 1940,\n    \"prompt_tokens_details\":
+      {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\":
+      {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
+      0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"system_fingerprint\":
+      \"fp_0705bf87c0\"\n}\n"
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8e58a67f18856225-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 20 Nov 2024 13:05:35 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '20960'
+      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:
+      - '149998934'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_1a11ba8b9c0cb1803e99cd95fa1fb890
+    http_version: HTTP/1.1
+    status_code: 200
+version: 1

tests/config/agents.yaml

@@ -0,0 +1,21 @@
+researcher:
+  role: >
+    {topic} Senior Data Researcher
+  goal: >
+    Uncover cutting-edge developments in {topic}
+  backstory: >
+    You're a seasoned researcher with a knack for uncovering the latest
+    developments in {topic}. Known for your ability to find the most relevant
+    information and present it in a clear and concise manner.
+  verbose: true
+
+reporting_analyst:
+  role: >
+    {topic} Reporting Analyst
+  goal: >
+    Create detailed reports based on {topic} data analysis and research findings
+  backstory: >
+    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.
+  verbose: true

tests/config/tasks.yaml

@@ -0,0 +1,17 @@
+research_task:
+  description: >
+    Conduct a thorough research about {topic}
+    Make sure you find any interesting and relevant information given
+    the current year is 2024.
+  expected_output: >
+    A list with 10 bullet points of the most relevant information about {topic}
+  agent: researcher
+
+reporting_task:
+  description: >
+    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.
+  expected_output: >
+    A fully fledge reports with the mains topics, each with a full section of information.
+    Formatted as markdown without '```'
+  agent: reporting_analyst

tests/crew_test.py

@@ -564,6 +564,7 @@ def test_crew_kickoff_usage_metrics():
         assert result.token_usage.prompt_tokens > 0
         assert result.token_usage.completion_tokens > 0
         assert result.token_usage.successful_requests > 0
+        assert result.token_usage.cached_prompt_tokens == 0
 
 
 def test_agents_rpm_is_never_set_if_crew_max_RPM_is_not_set():
@@ -1280,10 +1281,11 @@ def test_agent_usage_metrics_are_captured_for_hierarchical_process():
     assert result.raw == "Howdy!"
 
     assert result.token_usage == UsageMetrics(
-        total_tokens=2626,
-        prompt_tokens=2482,
-        completion_tokens=144,
-        successful_requests=5,
+        total_tokens=1673,
+        prompt_tokens=1562,
+        completion_tokens=111,
+        successful_requests=3,
+        cached_prompt_tokens=0
     )
 
 
@@ -1777,26 +1779,22 @@ def test_crew_train_success(
         ]
     )
 
-    crew_training_handler.assert_has_calls(
-        [
-            mock.call("training_data.pkl"),
-            mock.call().load(),
-            mock.call("trained_agents_data.pkl"),
-            mock.call().save_trained_data(
-                agent_id="Researcher",
-                trained_data=task_evaluator().evaluate_training_data().model_dump(),
-            ),
-            mock.call("trained_agents_data.pkl"),
-            mock.call().save_trained_data(
-                agent_id="Senior Writer",
-                trained_data=task_evaluator().evaluate_training_data().model_dump(),
-            ),
-            mock.call(),
-            mock.call().load(),
-            mock.call(),
-            mock.call().load(),
-        ]
-    )
+    crew_training_handler.assert_any_call("training_data.pkl")
+    crew_training_handler().load.assert_called()
+
+    crew_training_handler.assert_any_call("trained_agents_data.pkl")
+    crew_training_handler().load.assert_called()
+
+    crew_training_handler().save_trained_data.assert_has_calls([
+        mock.call(
+            agent_id="Researcher",
+            trained_data=task_evaluator().evaluate_training_data().model_dump(),
+        ),
+        mock.call(
+            agent_id="Senior Writer",
+            trained_data=task_evaluator().evaluate_training_data().model_dump(),
+        )
+    ])
 
 
 def test_crew_train_error():

tests/llm_test.py

@@ -0,0 +1,30 @@
+import pytest
+
+from crewai.agents.agent_builder.utilities.base_token_process import TokenProcess
+from crewai.llm import LLM
+from crewai.utilities.token_counter_callback import TokenCalcHandler
+
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_llm_callback_replacement():
+    llm = LLM(model="gpt-4o-mini")
+
+    calc_handler_1 = TokenCalcHandler(token_cost_process=TokenProcess())
+    calc_handler_2 = TokenCalcHandler(token_cost_process=TokenProcess())
+
+    llm.call(
+        messages=[{"role": "user", "content": "Hello, world!"}],
+        callbacks=[calc_handler_1],
+    )
+    usage_metrics_1 = calc_handler_1.token_cost_process.get_summary()
+
+    llm.call(
+        messages=[{"role": "user", "content": "Hello, world from another agent!"}],
+        callbacks=[calc_handler_2],
+    )
+    usage_metrics_2 = calc_handler_2.token_cost_process.get_summary()
+
+    # The first handler should not have been updated
+    assert usage_metrics_1.successful_requests == 1
+    assert usage_metrics_2.successful_requests == 1
+    assert usage_metrics_1 == calc_handler_1.token_cost_process.get_summary()

tests/memory/cassettes/test_save_and_search_with_provider.yaml

@@ -0,0 +1,270 @@
+interactions:
+- request:
+    body: ''
+    headers:
+      accept:
+      - '*/*'
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      host:
+      - api.mem0.ai
+      user-agent:
+      - python-httpx/0.27.0
+    method: GET
+    uri: https://api.mem0.ai/v1/memories/?user_id=test
+  response:
+    body:
+      string: '[]'
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8b477138bad847b9-BOM
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/json
+      Date:
+      - Sat, 17 Aug 2024 06:00:11 GMT
+      NEL:
+      - '{"success_fraction":0,"report_to":"cf-nel","max_age":604800}'
+      Report-To:
+      - '{"endpoints":[{"url":"https:\/\/a.nel.cloudflare.com\/report\/v4?s=uuyH2foMJVDpV%2FH52g1q%2FnvXKe3dBKVzvsK0mqmSNezkiszNR9OgrEJfVqmkX%2FlPFRP2sH4zrOuzGo6k%2FjzsjYJczqSWJUZHN2pPujiwnr1E9W%2BdLGKmG6%2FqPrGYAy2SBRWkkJVWsTO3OQ%3D%3D"}],"group":"cf-nel","max_age":604800}'
+      Server:
+      - cloudflare
+      allow:
+      - GET, POST, DELETE, OPTIONS
+      alt-svc:
+      - h3=":443"; ma=86400
+      cross-origin-opener-policy:
+      - same-origin
+      referrer-policy:
+      - same-origin
+      vary:
+      - Accept, origin, Cookie
+      x-content-type-options:
+      - nosniff
+      x-frame-options:
+      - DENY
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"batch": [{"properties": {"python_version": "3.12.4 (v3.12.4:8e8a4baf65,
+      Jun  6 2024, 17:33:18) [Clang 13.0.0 (clang-1300.0.29.30)]", "os": "darwin",
+      "os_version": "Darwin Kernel Version 23.4.0: Wed Feb 21 21:44:54 PST 2024; root:xnu-10063.101.15~2/RELEASE_ARM64_T6030",
+      "os_release": "23.4.0", "processor": "arm", "machine": "arm64", "function":
+      "mem0.client.main.MemoryClient", "$lib": "posthog-python", "$lib_version": "3.5.0",
+      "$geoip_disable": true}, "timestamp": "2024-08-17T06:00:11.526640+00:00", "context":
+      {}, "distinct_id": "fd411bd3-99a2-42d6-acd7-9fca8ad09580", "event": "client.init"}],
+      "historical_migration": false, "sentAt": "2024-08-17T06:00:11.701621+00:00",
+      "api_key": "phc_hgJkUVJFYtmaJqrvf6CYN67TIQ8yhXAkWzUn9AMU4yX"}'
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '740'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - posthog-python/3.5.0
+    method: POST
+    uri: https://us.i.posthog.com/batch/
+  response:
+    body:
+      string: '{"status":"Ok"}'
+    headers:
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '15'
+      Content-Type:
+      - application/json
+      Date:
+      - Sat, 17 Aug 2024 06:00:12 GMT
+      access-control-allow-credentials:
+      - 'true'
+      server:
+      - envoy
+      vary:
+      - origin, access-control-request-method, access-control-request-headers
+      x-envoy-upstream-service-time:
+      - '69'
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "user", "content": "Remember the following insights
+      from Agent run: test value with provider"}], "metadata": {"task": "test_task_provider",
+      "agent": "test_agent_provider"}, "app_id": "Researcher"}'
+    headers:
+      accept:
+      - '*/*'
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '219'
+      content-type:
+      - application/json
+      host:
+      - api.mem0.ai
+      user-agent:
+      - python-httpx/0.27.0
+    method: POST
+    uri: https://api.mem0.ai/v1/memories/
+  response:
+    body:
+      string: '{"message":"ok"}'
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8b477140282547b9-BOM
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '16'
+      Content-Type:
+      - application/json
+      Date:
+      - Sat, 17 Aug 2024 06:00:13 GMT
+      NEL:
+      - '{"success_fraction":0,"report_to":"cf-nel","max_age":604800}'
+      Report-To:
+      - '{"endpoints":[{"url":"https:\/\/a.nel.cloudflare.com\/report\/v4?s=FRjJKSk3YxVj03wA7S05H8ts35KnWfqS3wb6Rfy4kVZ4BgXfw7nJbm92wI6vEv5fWcAcHVnOlkJDggs11B01BMuB2k3a9RqlBi0dJNiMuk%2Bgm5xE%2BODMPWJctYNRwQMjNVbteUpS%2Fad8YA%3D%3D"}],"group":"cf-nel","max_age":604800}'
+      Server:
+      - cloudflare
+      allow:
+      - GET, POST, DELETE, OPTIONS
+      alt-svc:
+      - h3=":443"; ma=86400
+      cross-origin-opener-policy:
+      - same-origin
+      referrer-policy:
+      - same-origin
+      vary:
+      - Accept, origin, Cookie
+      x-content-type-options:
+      - nosniff
+      x-frame-options:
+      - DENY
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"query": "test value with provider", "limit": 3, "app_id": "Researcher"}'
+    headers:
+      accept:
+      - '*/*'
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '73'
+      content-type:
+      - application/json
+      host:
+      - api.mem0.ai
+      user-agent:
+      - python-httpx/0.27.0
+    method: POST
+    uri: https://api.mem0.ai/v1/memories/search/
+  response:
+    body:
+      string: '[]'
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8b47714d083b47b9-BOM
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '2'
+      Content-Type:
+      - application/json
+      Date:
+      - Sat, 17 Aug 2024 06:00:14 GMT
+      NEL:
+      - '{"success_fraction":0,"report_to":"cf-nel","max_age":604800}'
+      Report-To:
+      - '{"endpoints":[{"url":"https:\/\/a.nel.cloudflare.com\/report\/v4?s=2DRWL1cdKdMvnE8vx1fPUGeTITOgSGl3N5g84PS6w30GRqpfz79BtSx6REhpnOiFV8kM6KGqln0iCZ5yoHc2jBVVJXhPJhQ5t0uerD9JFnkphjISrJOU1MJjZWneT9PlNABddxvVNCmluA%3D%3D"}],"group":"cf-nel","max_age":604800}'
+      Server:
+      - cloudflare
+      allow:
+      - POST, OPTIONS
+      alt-svc:
+      - h3=":443"; ma=86400
+      cross-origin-opener-policy:
+      - same-origin
+      referrer-policy:
+      - same-origin
+      vary:
+      - Accept, origin, Cookie
+      x-content-type-options:
+      - nosniff
+      x-frame-options:
+      - DENY
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"batch": [{"properties": {"python_version": "3.12.4 (v3.12.4:8e8a4baf65,
+      Jun  6 2024, 17:33:18) [Clang 13.0.0 (clang-1300.0.29.30)]", "os": "darwin",
+      "os_version": "Darwin Kernel Version 23.4.0: Wed Feb 21 21:44:54 PST 2024; root:xnu-10063.101.15~2/RELEASE_ARM64_T6030",
+      "os_release": "23.4.0", "processor": "arm", "machine": "arm64", "function":
+      "mem0.client.main.MemoryClient", "$lib": "posthog-python", "$lib_version": "3.5.0",
+      "$geoip_disable": true}, "timestamp": "2024-08-17T06:00:13.593952+00:00", "context":
+      {}, "distinct_id": "fd411bd3-99a2-42d6-acd7-9fca8ad09580", "event": "client.add"}],
+      "historical_migration": false, "sentAt": "2024-08-17T06:00:13.858277+00:00",
+      "api_key": "phc_hgJkUVJFYtmaJqrvf6CYN67TIQ8yhXAkWzUn9AMU4yX"}'
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '739'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - posthog-python/3.5.0
+    method: POST
+    uri: https://us.i.posthog.com/batch/
+  response:
+    body:
+      string: '{"status":"Ok"}'
+    headers:
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '15'
+      Content-Type:
+      - application/json
+      Date:
+      - Sat, 17 Aug 2024 06:00:13 GMT
+      access-control-allow-credentials:
+      - 'true'
+      server:
+      - envoy
+      vary:
+      - origin, access-control-request-method, access-control-request-headers
+      x-envoy-upstream-service-time:
+      - '33'
+    status:
+      code: 200
+      message: OK
+version: 1

tests/project_test.py

@@ -1,5 +1,8 @@
+import pytest
+
 from crewai.agent import Agent
-from crewai.project import agent, task
+from crewai.crew import Crew
+from crewai.project import CrewBase, after_kickoff, agent, before_kickoff, crew, task
 from crewai.task import Task
 
 
@@ -23,6 +26,43 @@ class SimpleCrew:
         )
 
 
+@CrewBase
+class TestCrew:
+    agents_config = "config/agents.yaml"
+    tasks_config = "config/tasks.yaml"
+
+    @agent
+    def researcher(self):
+        return Agent(config=self.agents_config["researcher"])
+
+    @agent
+    def reporting_analyst(self):
+        return Agent(config=self.agents_config["reporting_analyst"])
+
+    @task
+    def research_task(self):
+        return Task(config=self.tasks_config["research_task"])
+
+    @task
+    def reporting_task(self):
+        return Task(config=self.tasks_config["reporting_task"])
+
+    @before_kickoff
+    def modify_inputs(self, inputs):
+        if inputs:
+            inputs["topic"] = "Bicycles"
+        return inputs
+
+    @after_kickoff
+    def modify_outputs(self, outputs):
+        outputs.raw = outputs.raw + " post processed"
+        return outputs
+
+    @crew
+    def crew(self):
+        return Crew(agents=self.agents, tasks=self.tasks, verbose=True)
+
+
 def test_agent_memoization():
     crew = SimpleCrew()
     first_call_result = crew.simple_agent()
@@ -43,6 +83,16 @@ def test_task_memoization():
     ), "Task memoization is not working as expected"
 
 
+def test_crew_memoization():
+    crew = TestCrew()
+    first_call_result = crew.crew()
+    second_call_result = crew.crew()
+
+    assert (
+        first_call_result is second_call_result
+    ), "Crew references should point to the same object"
+
+
 def test_task_name():
     simple_task = SimpleCrew().simple_task()
     assert (
@@ -53,3 +103,84 @@ def test_task_name():
     assert (
         custom_named_task.name == "Custom"
     ), "Custom task name is not being set as expected"
+
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_before_kickoff_modification():
+    crew = TestCrew()
+    inputs = {"topic": "LLMs"}
+    result = crew.crew().kickoff(inputs=inputs)
+    assert "bicycles" in result.raw, "Before kickoff function did not modify inputs"
+
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_after_kickoff_modification():
+    crew = TestCrew()
+    # Assuming the crew execution returns a dict
+    result = crew.crew().kickoff({"topic": "LLMs"})
+
+    assert (
+        "post processed" in result.raw
+    ), "After kickoff function did not modify outputs"
+
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_before_kickoff_with_none_input():
+    crew = TestCrew()
+    crew.crew().kickoff(None)
+    # Test should pass without raising exceptions
+
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_multiple_before_after_kickoff():
+    @CrewBase
+    class MultipleHooksCrew:
+        agents_config = "config/agents.yaml"
+        tasks_config = "config/tasks.yaml"
+
+        @agent
+        def researcher(self):
+            return Agent(config=self.agents_config["researcher"])
+
+        @agent
+        def reporting_analyst(self):
+            return Agent(config=self.agents_config["reporting_analyst"])
+
+        @task
+        def research_task(self):
+            return Task(config=self.tasks_config["research_task"])
+
+        @task
+        def reporting_task(self):
+            return Task(config=self.tasks_config["reporting_task"])
+
+        @before_kickoff
+        def first_before(self, inputs):
+            inputs["topic"] = "Bicycles"
+            return inputs
+
+        @before_kickoff
+        def second_before(self, inputs):
+            inputs["topic"] = "plants"
+            return inputs
+
+        @after_kickoff
+        def first_after(self, outputs):
+            outputs.raw = outputs.raw + " processed first"
+            return outputs
+
+        @after_kickoff
+        def second_after(self, outputs):
+            outputs.raw = outputs.raw + " processed second"
+            return outputs
+
+        @crew
+        def crew(self):
+            return Crew(agents=self.agents, tasks=self.tasks, verbose=True)
+
+    crew = MultipleHooksCrew()
+    result = crew.crew().kickoff({"topic": "LLMs"})
+
+    assert "plants" in result.raw, "First before_kickoff not executed"
+    assert "processed first" in result.raw, "First after_kickoff not executed"
+    assert "processed second" in result.raw, "Second after_kickoff not executed"

uv.lock

@@ -490,28 +490,32 @@ wheels = [
 
 [[package]]
 name = "chroma-hnswlib"
-version = "0.7.3"
+version = "0.7.6"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/c0/59/1224cbae62c7b84c84088cdf6c106b9b2b893783c000d22c442a1672bc75/chroma-hnswlib-0.7.3.tar.gz", hash = "sha256:b6137bedde49fffda6af93b0297fe00429fc61e5a072b1ed9377f909ed95a932", size = 31876 }
+sdist = { url = "https://files.pythonhosted.org/packages/73/09/10d57569e399ce9cbc5eee2134996581c957f63a9addfa6ca657daf006b8/chroma_hnswlib-0.7.6.tar.gz", hash = "sha256:4dce282543039681160259d29fcde6151cc9106c6461e0485f57cdccd83059b7", size = 32256 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/1a/36/d1069ffa520efcf93f6d81b527e3c7311e12363742fdc786cbdaea3ab02e/chroma_hnswlib-0.7.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:59d6a7c6f863c67aeb23e79a64001d537060b6995c3eca9a06e349ff7b0998ca", size = 219588 },
-    { url = "https://files.pythonhosted.org/packages/c3/e8/263d331f5ce29367f6f8854cd7fa1f54fce72ab4f92ab957525ef9165a9c/chroma_hnswlib-0.7.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d71a3f4f232f537b6152947006bd32bc1629a8686df22fd97777b70f416c127a", size = 197094 },
-    { url = "https://files.pythonhosted.org/packages/a9/72/a9b61ae00d490c26359a8e10f3974c0d38065b894e6a2573ec6a7597f8e3/chroma_hnswlib-0.7.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1c92dc1ebe062188e53970ba13f6b07e0ae32e64c9770eb7f7ffa83f149d4210", size = 2315620 },
-    { url = "https://files.pythonhosted.org/packages/2f/48/f7609a3cb15a24c5d8ec18911ce10ac94144e9a89584f0a86bf9871b024c/chroma_hnswlib-0.7.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:49da700a6656fed8753f68d44b8cc8ae46efc99fc8a22a6d970dc1697f49b403", size = 2350956 },
-    { url = "https://files.pythonhosted.org/packages/cc/3d/ca311b8f79744db3f4faad8fd9140af80d34c94829d3ed1726c98cf4a611/chroma_hnswlib-0.7.3-cp310-cp310-win_amd64.whl", hash = "sha256:108bc4c293d819b56476d8f7865803cb03afd6ca128a2a04d678fffc139af029", size = 150598 },
-    { url = "https://files.pythonhosted.org/packages/94/3f/844393b0d2ea1072b7704d6eff5c595e05ae8b831b96340cdb76b2fe995c/chroma_hnswlib-0.7.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:11e7ca93fb8192214ac2b9c0943641ac0daf8f9d4591bb7b73be808a83835667", size = 221219 },
-    { url = "https://files.pythonhosted.org/packages/11/7a/673ccb9bb2faf9cf655d9040e970c02a96645966e06837fde7d10edf242a/chroma_hnswlib-0.7.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:6f552e4d23edc06cdeb553cdc757d2fe190cdeb10d43093d6a3319f8d4bf1c6b", size = 198652 },
-    { url = "https://files.pythonhosted.org/packages/ba/f4/c81a40da5473d5d80fc9d0c5bd5b1cb64e530a6ea941c69f195fe81c488c/chroma_hnswlib-0.7.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f96f4d5699e486eb1fb95849fe35ab79ab0901265805be7e60f4eaa83ce263ec", size = 2332260 },
-    { url = "https://files.pythonhosted.org/packages/48/0e/068b658a547d6090b969014146321e28dae1411da54b76d081e51a2af22b/chroma_hnswlib-0.7.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:368e57fe9ebae05ee5844840fa588028a023d1182b0cfdb1d13f607c9ea05756", size = 2367211 },
-    { url = "https://files.pythonhosted.org/packages/d2/32/a91850c7aa8a34f61838913155103808fe90da6f1ea4302731b59e9ba6f2/chroma_hnswlib-0.7.3-cp311-cp311-win_amd64.whl", hash = "sha256:b7dca27b8896b494456db0fd705b689ac6b73af78e186eb6a42fea2de4f71c6f", size = 151574 },
+    { url = "https://files.pythonhosted.org/packages/a8/74/b9dde05ea8685d2f8c4681b517e61c7887e974f6272bb24ebc8f2105875b/chroma_hnswlib-0.7.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f35192fbbeadc8c0633f0a69c3d3e9f1a4eab3a46b65458bbcbcabdd9e895c36", size = 195821 },
+    { url = "https://files.pythonhosted.org/packages/fd/58/101bfa6bc41bc6cc55fbb5103c75462a7bf882e1704256eb4934df85b6a8/chroma_hnswlib-0.7.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6f007b608c96362b8f0c8b6b2ac94f67f83fcbabd857c378ae82007ec92f4d82", size = 183854 },
+    { url = "https://files.pythonhosted.org/packages/17/ff/95d49bb5ce134f10d6aa08d5f3bec624eaff945f0b17d8c3fce888b9a54a/chroma_hnswlib-0.7.6-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:456fd88fa0d14e6b385358515aef69fc89b3c2191706fd9aee62087b62aad09c", size = 2358774 },
+    { url = "https://files.pythonhosted.org/packages/3a/6d/27826180a54df80dbba8a4f338b022ba21c0c8af96fd08ff8510626dee8f/chroma_hnswlib-0.7.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5dfaae825499c2beaa3b75a12d7ec713b64226df72a5c4097203e3ed532680da", size = 2392739 },
+    { url = "https://files.pythonhosted.org/packages/d6/63/ee3e8b7a8f931918755faacf783093b61f32f59042769d9db615999c3de0/chroma_hnswlib-0.7.6-cp310-cp310-win_amd64.whl", hash = "sha256:2487201982241fb1581be26524145092c95902cb09fc2646ccfbc407de3328ec", size = 150955 },
+    { url = "https://files.pythonhosted.org/packages/f5/af/d15fdfed2a204c0f9467ad35084fbac894c755820b203e62f5dcba2d41f1/chroma_hnswlib-0.7.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:81181d54a2b1e4727369486a631f977ffc53c5533d26e3d366dda243fb0998ca", size = 196911 },
+    { url = "https://files.pythonhosted.org/packages/0d/19/aa6f2139f1ff7ad23a690ebf2a511b2594ab359915d7979f76f3213e46c4/chroma_hnswlib-0.7.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:4b4ab4e11f1083dd0a11ee4f0e0b183ca9f0f2ed63ededba1935b13ce2b3606f", size = 185000 },
+    { url = "https://files.pythonhosted.org/packages/79/b1/1b269c750e985ec7d40b9bbe7d66d0a890e420525187786718e7f6b07913/chroma_hnswlib-0.7.6-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:53db45cd9173d95b4b0bdccb4dbff4c54a42b51420599c32267f3abbeb795170", size = 2377289 },
+    { url = "https://files.pythonhosted.org/packages/c7/2d/d5663e134436e5933bc63516a20b5edc08b4c1b1588b9680908a5f1afd04/chroma_hnswlib-0.7.6-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5c093f07a010b499c00a15bc9376036ee4800d335360570b14f7fe92badcdcf9", size = 2411755 },
+    { url = "https://files.pythonhosted.org/packages/3e/79/1bce519cf186112d6d5ce2985392a89528c6e1e9332d680bf752694a4cdf/chroma_hnswlib-0.7.6-cp311-cp311-win_amd64.whl", hash = "sha256:0540b0ac96e47d0aa39e88ea4714358ae05d64bbe6bf33c52f316c664190a6a3", size = 151888 },
+    { url = "https://files.pythonhosted.org/packages/93/ac/782b8d72de1c57b64fdf5cb94711540db99a92768d93d973174c62d45eb8/chroma_hnswlib-0.7.6-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:e87e9b616c281bfbe748d01705817c71211613c3b063021f7ed5e47173556cb7", size = 197804 },
+    { url = "https://files.pythonhosted.org/packages/32/4e/fd9ce0764228e9a98f6ff46af05e92804090b5557035968c5b4198bc7af9/chroma_hnswlib-0.7.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ec5ca25bc7b66d2ecbf14502b5729cde25f70945d22f2aaf523c2d747ea68912", size = 185421 },
+    { url = "https://files.pythonhosted.org/packages/d9/3d/b59a8dedebd82545d873235ef2d06f95be244dfece7ee4a1a6044f080b18/chroma_hnswlib-0.7.6-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:305ae491de9d5f3c51e8bd52d84fdf2545a4a2bc7af49765cda286b7bb30b1d4", size = 2389672 },
+    { url = "https://files.pythonhosted.org/packages/74/1e/80a033ea4466338824974a34f418e7b034a7748bf906f56466f5caa434b0/chroma_hnswlib-0.7.6-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:822ede968d25a2c88823ca078a58f92c9b5c4142e38c7c8b4c48178894a0a3c5", size = 2436986 },
 ]
 
 [[package]]
 name = "chromadb"
-version = "0.4.24"
+version = "0.5.18"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "bcrypt" },
@@ -519,6 +523,7 @@ dependencies = [
     { name = "chroma-hnswlib" },
     { name = "fastapi" },
     { name = "grpcio" },
+    { name = "httpx" },
     { name = "importlib-resources" },
     { name = "kubernetes" },
     { name = "mmh3" },
@@ -531,11 +536,10 @@ dependencies = [
     { name = "orjson" },
     { name = "overrides" },
     { name = "posthog" },
-    { name = "pulsar-client" },
     { name = "pydantic" },
     { name = "pypika" },
     { name = "pyyaml" },
-    { name = "requests" },
+    { name = "rich" },
     { name = "tenacity" },
     { name = "tokenizers" },
     { name = "tqdm" },
@@ -543,9 +547,9 @@ dependencies = [
     { name = "typing-extensions" },
     { name = "uvicorn", extra = ["standard"] },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/47/6b/a5465827d8017b658d18ad1e63d2dc31109dec717c6bd068e82485186f4b/chromadb-0.4.24.tar.gz", hash = "sha256:a5c80b4e4ad9b236ed2d4899a5b9e8002b489293f2881cb2cadab5b199ee1c72", size = 13667084 }
+sdist = { url = "https://files.pythonhosted.org/packages/15/95/d1a3f14c864e37d009606b82bd837090902b5e5a8e892fcab07eeaec0438/chromadb-0.5.18.tar.gz", hash = "sha256:cfbb3e5aeeb1dd532b47d80ed9185e8a9886c09af41c8e6123edf94395d76aec", size = 33620708 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/cc/63/b7d76109331318423f9cfb89bd89c99e19f5d0b47a5105439a629224d297/chromadb-0.4.24-py3-none-any.whl", hash = "sha256:3a08e237a4ad28b5d176685bd22429a03717fe09d35022fb230d516108da01da", size = 525452 },
+    { url = "https://files.pythonhosted.org/packages/82/85/4d2f8b9202153105ad4514ae09e9fe6f3b353a45e44e0ef7eca03dd8b9dc/chromadb-0.5.18-py3-none-any.whl", hash = "sha256:9dd3827b5e04b4ff0a5ea0df28a78bac88a09f45be37fcd7fe20f879b57c43cf", size = 615499 },
 ]
 
 [[package]]
@@ -604,7 +608,7 @@ wheels = [
 
 [[package]]
 name = "crewai"
-version = "0.76.9"
+version = "0.80.0"
 source = { editable = "." }
 dependencies = [
     { name = "appdirs" },
@@ -634,6 +638,9 @@ dependencies = [
 agentops = [
     { name = "agentops" },
 ]
+mem0 = [
+    { name = "mem0ai" },
+]
 tools = [
     { name = "crewai-tools" },
 ]
@@ -663,15 +670,16 @@ requires-dist = [
     { name = "agentops", marker = "extra == 'agentops'", specifier = ">=0.3.0" },
     { name = "appdirs", specifier = ">=1.4.4" },
     { name = "auth0-python", specifier = ">=4.7.1" },
-    { name = "chromadb", specifier = ">=0.4.24" },
+    { name = "chromadb", specifier = ">=0.5.18" },
     { name = "click", specifier = ">=8.1.7" },
-    { name = "crewai-tools", specifier = ">=0.13.4" },
-    { name = "crewai-tools", marker = "extra == 'tools'", specifier = ">=0.13.4" },
+    { name = "crewai-tools", specifier = ">=0.14.0" },
+    { name = "crewai-tools", marker = "extra == 'tools'", specifier = ">=0.14.0" },
     { name = "instructor", specifier = ">=1.3.3" },
     { name = "json-repair", specifier = ">=0.25.2" },
     { name = "jsonref", specifier = ">=1.1.0" },
     { name = "langchain", specifier = ">=0.2.16" },
     { name = "litellm", specifier = ">=1.44.22" },
+    { name = "mem0ai", marker = "extra == 'mem0'", specifier = ">=0.1.29" },
     { name = "openai", specifier = ">=1.13.3" },
     { name = "opentelemetry-api", specifier = ">=1.22.0" },
     { name = "opentelemetry-exporter-otlp-proto-http", specifier = ">=1.22.0" },
@@ -688,7 +696,7 @@ requires-dist = [
 [package.metadata.requires-dev]
 dev = [
     { name = "cairosvg", specifier = ">=2.7.1" },
-    { name = "crewai-tools", specifier = ">=0.13.4" },
+    { name = "crewai-tools", specifier = ">=0.14.0" },
     { name = "mkdocs", specifier = ">=1.4.3" },
     { name = "mkdocs-material", specifier = ">=9.5.7" },
     { name = "mkdocs-material-extensions", specifier = ">=1.3.1" },
@@ -707,7 +715,7 @@ dev = [
 
 [[package]]
 name = "crewai-tools"
-version = "0.13.4"
+version = "0.14.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "beautifulsoup4" },
@@ -725,9 +733,9 @@ dependencies = [
     { name = "requests" },
     { name = "selenium" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/64/bd/eff7b633a0b28ff4ed115adde1499e3dcc683e4f0b5c378a4c6f5c0c1bf6/crewai_tools-0.13.4.tar.gz", hash = "sha256:b6ac527633b7018471d892c21ac96bc961a86b6626d996b1ed7d53cd481d4505", size = 816588 }
+sdist = { url = "https://files.pythonhosted.org/packages/9b/6d/4fa91b481b120f83bb58f365203d8aa8564e8ced1035d79f8aedb7d71e2f/crewai_tools-0.14.0.tar.gz", hash = "sha256:510f3a194bcda4fdae4314bd775521964b5f229ddbe451e5d9e0216cae57f4e3", size = 815892 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/6c/40/93cd347d854059cf5e54a81b70f896deea7ad1f03e9c024549eb323c4da5/crewai_tools-0.13.4-py3-none-any.whl", hash = "sha256:eda78fe3c4df57676259d8dd6b2610fa31f89b90909512f15893adb57fb9e825", size = 463703 },
+    { url = "https://files.pythonhosted.org/packages/c8/ed/9f4e64e1507062957b0118085332d38b621c1000874baef2d1c4069bfd97/crewai_tools-0.14.0-py3-none-any.whl", hash = "sha256:0a804a828c29869c3af3253f4fc4c3967a3f80f06dab22e9bbe9526608a31564", size = 462980 },
 ]
 
 [[package]]
@@ -889,7 +897,7 @@ wheels = [
 
 [[package]]
 name = "embedchain"
-version = "0.1.123"
+version = "0.1.125"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "alembic" },
@@ -914,9 +922,9 @@ dependencies = [
     { name = "sqlalchemy" },
     { name = "tiktoken" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/5d/6a/955b5a72fa6727db203c4d46ae0e30ac47f4f50389f663cd5ea157b0d819/embedchain-0.1.123.tar.gz", hash = "sha256:aecaf81c21de05b5cdb649b6cde95ef68ffa759c69c54f6ff2eaa667f2ad0580", size = 124797 }
+sdist = { url = "https://files.pythonhosted.org/packages/6c/ea/eedb6016719f94fe4bd4c5aa44cc5463d85494bbd0864cc465e4317d4987/embedchain-0.1.125.tar.gz", hash = "sha256:15a6d368b48ba33feb93b237caa54f6e9078537c02a49c1373e59cc32627a138", size = 125176 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a7/51/0c78d26da4afbe68370306669556b274f1021cac02f3155d8da2be407763/embedchain-0.1.123-py3-none-any.whl", hash = "sha256:1210e993b6364d7c702b6bd44b053fc244dd77f2a65ea4b90b62709114ea6c25", size = 210909 },
+    { url = "https://files.pythonhosted.org/packages/52/82/3d0355c22bc68cfbb8fbcf670da4c01b31bd7eb516974a08cf7533e89887/embedchain-0.1.125-py3-none-any.whl", hash = "sha256:f87b49732dc192c6b61221830f29e59cf2aff26d8f5d69df81f6f6cf482715c2", size = 211367 },
 ]
 
 [[package]]
@@ -2160,7 +2168,7 @@ wheels = [
 
 [[package]]
 name = "mem0ai"
-version = "0.1.22"
+version = "0.1.29"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "openai" },
@@ -2170,9 +2178,9 @@ dependencies = [
     { name = "qdrant-client" },
     { name = "sqlalchemy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/7f/b4/64c6f7d9684bd1f9b46d251abfc7d5b2cc8371d70f1f9eec097f9872c719/mem0ai-0.1.22.tar.gz", hash = "sha256:d01aa028763719bd0ede2de4602121a7c3bf023f46112cd50cc9169140e11be2", size = 53117 }
+sdist = { url = "https://files.pythonhosted.org/packages/a9/bf/152718f9da3844dd24d4c45850b2e719798b5ce9389adf4ec873ee8905ca/mem0ai-0.1.29.tar.gz", hash = "sha256:42adefb7a9b241be03fbcabadf5328abf91b4ac390bc97e5966e55e3cac192c5", size = 55201 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/2b/27/3ef75abb28bf8b46c2cc34730f6be733ef2584652474216215019ee036a2/mem0ai-0.1.22-py3-none-any.whl", hash = "sha256:c783e15131c16a0d91e44e30195c1eeae9c36468de40006d5e42cf4516059855", size = 75695 },
+    { url = "https://files.pythonhosted.org/packages/65/9b/755be84f669415b3b513cfd935e768c4c84ac5c1ab6ff6ac2dab990a261a/mem0ai-0.1.29-py3-none-any.whl", hash = "sha256:07bbfd4238d0d7da65d5e4cf75a217eeb5b2829834e399074b05bb046730a57f", size = 79558 },
 ]
 
 [[package]]
@@ -3202,34 +3210,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/22/a6/858897256d0deac81a172289110f31629fc4cee19b6f01283303e18c8db3/ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35", size = 13993 },
 ]
 
-[[package]]
-name = "pulsar-client"
-version = "3.5.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "certifi" },
-]
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/e0/aa/eb3b04be87b961324e49748f3a715a12127d45d76258150bfa61b2a002d8/pulsar_client-3.5.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:c18552edb2f785de85280fe624bc507467152bff810fc81d7660fa2dfa861f38", size = 10953552 },
-    { url = "https://files.pythonhosted.org/packages/cc/20/d59bf89ccdda45edd89f5b54bd1e93605ebe5ad3cb73f4f4f5e8eca8f9e6/pulsar_client-3.5.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:18d438e456c146f01be41ef146f649dedc8f7bc714d9eaef94cff2e34099812b", size = 5190714 },
-    { url = "https://files.pythonhosted.org/packages/1a/02/ca7e96b97d564d0375b8e3de65f95ac86c8502c40f6ff750e9d145709d9a/pulsar_client-3.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:18a26a0719841103c7a89eb1492c4a8fedf89adaa386375baecbb4fa2707e88f", size = 5429820 },
-    { url = "https://files.pythonhosted.org/packages/47/f3/682670cdc951b830cd3d8d1287521997327254e59508772664aaa656e246/pulsar_client-3.5.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:ab0e1605dc5f44a126163fd06cd0a768494ad05123f6e0de89a2c71d6e2d2319", size = 5710427 },
-    { url = "https://files.pythonhosted.org/packages/bc/00/119cd039286dfc1c91a5580963e9ba79204cd4717b16b7a6fdc57d1c1673/pulsar_client-3.5.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:cdef720891b97656fdce3bf5913ea7729b2156b84ba64314f432c1e72c6117fa", size = 5916490 },
-    { url = "https://files.pythonhosted.org/packages/0a/cc/d606b483dbb263cbaf7fc7c3d2ec4032628cf3324266cf9a4ccdb2a73076/pulsar_client-3.5.0-cp310-cp310-win_amd64.whl", hash = "sha256:a42544e38773191fe550644a90e8050579476bb2dcf17ac69a4aed62a6cb70e7", size = 3305387 },
-    { url = "https://files.pythonhosted.org/packages/0d/2e/aec6886a6d67f09230476182399b7fad694fbcbbaf004ce914725d4eddd9/pulsar_client-3.5.0-cp311-cp311-macosx_10_15_universal2.whl", hash = "sha256:fd94432ea5d398ea78f8f2e09a217ec5058d26330c137a22690478c031e116da", size = 10954116 },
-    { url = "https://files.pythonhosted.org/packages/43/06/b98df9300f60e5fad3396f843dd633c31176a495a2d60ba111c99511658a/pulsar_client-3.5.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d6252ae462e07ece4071213fdd9c76eab82ca522a749f2dc678037d4cbacd40b", size = 5189618 },
-    { url = "https://files.pythonhosted.org/packages/72/05/c9aef7da7802a03c0b65ffe8f00a24289ff992f99ed5d5d1fd0ed63d9cf6/pulsar_client-3.5.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:03b4d440b2d74323784328b082872ee2f206c440b5d224d7941eb3c083ec06c6", size = 5429329 },
-    { url = "https://files.pythonhosted.org/packages/06/96/9acfe6f1d827cdd53b8460b04c63b4081333ef64a49a2f425419f1eb6b6b/pulsar_client-3.5.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:f60af840b8d64a2fac5a0c1ce6ae0ddffec5f42267c6ded2c5e74bad8345f2a1", size = 5710106 },
-    { url = "https://files.pythonhosted.org/packages/e1/7b/877a06eff5c9ac828cdb75e378ee29b0adac9328da9ee173eaf7076d8c56/pulsar_client-3.5.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:2277a447c3b7f6571cb1eb9fc5c25da3fdd43d0b2fb91cf52054adfadc7d6842", size = 5916541 },
-    { url = "https://files.pythonhosted.org/packages/fb/62/ed1da1ef72c95ba6a830e43995550ed0a1d26c223fb4b036ac6cd028c2ed/pulsar_client-3.5.0-cp311-cp311-win_amd64.whl", hash = "sha256:f20f3e9dd50db2a37059abccad42078b7a4754b8bc1d3ae6502e71c1ad2209f0", size = 3305485 },
-    { url = "https://files.pythonhosted.org/packages/81/19/4b145766df706aa5e09f60bbf5f87b934e6ac950fddd18f4acd520c465b9/pulsar_client-3.5.0-cp312-cp312-macosx_10_15_universal2.whl", hash = "sha256:d61f663d85308e12f44033ba95af88730f581a7e8da44f7a5c080a3aaea4878d", size = 10967548 },
-    { url = "https://files.pythonhosted.org/packages/bf/bd/9bc05ee861b46884554a4c61f96edb9602de131dd07982c27920e554ab5b/pulsar_client-3.5.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2a1ba0be25b6f747bcb28102b7d906ec1de48dc9f1a2d9eacdcc6f44ab2c9e17", size = 5189598 },
-    { url = "https://files.pythonhosted.org/packages/76/00/379bedfa6f1c810553996a4cb0984fa2e2c89afc5953df0936e1c9636003/pulsar_client-3.5.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a181e3e60ac39df72ccb3c415d7aeac61ad0286497a6e02739a560d5af28393a", size = 5430145 },
-    { url = "https://files.pythonhosted.org/packages/88/c8/8a37d75aa9132a69a28061c9e5f4b516328a1968b58bbae018f431c6d3d4/pulsar_client-3.5.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:3c72895ff7f51347e4f78b0375b2213fa70dd4790bbb78177b4002846f1fd290", size = 5708960 },
-    { url = "https://files.pythonhosted.org/packages/6e/9a/abd98661e3f7ae3a8e1d3fb0fc7eba1a30005391ebd575ab06a66021256c/pulsar_client-3.5.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:547dba1b185a17eba915e51d0a3aca27c80747b6187e5cd7a71a3ca33921decc", size = 5915227 },
-    { url = "https://files.pythonhosted.org/packages/a2/51/db376181d05716de595515fac736e3d06e96d3345ba0e31c0a90c352eae1/pulsar_client-3.5.0-cp312-cp312-win_amd64.whl", hash = "sha256:443b786eed96bc86d2297a6a42e79f39d1abf217ec603e0bd303f3488c0234af", size = 3306515 },
-]
-
 [[package]]
 name = "pure-eval"
 version = "0.2.3"