feat: support to define a task guardrail using YAML config

docs/concepts/tasks.mdx

@@ -791,6 +791,29 @@ task = Task(
 )
 ```
 
+##### Using YAML
+
+```yaml
+research_task:
+  ...
+  guardrail: make sure each bullet contains a minimum of 100 words
+  ...
+```
+
+```python Code
+@CrewBase
+class InternalCrew:
+    agents_config = "config/agents.yaml"
+    tasks_config = "config/tasks.yaml"
+
+    ...
+    @task
+    def research_task(self):
+        return Task(config=self.tasks_config["research_task"])  # type: ignore[index]
+    ...
+```
+
+
 #### Use custom models for code generation
 
 ```python Code

src/crewai/project/crew_base.py

@@ -248,6 +248,9 @@ def CrewBase(cls: T) -> T:
                     callback_functions[callback]() for callback in callbacks
                 ]
 
+            if guardrail := task_info.get("guardrail"):
+                self.tasks_config[task_name]["guardrail"] = guardrail
+
     # Include base class (qual)name in the wrapper class (qual)name.
     WrappedClass.__name__ = CrewBase.__name__ + "(" + cls.__name__ + ")"
     WrappedClass.__qualname__ = CrewBase.__qualname__ + "(" + cls.__name__ + ")"

tests/cassettes/test_after_kickoff_modification.yaml

@@ -484,4 +484,567 @@ interactions:
       - req_32b801874a2fed46b91251052364ec47
     http_version: HTTP/1.1
     status_code: 200
+- request:
+    body: !!binary |
+      CvIRCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSyREKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKvDQoQ4gC2lbRpGeu8gf2D60BS3hIIhU9d+sJ7dCcqDENyZXcgQ3JlYXRlZDABOQik
+      3WUFljkYQbA66mUFljkYShsKDmNyZXdhaV92ZXJzaW9uEgkKBzAuMTE0LjBKGgoOcHl0aG9uX3Zl
+      cnNpb24SCAoGMy4xMi45Si4KCGNyZXdfa2V5EiIKIDZiYTkxMmY5MTI5ZDY4NDlhMGFjNDljZmJk
+      MzIxZGFkSjEKB2NyZXdfaWQSJgokMDBkNDhiZTItZDhlZS00MzUxLWJlZjQtZmE0YTI0NDA5Njgz
+      ShwKDGNyZXdfcHJvY2VzcxIMCgpzZXF1ZW50aWFsShEKC2NyZXdfbWVtb3J5EgIQAEoaChRjcmV3
+      X251bWJlcl9vZl90YXNrcxICGAJKGwoVY3Jld19udW1iZXJfb2ZfYWdlbnRzEgIYAko6ChBjcmV3
+      X2ZpbmdlcnByaW50EiYKJGY1OTAxZDRjLTI3NmYtNGUzMy1hNzM4LTg5Y2E5Zjg2ZDMwMUo7Chtj
+      cmV3X2ZpbmdlcnByaW50X2NyZWF0ZWRfYXQSHAoaMjAyNS0wNC0yNVQxMToyODowMC41MDg3NjZK
+      zwUKC2NyZXdfYWdlbnRzEr8FCrwFW3sia2V5IjogIjczYzM0OWM5M2MxNjNiNWQ0ZGY5OGE2NGZh
+      YzFjNDMwIiwgImlkIjogImFjMGJjYmU0LTM0MDktNGVlZi04NWFhLTUzYmYyNzlkMjIxNiIsICJy
+      b2xlIjogInt0b3BpY30gU2VuaW9yIERhdGEgUmVzZWFyY2hlclxuIiwgInZlcmJvc2U/IjogdHJ1
+      ZSwgIm1heF9pdGVyIjogMjUsICJtYXhfcnBtIjogbnVsbCwgImZ1bmN0aW9uX2NhbGxpbmdfbGxt
+      IjogIm9wZW5haS9tb2RlbF9uYW1lIiwgImxsbSI6ICJncHQtNG8tbWluaSIsICJkZWxlZ2F0aW9u
+      X2VuYWJsZWQ/IjogZmFsc2UsICJhbGxvd19jb2RlX2V4ZWN1dGlvbj8iOiBmYWxzZSwgIm1heF9y
+      ZXRyeV9saW1pdCI6IDIsICJ0b29sc19uYW1lcyI6IFtdfSwgeyJrZXkiOiAiMTA0ZmUwNjU5ZTEw
+      YjQyNmNmODhmMDI0ZmI1NzE1NTMiLCAiaWQiOiAiMjhmODcxNzYtOTgwZC00ZGM1LTgyZDQtNGMw
+      NGI0NmVlMjVmIiwgInJvbGUiOiAie3RvcGljfSBSZXBvcnRpbmcgQW5hbHlzdFxuIiwgInZlcmJv
+      c2U/IjogdHJ1ZSwgIm1heF9pdGVyIjogMjUsICJtYXhfcnBtIjogbnVsbCwgImZ1bmN0aW9uX2Nh
+      bGxpbmdfbGxtIjogIm9ubGluZV9sbG0iLCAibGxtIjogImdwdC00by1taW5pIiwgImRlbGVnYXRp
+      b25fZW5hYmxlZD8iOiBmYWxzZSwgImFsbG93X2NvZGVfZXhlY3V0aW9uPyI6IGZhbHNlLCAibWF4
+      X3JldHJ5X2xpbWl0IjogMiwgInRvb2xzX25hbWVzIjogW119XUqTBAoKY3Jld190YXNrcxKEBAqB
+      BFt7ImtleSI6ICIwMDE3OTdlM2Y2MmQzM2NkMWQ2MzVlYjZmZGQ1YjQ1MyIsICJpZCI6ICI1NjNh
+      N2RmNi04OGZjLTRhMjctOGY0YS1lOGZjZTA0NjhlMmEiLCAiYXN5bmNfZXhlY3V0aW9uPyI6IGZh
+      bHNlLCAiaHVtYW5faW5wdXQ/IjogZmFsc2UsICJhZ2VudF9yb2xlIjogInt0b3BpY30gU2VuaW9y
+      IERhdGEgUmVzZWFyY2hlclxuIiwgImFnZW50X2tleSI6ICI3M2MzNDljOTNjMTYzYjVkNGRmOThh
+      NjRmYWMxYzQzMCIsICJ0b29sc19uYW1lcyI6IFtdfSwgeyJrZXkiOiAiYjE3YjE4OGRiZjE0Zjkz
+      YTk4ZTViOTVhYWQzNjc1NzciLCAiaWQiOiAiM2M1MWNmMzUtMTc3Zi00ZjI3LTkxZTctNzkyZWEz
+      NjUzN2UwIiwgImFzeW5jX2V4ZWN1dGlvbj8iOiBmYWxzZSwgImh1bWFuX2lucHV0PyI6IGZhbHNl
+      LCAiYWdlbnRfcm9sZSI6ICJ7dG9waWN9IFJlcG9ydGluZyBBbmFseXN0XG4iLCAiYWdlbnRfa2V5
+      IjogIjEwNGZlMDY1OWUxMGI0MjZjZjg4ZjAyNGZiNTcxNTUzIiwgInRvb2xzX25hbWVzIjogW119
+      XXoCGAGFAQABAAASgAQKEIxpGaiFj1NhpV1WOiWbqYUSCCunkjxbZTLpKgxUYXNrIENyZWF0ZWQw
+      ATkI0v9lBZY5GEEYdgBmBZY5GEouCghjcmV3X2tleRIiCiA2YmE5MTJmOTEyOWQ2ODQ5YTBhYzQ5
+      Y2ZiZDMyMWRhZEoxCgdjcmV3X2lkEiYKJDAwZDQ4YmUyLWQ4ZWUtNDM1MS1iZWY0LWZhNGEyNDQw
+      OTY4M0ouCgh0YXNrX2tleRIiCiAwMDE3OTdlM2Y2MmQzM2NkMWQ2MzVlYjZmZGQ1YjQ1M0oxCgd0
+      YXNrX2lkEiYKJDU2M2E3ZGY2LTg4ZmMtNGEyNy04ZjRhLWU4ZmNlMDQ2OGUyYUo6ChBjcmV3X2Zp
+      bmdlcnByaW50EiYKJGY1OTAxZDRjLTI3NmYtNGUzMy1hNzM4LTg5Y2E5Zjg2ZDMwMUo6ChB0YXNr
+      X2ZpbmdlcnByaW50EiYKJDk3ZTk4YmUxLTNmODMtNDgzYi1iYzRhLWI5YWJhMDYxMjY2OEo7Cht0
+      YXNrX2ZpbmdlcnByaW50X2NyZWF0ZWRfYXQSHAoaMjAyNS0wNC0yNVQxMToyODowMC41MDg2MTlK
+      OwoRYWdlbnRfZmluZ2VycHJpbnQSJgokMGQ2YjQ4ZmItOTIzMC00ODJkLThhZmUtODk4MjZiMmVi
+      NjI5egIYAYUBAAEAAA==
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate, zstd
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '2293'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.31.1
+    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:
+      - Fri, 25 Apr 2025 14:28:03 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 respond using the exact following format:\n\nThought:
+      I now can give a great answer\nFinal Answer: Your final answer must be the great
+      and the most complete as possible, it must be outcome described.\n\nI MUST use
+      these formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent
+      Task: Conduct a thorough research about Bicycles Make sure you find any interesting
+      and relevant information given the current year is 2025.\n\n\nThis is the expected
+      criteria for your final answer: A list with 10 bullet points of the most relevant
+      information about Bicycles\n\nyou MUST return the actual complete content as
+      the final answer, not a summary.\n\nBegin! This is VERY important to you, use
+      the tools available and give your best Final Answer, your job depends on it!\n\nThought:"}],
+      "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '1255'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.68.2
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.68.2
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA4xX244cNw59n68g+ilrdBs9F2cub7aTcQa5Gp5sHtbBQC2xqrgjkRVdut0ODOxv
+        7O/lSwJK1ZdxssC+GJ6iRPGQPIfs308AZuRmNzCzg8k2jH7x6u3X3y634/j21Tff0T8v3kncvL2/
+        4DffDD/epdlcb8jq32jz7tZzK2H0mEm4mW1Ek1G9nl5evHhxfXp2tayGIA69XuvHvLiQRSCmxdny
+        7GKxvFycXk23ByGLaXYD/zoBAPi9/qtxssMPsxuovuqXgCmZHmc3+0MAsyhev8xMSpSy4TybH4xW
+        OCPX0O+AZQPWMPS0RjDQa9hgOG0wArznW2Lj4WX9+wbe83s+fQ7Pnn29eEWPCPdoBxYv/RZeurVh
+        iwE5p2fPbuB+QNCHiAs6wLX4oskB6QA92hzJwors1npM8AUuVvSI6R8wmAQeHWSBPCA4XKOXUb3q
+        zSARAbuOLOkXT3mgEhbqd2VyxkiY5oBsVp64By/cY4RouMcEZVSvp8slBNJHhcFAIu49gh1M7BE2
+        A3l9VIunlvZd/5MpYIJEPVNH1nD22+eajTPNxrtgYoZXExpFf8cZ+2h2iO/kHvIhV8QH6Ap4hVYC
+        QjDEKUc0YQ7SdRj14Q5NLlHfLnYAk+DNT+8gR2Mfifs5dJQZU4IgTFli/WbYaeoZbaY15S1sKA8Q
+        ZKXgzDgm6CTCiDEJG08f0YEGo6/hh1GTyBZThXde4ZWUDWlSEb43mmXj9zWegACxKynHbQWUEGty
+        B+oyZNmY6BKglUWnzp3fQtj5mbfolD6GScuUydNHDSYdvTtGY7NSYg7E1henByLWtx0YXwJxCRX6
+        isRp8l29qI4lUcbU0v6oeebSGZuLpqvCvFCYP8eVYbjjLpqUY1E7wpsomzwo2NeUNTwTFesaU9YI
+        BjRr8rWiuxTSEwdziJiKz82isWtroQOHjqwqRIvJG1bn3P5cpMHU6ic7YFDQwTzWfpweMY0Ka6oY
+        ZayNplUtFUSOhtMoMdcOrBBfKMSfjmt+S/lAYGp9O7HYaV8dOvZpWc6/gmQNc42DHRg2fpsoQZIu
+        bzQ/g1kjYMDYNybbkrIE+njoFkcBOZFwAmOtxFrOifORHMY//vPfBCtxWwioWlFpPRi2NQsSOom5
+        vr5TA9v4+KXC3KN4ZzrMW7idOKQIf8DNgXyVdvhboXFE1xqRmGVtsqpharcD2sEwpfCk90zJEkxW
+        FYutNmmbMrZDjfzowFM/5LSjpPekmMFhVm4KQ0JOEhPkQVXXY8wNflLVGEVlmowHpwoWGyUvFeFr
+        E1fCcEsrjHAbTcA9IYlzFFfsTntqCBhrCLVpXImNGc1HV33s+XiswEdyBxTGKOum73smjRg7iUGT
+        PYfRxEy2eBMnQkgYMVNN5b5vaxCFldfqYkfAqwpqOvTSrcUau62nv8Oekq99rAh/0RrpmJJN9af9
+        VgVQuoNekKe8Vc7wFnpZY+QWduNuS4/eHqMsdpH5wzvaalZKNFX5K9CiIxbyEKX02iNWC7NWYqay
+        SuTq3NFwpzQ5GMvKkz0K0JowGuq5VfFaAX8vTtMFX6FmGl4LWxzb+JyGyZFWaVMoAPww+ir0EKbr
+        rl7fN5GXDZSkx59QT8VhVFmcNJE1JfP9WOlqE1UMmwFxJ8xSciUlo4qCaBuBYo/ot8CVS49a+yhB
+        8n7m1qmjrppC76p8ulTUv6BpDajiczwpdx0cKaHWc7M7eDQ6tTuJO1+wEnzyPteYY10XdEaA15ql
+        OpUH9AFz+ozlVkIorAJcWdiY2+S3kM8L4om6LeV75Zkk4S8TVjNTY0m51fd+wPRkfUmQBtlYkxAG
+        OZIg9c+SQdhvm24ro6ZxcQR8VbS2SWD0ZttGgI3FqjrosldPD/jZyK18Px6jTweDausgLj0/3g4j
+        diUZ3VC5eH9kMMzS7tW99NfJ8mm/iXrpxyir9NnVWUdMaXjQwSesW2fKMs6q9dMJwK914y1PltiZ
+        NtSYH7I8Yn3u7Pyq+ZsdFu2D9eL8erJmycYfDF9eXs7/xuGDw2zIp6OleWaNHdAdrh42bFMcyZHh
+        5Aj2X8P5O98NOnH//7g/GKzKAbqHMeqy8BTy4VhE/SHyv47t01wDniWMSpGHTBi1FA47U3z7eTBr
+        PHjoSKfNGKn9RujGh+X59dnV2dnyejk7+XTyJwAAAP//AwAY0C2zMQ0AAA==
+    headers:
+      CF-RAY:
+      - 935e863f7ffba672-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Fri, 25 Apr 2025 14:28:07 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '6671'
+      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:
+      - '149999721'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_8844d6bb618a94212bae90c865f4d309
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are a expert Python developerYou
+      **must strictly** follow the task description, use the provided raw output as
+      the input in your code. Your code must:\n- Return results with: print((True,
+      data)) on success, or print((False, ''very detailed error message'')) on failure.
+      Make sure the final output is being assined to ''result'' variable.\n- Use the
+      literal string of the task output (already included in your input) if needed.\n-
+      Generate the code **following strictly** the task description.\n- Be valid Python
+      3 \u2014 executable as-is.\n- DO NOT wrap the output in markdown or use triple
+      backticks. Return only raw Python code.- DO NOT use `exec`, `eval`, `compile`,
+      `open`, `os`, `subprocess`, `socket`, `shutil`, or any other system-level modules.\n-
+      Your code must not perform any file I/O, shell access, or dynamic code execution.\nAdditional
+      instructions (do not override the previous instructions):\n"}, {"role": "user",
+      "content": "Based on the task description below, generate Python 3 code that
+      validates the task output. \nTask description:\nmake sure each bullet contains
+      a minimum of 100 words\nHere is the raw output from the task: \n''1. **E-Bike
+      Technology Advancements**: The continued evolution of electric bicycles (e-bikes)
+      has led to the development of more efficient lithium-ion batteries, enabling
+      longer ranges up to 100 miles on a single charge while decreasing charging times
+      significantly.\n\n2. **Smart Bicycles**: Integration of IoT technology in bicycles
+      has become mainstream, offering features such as GPS tracking, fitness monitoring,
+      and connectivity with mobile apps for personalized cycling experiences.\n\n3.
+      **Sustainable Materials**: The bicycle industry has seen a shift towards eco-friendly
+      materials, with companies utilizing sustainable practices, including recycled
+      aluminum and biodegradable composites in bike manufacturing.\n\n4. **Urban Infrastructure
+      Growth**: Cities are investing heavily in cycling infrastructure, resulting
+      in increased dedicated bike lanes and bike-sharing schemes, making cycling a
+      more viable option for urban transportation.\n\n5. **Personalized Fit Technologies**:
+      Advanced fit technologies utilizing 3D scanning and analysis software have emerged
+      to customize bicycle dimensions according to the rider\u2019s body metrics,
+      enhancing comfort and efficiency.\n\n6. **Advanced Safety Features**: New bicycles
+      come equipped with innovative safety mechanisms, including automatic braking
+      systems, integrated lights, and collision detection sensors that alert riders
+      of potential dangers.\n\n7. **Carbon Fiber Frames**: The introduction of lighter
+      and more durable carbon fiber materials has led to significant improvements
+      in bike performance, particularly in competitive cycling and mountain biking.\n\n8.
+      **Cycling Advocacy and Legislation**: With a growing awareness of sustainability,
+      many governments are introducing pro-cycling legislation, encouraging bike usage
+      through incentives, subsidies, and improved public awareness campaigns.\n\n9.
+      **Modular Design Concepts**: Bicycle manufacturers are exploring modular designs
+      that allow users to customize or upgrade components, such as frames and wheels,
+      without the need for an entirely new bike, promoting longevity and recycling.\n\n10.
+      **Wearable Tech Integration**: The rise of wearable technology has influenced
+      cycling, where devices like smart helmets equipped with communication systems
+      and built-in lights are enhancing safety and connectivity for cyclists.\n\nThese
+      developments showcase how bicycles are not only transforming in technology but
+      also playing a crucial role in the shift towards more sustainable transportation
+      methods.'' \nUse this exact string literal inside your generated code (do not
+      reference variables like task_output.raw).Now generate Python code that follows
+      the instructions above."}], "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '3943'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.68.2
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.68.2
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFfdbly5Db73UxBzYzuYCexsHCdGc7HJJotgkzaLpJsW9cLgSDxzWOuI
+        JxI1k0kQoK/R1+uTFJTmz9kUqC8M+0ii+JH8PlJfjgAm7CdXMHE9qhvGMHv264tfLi9/S9H97Q2e
+        v/7t46Pl67cffv3769uPf+HJ1E7I/J/kdHvqvpNhDKQssS27RKhkVs8vH15cPDl/8PiyLgziKdix
+        xaizhzIbOPLswdmDh7Ozy9n5483pXthRnlzBP44AAL7U3+Zn9PRpcgVn0+2XgXLGBU2udpsAJkmC
+        fZlgzpwVo06m+0UnUSlW1z0qwlM4Pj4+vw/37r2YPeNbgvfk+ihBFmv40S8xOhooar537wre9wR2
+        nmMhD7SUUAwzSAcUyGliB3N2axcowwnN5nxL+RR6zBDIgwpoT+BpSUFGs2onB0kE1HXs2L4E1p7L
+        MDO7c1SlxJSnQBHngeMCgsQFJUgYF5ShjGb1/OwMBrZLJQJC5rgIBK7HtCBY9RzsUsuJrbTv9ofy
+        QBkyLyJ37DBqWN+/jtfxgUXj3YBJ4dkGjaF/FZUWCbeIX8l70H2sOO6hG+A5ORkIBuSYNREOU5Cu
+        o2QXd4Rakt1dXA+Y4ee370ATuluOiyl0rJFyhkEiq6T6DaO30EdyykvWNaxYexhkbuBwHDN0kmCk
+        lCVi4M/kwZyx2+jTaEGMjnKF90OFV7IiW1AJ3qBFGcMuxxsgwNGXrGldAWWiGtyeOwWVFSafgZzM
+        OjPuwxqGrZ1p885YgZEtTcqBP5sz+eDeMaFTq/QpcHSheNuQqN7tAUMZOJahQp+zeAu+rwfNsGRW
+        yi3stxbnWDp0WixcFeZDg/nXNMcIr2KXMGsqtk7wc5KV9gb2Oau5h8mwLimredATLjnUjG5DyHcM
+        TCFRLkHbivlupUUePHl2RvzmU8BoxmP7d5Z7rNnPrqfBQA94W+txcwk2Kiy5YpSxFppltVQQmjDm
+        UZLWCqwQLwzi28Ocv2TdE5hb3W5Y7K2u9hV7Ny0//ATZYYzVj+gBI4Z15gxZOl1ZfHpcEtBAadGY
+        7EpWGfjzvlo8DxQzS8yAzkmq6dxwPrGn9J9//TvDXPwaBjKtqLTuMboaBRk6SVpv36qBa3x8ZDB3
+        KN5hR7qGlxsOGcI/02pPvko7+lh4HMm3QuQYZYnKS4LcTg/keoychzu1h0VlQDUVSy03eZ2V2qZG
+        fvIQeNFr3lIyBDbM4EmNmxIhU8ySMmiPChgoaYOfTTVGMfVlDOBNwVKj5KUhfI5pLhFe8pwSvEw4
+        0I6QHDWJL26rPdUFStWFWjS+pMaMZqOrNnZ8PFTgA7kDHsYky6bvOyaNlDpJgwV7CiMmZVcCpg0h
+        ZBhJuYZyV7fViRKN12ZiS8DHFdRm049+KQ7duu5+TQvOodaxIfxgOUJYJFlVe1ZvVQCl2+sFB9a1
+        cSauYSFLSrG53bjbwmOnxySzrWdhf4+VmpOSsCp/BVqsc4L2ScrCasRZYpZGzFzmmX3tO+buJkwe
+        xjIP7A4cdDiMyIvYsvjEAL8Rb+GCn8giDc8lOhpb+9w0kwOtsqIwAPRpDFXoYdgc9/X4roiCrKBk
+        236HeiYOo8niRhOjhWS6aytdLaKKYdUTbYVZilZSRjJRECsjMOyJwhpi5dKt5T7JILrrubXrmKmm
+        0Nssn58Z6g+ErQBNfA475baCE2eyfK62Gw9ap1Unxy4UqgTfWJ+az6mOC9YjIFjOcu3KPYWBNH/D
+        cifDUKIJcGVhY26T38JBZxw31G0h3ynPRhL+0GEtMtWXrC2/73vKd8aXDLmXlcNM0MuBBJn9KAoS
+        w7rptjFq0y4OgM+L5TYLjAHXrQW4VJypg81wdXdP37TcyvfDNnq3MZi29uLz/ePjY3PaUwdLDOxR
+        6UaKjkVPbPA7vbqONhDOSwikN6Ow4XkKtnY/j4H15Pj6Ol5fx+PTtrMOGLatSsXhsY0p++EOAsWT
+        +n1j5vQU/mQj2sEu+0mkJUU4eYkh0xS64xcpSWrV0olVfGVqvWdzrxfKNbA2hJraoEIgzFonwJUk
+        n6+ur+OXuvvr1u/tRe9ToWnFd2qBaT0cnn4/OtdxTBz1pO06PZygE3Ulo03xsYRwsIAxSktCnd1/
+        36x83U3rQRZjknn+5uik48i5v7EpQqJN5lllnNTVr0cAv9dXQbkz6E+MnaPeqNxSve7y/GGzN9k/
+        RvarF2cXm1UVxbBfOH9w/mT6HYs3nhQ55IOXxcSh68nvz+6fIVg8y8HC0QHuP/rzPdsNO8fF/2N+
+        v+BMXMnfjMlGr7uY99sS2Wvtf23bxbk6PMmUTHBulCnVVxJ1WEJ7Q02aqtx0bL27Voht6cYbP0eH
+        j858dzY5+nr0XwAAAP//AwCum0MKVg4AAA==
+    headers:
+      CF-RAY:
+      - 935e866ae98ba672-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Fri, 25 Apr 2025 14:28:16 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '9057'
+      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:
+      - '149999053'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_2c136a7f1679a99dc073a45b6a7861c1
+    status:
+      code: 200
+      message: OK
+- request:
+    body: !!binary |
+      CsAECiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSlwQKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKABAoQLIllNcyZPNBSvvVCZ+AZMxIIdQB2rAVBoOAqDFRhc2sgQ3JlYXRlZDABOdjz
+      /DEJljkYQXh6/jEJljkYSi4KCGNyZXdfa2V5EiIKIDZiYTkxMmY5MTI5ZDY4NDlhMGFjNDljZmJk
+      MzIxZGFkSjEKB2NyZXdfaWQSJgokMDBkNDhiZTItZDhlZS00MzUxLWJlZjQtZmE0YTI0NDA5Njgz
+      Si4KCHRhc2tfa2V5EiIKIGIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3SjEKB3Rhc2tf
+      aWQSJgokM2M1MWNmMzUtMTc3Zi00ZjI3LTkxZTctNzkyZWEzNjUzN2UwSjoKEGNyZXdfZmluZ2Vy
+      cHJpbnQSJgokZjU5MDFkNGMtMjc2Zi00ZTMzLWE3MzgtODljYTlmODZkMzAxSjoKEHRhc2tfZmlu
+      Z2VycHJpbnQSJgokZWVhZjMxZTEtNTE2MS00ZDM1LWI2MmQtNWI0OWY1OTIzMWI2SjsKG3Rhc2tf
+      ZmluZ2VycHJpbnRfY3JlYXRlZF9hdBIcChoyMDI1LTA0LTI1VDExOjI4OjAwLjUwODY5NUo7ChFh
+      Z2VudF9maW5nZXJwcmludBImCiQ1MzhjMzMwNi00OTUyLTRlMzMtYmY0Ni03NmJhM2Q0N2U1NTB6
+      AhgBhQEAAQAA
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate, zstd
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '579'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.31.1
+    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:
+      - Fri, 25 Apr 2025 14:28:18 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 respond
+      using the exact following format:\n\nThought: I now can give a great answer\nFinal
+      Answer: Your final answer must be the great and the most complete as possible,
+      it must be outcome described.\n\nI MUST use these formats, my job depends on
+      it!"}, {"role": "user", "content": "\nCurrent Task: Review the context you got
+      and expand each topic into a full section for a report. Make sure the report
+      is detailed and contains any and all relevant information.\n\n\nThis is the
+      expected criteria for your final answer: A fully fledge reports with the mains
+      topics, each with a full section of information. Formatted as markdown without
+      ''```''\n\nyou MUST return the actual complete content as the final answer,
+      not a summary.\n\nThis is the context you''re working with:\ngood result\n\nBegin!
+      This is VERY important to you, use the tools available and give your best Final
+      Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o-mini", "stop":
+      ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '1431'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.68.2
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.68.2
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//bFdNb9xGEr3nVxTkzUWgBpJiw4lustexhc2HYxm7CFaXmu4iWXGzmqhu
+        ckTnzy+qmxyNsrkMMCS7Pl69elX95zcAZ+zPbuDM9ZjdMIaLN7+9+9cHHX56/E2k/53f/Of3z6/m
+        67t/8+tf9/dnjZ2I+z/I5e3UzsVhDJQ5Sn3tlDCTWb16/fLVqx+urn94XV4M0VOwY92YL17Gi4GF
+        L64vr19eXL6+uPp+Pd1HdpTObuC/3wAA/Fl+LU7x9Hh2A5fN9mSglLCjs5vjRwBnGoM9OcOUOGWU
+        fNY8vXRRMkkJ/Q4kHsChQMczAUJnYQNKOpACPMiPLBjgtvy/gQd5kBfwht3iAiX4J2aEW8GwJE7w
+        icaouXzyAu4ka/STM0Ae5HPPCbS8h1HjzJ4SIHjKyIE84GYjtpB7AjepkmRIGTNtD/fVLQyoXyg3
+        0HPXB+76zNLBF1ogK4lPDbgoaRpIYVRqSUkcpQZQPCS0sEfSNuqA4mgHn3uCLmIATpAjxLYlBZZk
+        hhPkHnOBB9lbNF+oj8GTJmCBAb+YaxazRh48OU4cJcGBc8+yRv2FgMVPKeuyW9H5uaQAv86kM9PB
+        APprftBjsSOUEnlI3Am37FAydBoPuYc4kxYXI6YMLR1gIdTUgFeeSWC/AIvR0M73hCH3gAdUMpMN
+        kMysUQaSjMEwc6Sy4jTpHsWedZSsgju4TTBELZnwzH7CkCBPKoaZhW1AoNV0ZtxbEtHXwilKsrqj
+        2SnGA3GalABd5pnz0pQk1qw5wRgT28fkoY0K9DiipBqEc1G9ucoRlJxRxGPGaqELcY/hrzCaQY3W
+        quTtmIEHRnF4e/v+k4X46ltoNQ5wfXl9ZV9cX15/34ASur5kBTkaQjOGqaT0j8dH2HMIls9+Ka5J
+        /MbSNio5K8hIytFvFX+7cfJzIak9ewEfalHsneM4JSvMg9ymLZW1aE45kfXPwOKfVWD1yUNBWFyJ
+        b+yXxA4DHCiEWuutQsapNGlHZgbGOE4BlfNSS5emlJGl1K+tzIMqRLva6ubaYaa1L3AcNT7ygJnC
+        At9dfmvehQ7VXcoJHGfastiTUMs5ma/cE1t78oC6wBAzz5UfVvA12BW5F3C/hcWhhCoe3j3j7t0w
+        ossPsmGcAAtTC/dZurBU3q9wsYJD3RdvMY/KkovRWshTw1wMnxyrqlxFY+MZF0FxxLMJWQIUIBcv
+        WmUSb65DJhXMpq85WrJRYaaeTUIbCIQbo7GQ0/4k6iwE8/wsorAUcStkOaK8W5U3HetTyyOEGhZ4
+        WesycAgkwkabUTkqZ/5Kz2o+VsVOjUlamEhcCazWalLXY6ITkcvxgOrTBkQ6FuwzuV5iiF1h4a2f
+        jZmWQKpCZ3QuqV2YOKaqzANqPvK0I9RC1iIfq7yWwWAyNRZgNprAnUis9EkQTG3ff7y3g87UuTky
+        eYjCOWp5Zh5JeovLwx5zJl0gb2Ev0ONsAuLpGFERP3SOUmLDqlr4Iy6G3A7uJ51psR6dCUPF//pV
+        Ad4dWUmPo1okLJmUUrYeZJlNYssYWUHYiHUST7G3Brx1zxYZPZrS2JDbtOa+TLmPT1PuOKNrfT7W
+        OsNbzNRFZUoPUs+YmJYe3GoKqTe5hBmVyZ9OTkCnMSXw3JYZa2NyM3fzIBdwfv5znMTIBW+szOfn
+        N5tGVEEtw7iBFueoq9bvY+5N2G0J4Wibx5Qq1rZeUebSRWWeGN3MyaeI/snBivkzB6vMAQ7R4JLc
+        T4nR5CnEWCa4uU4jlUXkWZKrjw/LXvnEy3d/42UfSEojt4R5Ukp1qJSMhg0IM68WcCF+YwpKGI7t
+        v7d3pICT3wpq7t9dHD1f/Q2AuY9T1x+1Q3FkH5ZmU4M6w1LPbT62LAVyWdlBHEvfHFv3PcVOcezZ
+        wd26A23cOK19oUOC7vi1SVNT1h74JWru4XYgZYdVrSeNIz0p3XHaW+8+/75ZVw806S4yfqT3modN
+        L+uVrUvqSuenIq4uhoD7qFVttw5h4czlUdUallYxZZ2cFWptwaJPJSBbj+19A7eJET6is8XLdF5i
+        Xolqc2wF+mTQgKcBxTfrZOOwnOxiJTH+Woh9shW4MKV1R6anPdhFaVmHddD+//Zr0dg6BSkT+qVI
+        agP7GJJJizd/2/Jwulw0T6JStBlPtHndkJ8P27pS7+D+dPVNfZyCL5bZ1x000dPOfOhJIGU1OeCv
+        W3+1UwF7nTHgaaYQxzLlzG9Na+2EPZkiAwbupJLquNIbHVxe1b4efOShTLLK0mhXG8awgxXjT+Ti
+        MJD4euhBrnZwfv5jdFOB8KS57goRjFxrdEfhr5OqLLXBQETtarDbojwMUzZocgRDqgKbsTteXrbu
+        LIDuHuTagviJZlL76DgxlxpHps7gWwfCySBgMQ+Knld9PNKihFZkJNvsq6cuEs7z8jSCdg/ynTl+
+        5ye3KexbHEbkTioEdokdqpqvj6E1qCz2WG8021WiTMDTdem44T1N59OATjfD0gBvFkDvbSSusmBa
+        b63UwN482s0nldsXtS3ZbcH2TIcjZwxW8jUgvwgO7GpEcwyzmXveL7vT+69SOyUMZzf/AwAA//+M
+        WEEOgyAQvPMKw7kHQxuVxxhicVVSBAJ46MG/N4ARbT30PLvDLhDYmUItUh6ATim93a2gvNsNWXet
+        LfVorH66r1Q8CCXcxELtWgVd7bw2OKIrKoo2avrlJNOxsXo2nnn9grgcqZrEh7OVkNGqphsa3/4M
+        0Ed9uyBkSVu7gy2Aeccn6HNq9hDCh6MPADq0/VvOFXdqXajxH/oM8DDNQc+MhV7wc8s5zELSb9dh
+        +zbHgrELmpoD8wJsOIoehm6RyQDB7u08zGwQagQbR/8QMhhW3ilpCClpidGKPgAAAP//AwDjm04o
+        ExIAAA==
+    headers:
+      CF-RAY:
+      - 935e86a53bcda672-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Fri, 25 Apr 2025 14:28:29 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '12767'
+      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:
+      - '149999677'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_2b1694a54cac93772dbb36ea6b1272ab
+    status:
+      code: 200
+      message: OK
 version: 1

tests/cassettes/test_before_kickoff_modification.yaml

@@ -497,4 +497,585 @@ interactions:
       - req_bb43402829dc4dc60bf6f4b76a72e6c9
     http_version: HTTP/1.1
     status_code: 200
+- request:
+    body: !!binary |
+      CvIRCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSyREKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKvDQoQvAcNF9UeD7t09cBcweMTABIIKCD3f9LaxOYqDENyZXcgQ3JlYXRlZDABOZgQ
+      uy/9lTkYQWCQwy/9lTkYShsKDmNyZXdhaV92ZXJzaW9uEgkKBzAuMTE0LjBKGgoOcHl0aG9uX3Zl
+      cnNpb24SCAoGMy4xMi45Si4KCGNyZXdfa2V5EiIKIDZiYTkxMmY5MTI5ZDY4NDlhMGFjNDljZmJk
+      MzIxZGFkSjEKB2NyZXdfaWQSJgokNmFjMGQ0ODMtYzU3YS00Y2U2LTkyMjQtYTEzZGVkODZlMDg3
+      ShwKDGNyZXdfcHJvY2VzcxIMCgpzZXF1ZW50aWFsShEKC2NyZXdfbWVtb3J5EgIQAEoaChRjcmV3
+      X251bWJlcl9vZl90YXNrcxICGAJKGwoVY3Jld19udW1iZXJfb2ZfYWdlbnRzEgIYAko6ChBjcmV3
+      X2ZpbmdlcnByaW50EiYKJDU3OGZiNjhlLTgzOTQtNGM4ZC1iNDk3LTQwNWQxNGQwOWE5ZUo7Chtj
+      cmV3X2ZpbmdlcnByaW50X2NyZWF0ZWRfYXQSHAoaMjAyNS0wNC0yNVQxMToyNzoyNS4yNDAzMzdK
+      zwUKC2NyZXdfYWdlbnRzEr8FCrwFW3sia2V5IjogIjczYzM0OWM5M2MxNjNiNWQ0ZGY5OGE2NGZh
+      YzFjNDMwIiwgImlkIjogIjNiOTJmYzcwLTRjOTAtNDYxNS1hZmIwLTgxNjk3NGRmMjMzMCIsICJy
+      b2xlIjogInt0b3BpY30gU2VuaW9yIERhdGEgUmVzZWFyY2hlclxuIiwgInZlcmJvc2U/IjogdHJ1
+      ZSwgIm1heF9pdGVyIjogMjUsICJtYXhfcnBtIjogbnVsbCwgImZ1bmN0aW9uX2NhbGxpbmdfbGxt
+      IjogIm9wZW5haS9tb2RlbF9uYW1lIiwgImxsbSI6ICJncHQtNG8tbWluaSIsICJkZWxlZ2F0aW9u
+      X2VuYWJsZWQ/IjogZmFsc2UsICJhbGxvd19jb2RlX2V4ZWN1dGlvbj8iOiBmYWxzZSwgIm1heF9y
+      ZXRyeV9saW1pdCI6IDIsICJ0b29sc19uYW1lcyI6IFtdfSwgeyJrZXkiOiAiMTA0ZmUwNjU5ZTEw
+      YjQyNmNmODhmMDI0ZmI1NzE1NTMiLCAiaWQiOiAiYzIzMThhYzUtODg3ZC00ZTQ5LWFjMTMtOTZj
+      ZmI4YWU3MjE2IiwgInJvbGUiOiAie3RvcGljfSBSZXBvcnRpbmcgQW5hbHlzdFxuIiwgInZlcmJv
+      c2U/IjogdHJ1ZSwgIm1heF9pdGVyIjogMjUsICJtYXhfcnBtIjogbnVsbCwgImZ1bmN0aW9uX2Nh
+      bGxpbmdfbGxtIjogIm9ubGluZV9sbG0iLCAibGxtIjogImdwdC00by1taW5pIiwgImRlbGVnYXRp
+      b25fZW5hYmxlZD8iOiBmYWxzZSwgImFsbG93X2NvZGVfZXhlY3V0aW9uPyI6IGZhbHNlLCAibWF4
+      X3JldHJ5X2xpbWl0IjogMiwgInRvb2xzX25hbWVzIjogW119XUqTBAoKY3Jld190YXNrcxKEBAqB
+      BFt7ImtleSI6ICIwMDE3OTdlM2Y2MmQzM2NkMWQ2MzVlYjZmZGQ1YjQ1MyIsICJpZCI6ICI3ODg2
+      YzVkZS0xOTNlLTQ4OGItYWRhMi1jMzZkYWY2NDc3NGMiLCAiYXN5bmNfZXhlY3V0aW9uPyI6IGZh
+      bHNlLCAiaHVtYW5faW5wdXQ/IjogZmFsc2UsICJhZ2VudF9yb2xlIjogInt0b3BpY30gU2VuaW9y
+      IERhdGEgUmVzZWFyY2hlclxuIiwgImFnZW50X2tleSI6ICI3M2MzNDljOTNjMTYzYjVkNGRmOThh
+      NjRmYWMxYzQzMCIsICJ0b29sc19uYW1lcyI6IFtdfSwgeyJrZXkiOiAiYjE3YjE4OGRiZjE0Zjkz
+      YTk4ZTViOTVhYWQzNjc1NzciLCAiaWQiOiAiYTk0ZjlmNjMtMGNkMS00ZDNlLWI3ZTYtYzRlYjBk
+      OTg2M2JjIiwgImFzeW5jX2V4ZWN1dGlvbj8iOiBmYWxzZSwgImh1bWFuX2lucHV0PyI6IGZhbHNl
+      LCAiYWdlbnRfcm9sZSI6ICJ7dG9waWN9IFJlcG9ydGluZyBBbmFseXN0XG4iLCAiYWdlbnRfa2V5
+      IjogIjEwNGZlMDY1OWUxMGI0MjZjZjg4ZjAyNGZiNTcxNTUzIiwgInRvb2xzX25hbWVzIjogW119
+      XXoCGAGFAQABAAASgAQKEO4cuS5HPbqzS8Ax1T8E5cQSCLS7XSz6EKGlKgxUYXNrIENyZWF0ZWQw
+      ATnAkdUv/ZU5GEHwBtYv/ZU5GEouCghjcmV3X2tleRIiCiA2YmE5MTJmOTEyOWQ2ODQ5YTBhYzQ5
+      Y2ZiZDMyMWRhZEoxCgdjcmV3X2lkEiYKJDZhYzBkNDgzLWM1N2EtNGNlNi05MjI0LWExM2RlZDg2
+      ZTA4N0ouCgh0YXNrX2tleRIiCiAwMDE3OTdlM2Y2MmQzM2NkMWQ2MzVlYjZmZGQ1YjQ1M0oxCgd0
+      YXNrX2lkEiYKJDc4ODZjNWRlLTE5M2UtNDg4Yi1hZGEyLWMzNmRhZjY0Nzc0Y0o6ChBjcmV3X2Zp
+      bmdlcnByaW50EiYKJDU3OGZiNjhlLTgzOTQtNGM4ZC1iNDk3LTQwNWQxNGQwOWE5ZUo6ChB0YXNr
+      X2ZpbmdlcnByaW50EiYKJGU2NjgzYWRmLWI2MTctNDQ3YS05YTg2LTBlNTJmZDA2MTI2N0o7Cht0
+      YXNrX2ZpbmdlcnByaW50X2NyZWF0ZWRfYXQSHAoaMjAyNS0wNC0yNVQxMToyNzoyNS4yNDAyNDBK
+      OwoRYWdlbnRfZmluZ2VycHJpbnQSJgokZGNlNjg5NWQtNmVlYi00OWRhLThkMTMtYjY4MjNkNWU2
+      YzE1egIYAYUBAAEAAA==
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate, zstd
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '2293'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.31.1
+    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:
+      - Fri, 25 Apr 2025 14:27:28 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 respond using the exact following format:\n\nThought:
+      I now can give a great answer\nFinal Answer: Your final answer must be the great
+      and the most complete as possible, it must be outcome described.\n\nI MUST use
+      these formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent
+      Task: Conduct a thorough research about Bicycles Make sure you find any interesting
+      and relevant information given the current year is 2025.\n\n\nThis is the expected
+      criteria for your final answer: A list with 10 bullet points of the most relevant
+      information about Bicycles\n\nyou MUST return the actual complete content as
+      the final answer, not a summary.\n\nBegin! This is VERY important to you, use
+      the tools available and give your best Final Answer, your job depends on it!\n\nThought:"}],
+      "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '1255'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.68.2
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.68.2
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFfbjhy5DX2fryAaCLBrdA96br7M29pZJw6wu97M5CXxYsBWsaqYkcRa
+        StU95YX/PaBUfRnHAfIyF0mkyMPDQ9UfZwALbha3sHA9ZhcGv3r7649/+/vTP6/43curu7e+4V/u
+        49Pvd/3TX7vPfrE0C9n8m1zeW507CYOnzBLrtlPCTOb14tX1zc2bi8vrm7IRpCFvZt2QV9eyChx5
+        dbm+vF6tX60uXs/WvbCjtLiFf50BAPxRflqcsaGnxS2sl/uVQClhR4vbwyGAhYq3lQWmxCljzIvl
+        cdNJzBRL6B8gyg4cRuh4S4DQWdiAMe1IAT7F9xzRww/l/1tbuDiHFy9+9OSysoO37CbnCX5CfaQM
+        b0XCixe3cN8TDDKMHpXzBNIC7S021SLBd7Ta8COl76HHBGnUjpol7Dj3gBEoZQ4GIITqulPZ5d5c
+        Xa3/BBOhrmRLurK/gCNcri9vzuFnsrgLxAmkbUmBnjLFhhpQjB0laEaCLIDNFqOjZLYbzJl0gkyu
+        j+Klm5aQJBAooes5djAOZnNxs4bAFrxEQEgcO0/getSOzuFT/BQvDZ27gJrh3eS8md7vnTIlw+ZD
+        zNQpGlMsmw9yD9/ZmkbKtnBvF6bvAb2XXYJWFFJxeECOfh95GKipYP3l4x1E3HJXXC6hJ/S5hyCR
+        syjHbgkYG1BuCGTIHPhzvbwlzKNSOrdyJTr6Nzo4iZFctqwnGecQhl5iAW9Q2Zo/JfSrzIEAI/op
+        syvQDKStaDB8690yZoLBY4wcu3MD6qoANaaMHHFTGJRJGX3B6CeMY4vOwtMEqAQcraEK4hOM9hvS
+        iXXYW0MaXQ+YYMOy2mCiBqwzJXGmVIOhkmYDgbIZZLFkU9bRZWgVA6Ul7Hp2PUTJINFPoNSMriCj
+        G0NOJA/KMSfYjBnQJwEcBprdkZOVuXQsYyrOx0CaSt7XlvcPlXuBzANHuMOW8gTv54IYAj/TDlJd
+        zicEWhoQfmwsfxyzBMzWU4qPBZEpZQrlUOUYNeC563OqHBhUnjhYRyaKSdSWlWBDZswxq1iaTa0w
+        bSlmQOe4sTjPrSgTjLrBeKRKUQ/rFBOZBnXmZC6E2hPM/HEwzlChoe4z4whOZWfNSXHLKrFAUoC6
+        MaDeixsLo/5Rrv0QW8VaqVHJYHrHmSnBTtQ3O2Nk5crW5CN21gtb9vWiuR35mY8lNLQlL4NtNdSw
+        K6CZMIHHaIAPqI/HLqIBWS1ba6HSOpwg9dxm4ATIgRrAbEgHKSHs78UECFuubCWMJk+QFWMaRPPc
+        u4Vndjorti07I09nuZjeWAHF+9H+KxC9rBD5pji1/XcSBnQZ/kyJu5j2UtxQsF2TknZ//FBCU9+5
+        uyz2ICZ3Be5mR96TscQTFspZIWOUbc3eYC302pH9XJZOs+ubej3k3maJkqWxpchGKAvCSQhjQcfC
+        SlkUOysbZPMDnreFzQM6qmR4ZZm+5Uda3fVomgYfVTrFkODHpwFjYokndLABx7HqPNl+regqzcbD
+        bDyPm0g7a99ZLubhUWM3DYYxmQplAS9GDytTzHs+5FFP+iERBk8p+WmvqnNPFhhyrzW1QgYnKa+o
+        bcnlMnvjsy5A7ydolSk2fvqKKEXHZxK8Nmg+kiaJ6PfSXrgwpiwHsb9Xik0hRJlLKdeIElFRjiBK
+        Jtuzl9ICc0oZ2YtWVcg9sVoPl/rkaaYdUso9mfqff3VtDbROsaKtkPgzGVO8aCWMROv5Cic6RymJ
+        WhGrMjkJBbCjwJSpbmutSoBEW1L0EE4nRgHmjQHzTiWl1b0i2+R5rrCSceOnZc39OPxMzZ5P2IOO
+        nXR18Ztnv+fwXuyhgfYEXEI/bZQPROLoRAcxNQalINvSfsfMv8m0IA2304z3ITZDsWHLv0pz5m0l
+        vDe9yjIWXMQeQGO02Wi030/ci7UB8mFu3y2BPe1iUZtfapWKXAgEfDzBo6BT68Ibyy7YGFAyWuyH
+        86EkfPTeHrwnqZp1nM1p3CSnXG6FRLq1t+4pDoeZWUYRTvaayb01BM0wFIUeU4nHpp1dRpVE49Ap
+        NibdoY7FclZ2kTT1PNSMWk9PvJfNOrsNqNNnslI7JrSnehy9P9nAGGUeAPZA/23e+XJ4knvpBpVN
+        +sp00XLk1D+Y1Eq053fKMizK7pczgN/K03989ppfGOeG/JDlkcp1l1evq7/F8YvjuHuzfjnvZsno
+        jxuvrq+X33D40JRCppOvh4VD11NzND1+auDYsJxsnJ2k/d/hfMt3TZ1j9/+4P244R0Om5mFQG9HP
+        Uz4eU7Ivsv917ABzCXgx0+4hM6mVoqEWR1+/kxZVtB9ajh1peenZkXZ4WF+9uXx9ebl+s16cfTn7
+        DwAAAP//AwC1cSuaOg4AAA==
+    headers:
+      CF-RAY:
+      - 935e856368caa672-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Fri, 25 Apr 2025 14:27:33 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '7417'
+      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:
+      - '149999721'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_e386d15318a2f6331fce590264267ebe
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are a expert Python developerYou
+      **must strictly** follow the task description, use the provided raw output as
+      the input in your code. Your code must:\n- Return results with: print((True,
+      data)) on success, or print((False, ''very detailed error message'')) on failure.
+      Make sure the final output is being assined to ''result'' variable.\n- Use the
+      literal string of the task output (already included in your input) if needed.\n-
+      Generate the code **following strictly** the task description.\n- Be valid Python
+      3 \u2014 executable as-is.\n- DO NOT wrap the output in markdown or use triple
+      backticks. Return only raw Python code.- DO NOT use `exec`, `eval`, `compile`,
+      `open`, `os`, `subprocess`, `socket`, `shutil`, or any other system-level modules.\n-
+      Your code must not perform any file I/O, shell access, or dynamic code execution.\nAdditional
+      instructions (do not override the previous instructions):\n"}, {"role": "user",
+      "content": "Based on the task description below, generate Python 3 code that
+      validates the task output. \nTask description:\nmake sure each bullet contains
+      a minimum of 100 words\nHere is the raw output from the task: \n''1. **Electric
+      Bicycle Market Boom**: The popularity of electric bicycles (e-bikes) has surged,
+      with an estimated market growth of 30% year-over-year in 2025. Newer models
+      offer extended ranges due to advances in battery technology, some reaching up
+      to 150 miles on a single charge. \n\n2. **Smart Cycling Technologies**: Integration
+      of IoT (Internet of Things) allows for smart bicycles equipped with GPS navigation,
+      health monitoring, and ride optimization features. These bicycles can connect
+      to your smartphone to provide real-time analytics on performance and route planning.\n\n3.
+      **Sustainable Materials**: Manufacturers are increasingly using sustainable
+      materials such as bio-based composites and recycled metals to construct frames,
+      which not only reduces carbon footprints but also appeals to eco-conscious consumers.\n\n4.
+      **Advancements in Safety Features**: New safety technologies, including automatic
+      braking systems, integrated lights, and proximity sensors, are being introduced
+      to prevent accidents. Many urban bicycles now come standard with these features
+      to improve rider safety in crowded environments.\n\n5. **Focus on Urban Infrastructure**:
+      Cities worldwide are investing heavily in cycling infrastructure, developing
+      dedicated bike lanes, parking, and repair stations. This shift is aimed at promoting
+      cycling as a viable means of transportation, reducing traffic congestion and
+      pollution.\n\n6. **Foldable and Compact Designs**: The demand for foldable bicycles
+      has increased among urban dwellers, leading to innovations in lightweight, compact
+      designs that are convenient for commuting and storage in tight living spaces.\n\n7.
+      **Bike-Sharing Programs Expansion**: Cities continue to expand bike-sharing
+      programs, with new app-based models that allow users to locate, rent, and return
+      bicycles seamlessly. These systems are thriving as a cost-effective and environmentally
+      friendly transportation option.\n\n8. **Personalization and Customization Trends**:
+      Cyclists are seeking more personalized bicycles tailored to their riding style
+      and aesthetics. Customization options for frame size, color, components, and
+      accessories are becoming a standard offering from several manufacturers.\n\n9.
+      **Cross-Training Features**: Notably, more bicycles come equipped with features
+      promoting cross-training. For example, hybrid models incorporate removable components
+      that allow users to modify their bicycles for different activities like touring
+      or mountain biking.\n\n10. **Innovative Financing Options**: To make bicycles
+      more accessible, many retailers are offering innovative financing solutions
+      such as subscription services that allow consumers to pay monthly fees for bike
+      use, maintenance, and upgrades, making bike ownership more flexible and appealing.''
+      \nUse this exact string literal inside your generated code (do not reference
+      variables like task_output.raw).Now generate Python code that follows the instructions
+      above."}], "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '4206'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.68.2
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.68.2
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFdtbxy5Df6eX0EsUNgOdhe2E19yRu9DnYuLFPeSXlwUaH0wuBrODGtJ
+        nJM4u94L8t8LSrMvSXNA/cFORiJFPnz4UPr4DGDGzewaZq5HdWHwi5u/v/3bv7pm/OGX/MOb9nb4
+        5+0F483TDf3y/W0/m5uFrP5DTndWSydh8KQssS67RKhkXi9evby6+vbi8upFWQjSkDezbtDFS1kE
+        jry4PL98uTh/tbh4PVn3wo7y7Br+/QwA4GP5bXHGhp5m13A+330JlDN2NLvebwKYJfH2ZYY5c1aM
+        OpsfFp1EpVhCl1GHUeE7ODk5uVjC8+dvPTlN7OCG3dZ5gh8xPZLCjUh4/vwa7nqCQYbRY2LdgrRA
+        O4tVtchwSosVP1I+gx4z5DF11Mxhw9oDRqCsHAwaCNV1l2Sjvbl6cf4n2BKmhawpLexfwBEuzy+v
+        lvATbShBAS+DtC0loCel2FADCWNHGZqRQAWwWWN0lM12haqUtqDk+iheuu0csgSCROh6jh2Mg9lc
+        XJ1DYAteIiBkjp0ncD2mjpZwH+/jpaHzIWBSeLN13kzvdk6ZsmHzLip1CY0Dls07uYNT+5YiqX24
+        swPzGaD3ssnQSoJcHO6Ro99GHgZqKlh/ff8BIq65Ky7n0BN67SFIZJXEsZsDxgYSNwQyKAf+vR7e
+        EuqYKC+tXJkO/h1GcBIjObWstzJOIQy9xALekGRt/hKhXygHAozot8quQDNQaiUFw7eeLaMSDB5j
+        5NgtDagXBagxK3LEVWGQUmL0BaMfMY4tOgsvZcBEwNFapSC+hdH+Qj6yDjtryKPrATOsWBYrzNSA
+        9ZxkVso1GCppNhBIzUDFks2aRqfQJgyU57Dp2fUQRUGi30KiZnQFmbQy5ER0SBw1w2pUQJ8FcBho
+        ckdOFubSsYy5OB8DpVzyfml5/6VyL5B54AgfsCXdwu1UEEPgJ9pArp/1iEBzA8KPjeWPo0pAtZ5K
+        +FgQ2WalUDZVjlEDnrtec+XAkOSJg3Vkppgl2edEsCIz5qhJLM2mVpjWFBXQOW4szqUVZQtjWmE8
+        UCXKxvAlMPloME2c1EKoHcHMHwfjDBUapl1mHMEl2VhzUlxzklggKUBdGVC34sbCqH+UY9/FNmGt
+        1JjIYHrDypRhI8k3G2Nk5cra5CN21gtr9vWgqR35Mx9zaGhNXgZbaqhhV0AzYQKP0QAfMD0euogG
+        5GTZWguV1uEMuedWgTMgB2oA1ZAOUkLYnYsZENZc2UoYTZ5AE8Y8SNKpdwvPbLcmbFt2Rp7OcjG9
+        sQKK96P9r0D0TYXIN8Wprb+RMKBT+J4ydzHvpLihYKsmJe1u+76Epr5Td1nsQUzuCtzNhrwnY4kn
+        LJSzQsYo65q9wVrotSH7PS+dZsc39XjQHrVUxElcU2QjlAXhJISxoGNhZZWEnZUN1PyA53Vh84CO
+        KhleWaY3/EiLDz2apsH7JF3CkOHt04Axs8QjOtjo4lh1nmy9VnSRJ+NhMp7GTaSNte8kF9PwqLGb
+        BsOYTYVUwIvRw8oUdccHHdNRP2TC4Clnv92p6tSTBQbtU02tkMFJ1gW1LTnlda3fUReg91toE1Ns
+        /PYLohQdn0jw2qB5TylLRL+T9sKFMavsxf4uUWwKIcpcylojykRFOYIkMtmevJQWmFJSZC+pqoL2
+        xMl6uNRHtxPtkLL2ZOq//OLYGmidYkVbIfPvZEzxkiphJFrPVzjROcpZkhWxKpOTUAA7CEyZ6vat
+        TRIg05oSegjHE6MA860B8yZJzou7hGyT53OFFcWV385r7ofhZ2r2+YTd69hRVxe/Ovldwq3YRQPt
+        cjeHfrtKvCcSRydpEFNjSBRkXdrvkPlXmRak4XY74b2PzVBs2PKv0qy8roT3plcqY8FF7AI0RpuN
+        RvvdxL04N0DeTe27JrjliLGozc+1SkUuBAI+HuFR0Kl14ZVlF2wMJDJa7IbzviR88N7uvWepmnWY
+        zXlcZZe4nAqZ0tpuscc47GdmGUW4tduM9tYQNMFQFHrMJR6bdnYYVRKNQ5ewMekOdSyWvbKJlHLP
+        Q82o9fTEO9mss9uAOjk5MawaamGNnhtUeqi339P65+z6Ptr1eDV6T5rhO6jfl1kTD6dnyzx41tOT
+        +/t4fx9PzuruEnGxKNfNajt5sh9uwVM8rQuTi7Mz+DNcnJ8fbbOfSXFOb9Fb9u3J25QkXcPPkXZH
+        DMJRoZEynxUCkRqTwN4QYQw2Le1WNEZdwk01mS771/Cx+vi0i3x33F0aaT7lemYQJcqjtzfBH+B0
+        H8sN6bTuOzt+WSRqx4z2uomj90cLGKNMk9XeNL9OK5/2rxgv3ZBklb8wnbUcOfcPNsMk2oslqwyz
+        svrpGcCv5bU0fvYAmlkzD/qg8kjluFevL6q/2eGRdli9evViWlVR9IeFixdXL+df8fjQlBbJRy+u
+        mUPXU3OwPTzPcGxYjhaeHeX9v/F8zXfNnWP3/7g/LDhHg1LzMCS7/Hye82FbInvF/tG2Pc4l4NnU
+        0A/KlKwWDbU4+vq2nNVx+NBy7CgVhtiWdnhoVujwm/OmPZ89+/TsvwAAAP//AwAkRE8wbg8AAA==
+    headers:
+      CF-RAY:
+      - 935e8593e86da672-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Fri, 25 Apr 2025 14:27:44 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '10807'
+      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:
+      - '149998986'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_24d2cc01e619a6bb716a1c58741de95f
+    status:
+      code: 200
+      message: OK
+- request:
+    body: !!binary |
+      CsAECiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSlwQKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKABAoQgm88k6kvWnXfKwgB6Klo9hIIJ/X3pHUMguAqDFRhc2sgQ3JlYXRlZDABOXj5
+      DZcBljkYQcDhD5cBljkYSi4KCGNyZXdfa2V5EiIKIDZiYTkxMmY5MTI5ZDY4NDlhMGFjNDljZmJk
+      MzIxZGFkSjEKB2NyZXdfaWQSJgokNmFjMGQ0ODMtYzU3YS00Y2U2LTkyMjQtYTEzZGVkODZlMDg3
+      Si4KCHRhc2tfa2V5EiIKIGIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3SjEKB3Rhc2tf
+      aWQSJgokYTk0ZjlmNjMtMGNkMS00ZDNlLWI3ZTYtYzRlYjBkOTg2M2JjSjoKEGNyZXdfZmluZ2Vy
+      cHJpbnQSJgokNTc4ZmI2OGUtODM5NC00YzhkLWI0OTctNDA1ZDE0ZDA5YTllSjoKEHRhc2tfZmlu
+      Z2VycHJpbnQSJgokNTUwZDhhZmEtY2U0Ni00YWUxLThjNDAtNTk1ZjI4MDgyYzdjSjsKG3Rhc2tf
+      ZmluZ2VycHJpbnRfY3JlYXRlZF9hdBIcChoyMDI1LTA0LTI1VDExOjI3OjI1LjI0MDI5NUo7ChFh
+      Z2VudF9maW5nZXJwcmludBImCiRkYTAwM2NmYS1lM2JjLTQwY2EtYWIyNy01ZjRkYzU5ZWEwNGV6
+      AhgBhQEAAQAA
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate, zstd
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '579'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.31.1
+    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:
+      - Fri, 25 Apr 2025 14:27:48 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 respond
+      using the exact following format:\n\nThought: I now can give a great answer\nFinal
+      Answer: Your final answer must be the great and the most complete as possible,
+      it must be outcome described.\n\nI MUST use these formats, my job depends on
+      it!"}, {"role": "user", "content": "\nCurrent Task: Review the context you got
+      and expand each topic into a full section for a report. Make sure the report
+      is detailed and contains any and all relevant information.\n\n\nThis is the
+      expected criteria for your final answer: A fully fledge reports with the mains
+      topics, each with a full section of information. Formatted as markdown without
+      ''```''\n\nyou MUST return the actual complete content as the final answer,
+      not a summary.\n\nThis is the context you''re working with:\ngood result\n\nBegin!
+      This is VERY important to you, use the tools available and give your best Final
+      Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o-mini", "stop":
+      ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '1431'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.68.2
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.68.2
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//bFfbctxGDn3PV6CU3apENaOyVbazqzdJ8S2xsoqs3XXV6gXsBklEzW4W
+        uskRnZ/fQjc5nJHzossMuwEcnHMA/vkdwAnbkws4MS0m0/Vue/X7218exzc3t6b55er39j9y1T1O
+        v92OX9/cPMnJRk+E6g8yaTl1ZkLXO0ocfPnaCGEivfXlT69ev/7ny/M3r/IXXbDk9FjTp+2rsO3Y
+        8/b8xfmr7Yufti//MZ9uAxuKJxfwv+8AAP7MPzVPb+np5AJebJZPOooRGzq52D8EcCLB6ScnGCPH
+        hD6dbNYvTfCJfE79I/iwA4MeGh4JEBpNG9DHHQnAg3/HHh1c5v8v4ME/+O/his1kHEW4QXmkBJce
+        3RQ5wh31QVJ+6Hv46JMEOxiF5MF/9CBkyCeYCCVuILUEVbkI2NshJpmgxQj01JMweUMWIjeeazbo
+        EzQSdqndgBUeyUM1AXpgrzhH9g3gDoU8xQihBvIjS/Ad+YQO4hATsseKHadpAy2hSy1U5KnmFAFj
+        DIa1XbDj1IJmxb7ZAHqbE7XU6Z91EECXSDwmhSsJ+qgloxYJoddf8QzuW44gGQzoJYxsKQKCpYTs
+        yAIugIU6X28GEYUmJky0fFgtKHcZ5Y0C44JoqY80QRLyNm7ABB+HjgR6oZpEcYub+QxEajIEmpc+
+        2vWUOKfu0NtosKdSZD2kQQjCkFwIj2dzC+f+/mskGZl2D/6+JWhcqNA9Tw84aqkqCbKQQm4XKJUg
+        DlWmIKMDwUSbAvKSIn8lEELT5ib2vYQn7jCRm+BvX75Axc4puNUE5y/OX8/gFjJk4lYEmJJwNcyR
+        azQpSIQ4mBYwwiAVev46g6DQCmfGZAgV7rnf+jBCzSmzCE3iMdNFAWrCSJL5BOw5cSZALrkLSc8e
+        3uGBTNjWymLrJlDF564udMn4nsLp6QzwZ8VAo7wvZd1hotPTC7g0JojNqQYYUTgMcRVLIdgspRlN
+        FdCuFKA8yy0Pg1fK+QHdgpu2AX64vnx/96Mm9uXL30Hryzc5jAlq5UhW6lnJ9Fea4GdVnkTN7N2M
+        sYpR85vDz9ezN26wdKhOy7EPEausdhM6JenchlW4WIUhLerMtCylrEKcj/ihq0gOW0cjeVWyt0f9
+        2QVxdseWFkpfL3K5z/p58Nd/oR9gf+RPc3UoBDQGN2ZvMC0KmkTCX8lmO4LYcp0ghR2KjdANLvG2
+        H6QPUe96pAipxQQGk2K9tnSmGtNKWkccVZHCtkQLXTekvSn1EmqKkYO684zBnlUfVgDfzWTWKo3G
+        0v8ytXKvFLk+9IObDayewd+a5XmlG49sB3QRsvBwZDWUTMpS6JF8euEOZSU9PZEYjrSBHiWxGRyK
+        m6APMW179JY6NjPHPh/ZNFwuvNB8lzbF3IWVWG6CSPSo4feOlEHWxzq0BLWEbp0AuZvaNK1HETpW
+        KvpB7WPINttLMCokpSrVjkyuGsGhNNrAxT6Oh405hHqu7N9qQXBdcNJy/qsOmI1JEy1TD31pdReE
+        9rZe6tXJ4ps8f/ZVzmgrdwy6XItRUKmuNdORvvWd0uUUwOPIjXpAEqxrNhquoagGajIPn02Azwdz
+        pEyB5/Y/O/E8cFQQqA6k4SYdMr2wIRD0zTxxhBoOfs/Zqwnup15d78EDbNUbw+C1Z/t1Q3H7mXQl
+        oDKKQ11vJaBd53W3nClqU+hqHIPMArVqEqoq8qkdImNMWmmJd6c3Hca6bynSHv4uy1zDxp7yDLf5
+        uzT1ir+bwHHTJhIdvpmPqSUlHqfMOj3Z40h5hBRV70N/mCrh4+DXoavY56YTas6xELkKat+aqiZw
+        XO8G2nxRKVytGhO7MlmKygWwC77RVUz3vAP7KEiUXtzmXt1prw76cTXYhtI8ltR7tCptaxZFSsrE
+        qMjKtHU00npx4SZGHUBDJFkxv2G7lTkOXPY9qSpTgEjFGI9uOEo63wO6rCzCsINkoJctbIlxK9Tx
+        0GmED9y0WxXtnr15E0E7Yl43E5nWBxeaafXob512yeeARHsPykxBBz1JHaTTaw8pfpdJfwDqb0FS
+        C5cdCRvUFN9GpQvHlva0BjO4zNqcbEyiHYyo6athP69pX/jbQUJWFHwitAdTuhR9tFzXwQxR1brE
+        ZF8LxiSDyaGLu3Td4NWZewmNYLeGuoyM21s0ep0GvMOe7bOlYN3bZ/cme7Sa5RjfrAnr3F5310/L
+        7vrXVsTx29ms07wXijreFTWv3qoMm7fZ1ZG0eQ4nZVdM83aTAnTIRWl4tEaTbQhSK2FodO3xYVxr
+        Keno+Zh04WoWX132qdsSRwG7wT+C5JvRc15AygZ1L/S4+AJcB+mDzHvse9a+3RwNrOtwBp+SPSsO
+        +7knw+gyBOsVXR+8rkqb2QpCaknfx3QDV0clKUMuy1Kh6stbXCySmOGwXOdlKT1701gG3sdjKO73
+        wpqNFfjg7TDPUB2vwmbt5g+0za72Y15qRRevQZ/O9awrb16NZqtMgpbT0VJUyL4XdhmVRe8d/R8A
+        AP//jFg7b9swEN79KwgvXZwgcYq2nhM09ZQAKTo1MGjpJBGmSYJH2fGQ/14cjxSlxAa6GaZEkff6
+        HsQYgyXRAVLHX2JLsxW8kH0dNehQf53UGggkMznMIWWI/GseAJ0iSO0yYGBQVa7+pKwW53hlI4lz
+        jtuxGr42FMxL75w+0TmUEQ8Kfc9zLgf0/unP+uHqdiUyqYphk5EMQP2B2VBOkDesaENcCJ1mBCUX
+        tDxlLp1blbhFzu64GZ89IDFVLJltdP9GOdX2eEWvlZxGCIM9+LaMI+rbU7mxgNEE3Hpq9S85UM6i
+        ysM9nqOTpuXCTyT+uZD4CCk4IlIT0kjJiLBRWXMAE3PNKmMo1cWknkrOciBpz32PQchauiDwqJqg
+        TxRADzQuhAcNB2lCrqGfLLKfuBQuDi9nFSaqQU6NMj3UuYxiNSedTYGI9LySiZhi71tKALOEc90Q
+        cSv2FSPIUF6/Jx2yNgFanjSjhs1/UW5xL30YA2YkIXyXxaBiHp9fxjqOjlTtIlNTbPRktwBMRy1Z
+        3IziAnEhJoIhDBxF1WOwe/Bl2OQiXZsDYEgqXawnGEYXeRxUPHMkrXbAKVPxTebe6hIMLkZ6H2UD
+        4ZSIQGV7L1sWITsgcnJe0rDojCdJ6uuMfcMkcyRYhgl8VFozjn4ow3iBOHG5iGVtXZhKm6QUCrW/
+        t4QxeJHRM1wGLFhpHYkIogAEUXTK7Mk1PWgG2iTQk4afaKFFEjw5ttnBmnTdeEDjtfhlj3AgTo1B
+        7qCzuh66btAwZVhSx8lUUZPxxgOP1PmFmCNj/Fuk+TSjlS9Dh8xSJfW1eDKtVZE+I0hfdSnW0oWc
+        4JihLYjK94S9sZSkU4FgOPJDU8Yf3z9RBWYX3MafCEZEHIWiPhlJkz1bQNdjV9dD06MkZ9n0Wo8W
+        pDGWpVv0k1/TyvvgIGvbOm+3+OHVeaOMwm5DvWUNucUYrJvH1feZEK/Rqe4n5vOcGsSFTbA7iJ9b
+        fvvB+82LQV5WV9/v0mqwQeqycLv8ers4s+OGPVQcud3zSlYd1OXdYo0TiNvRwmx078/nObc3312Z
+        9n+2LwtVBS5AvXEealVN71we88B26fnHhjjHA8+RPNgKNkGBp1zU0Mhes68/xxMG2G8aZVrwzis2
+        9xu3ublbLX8slzerm/nsffYPAAD//wMACvHoXeoYAAA=
+    headers:
+      CF-RAY:
+      - 935e85d919d4a672-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Fri, 25 Apr 2025 14:28:00 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '16131'
+      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:
+      - '149999677'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_17c54ba3e3f29f41fa22361a6191b8e5
+    status:
+      code: 200
+      message: OK
 version: 1

tests/cassettes/test_before_kickoff_with_none_input.yaml

@@ -489,4 +489,575 @@ interactions:
       - req_4bd436f5144121694f8df654ed8514ea
     http_version: HTTP/1.1
     status_code: 200
+- request:
+    body: !!binary |
+      CvIRCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSyREKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKvDQoQKjhuzGxKJ/y+Apo9XhTmYRIIzQJISp1HuCAqDENyZXcgQ3JlYXRlZDABOVAk
+      JjoMljkYQXh8MjoMljkYShsKDmNyZXdhaV92ZXJzaW9uEgkKBzAuMTE0LjBKGgoOcHl0aG9uX3Zl
+      cnNpb24SCAoGMy4xMi45Si4KCGNyZXdfa2V5EiIKIDZiYTkxMmY5MTI5ZDY4NDlhMGFjNDljZmJk
+      MzIxZGFkSjEKB2NyZXdfaWQSJgokNmY0YmQ0Y2YtMzYwZi00OWE1LTkxMWQtMmNjNGVmOGY1MTlk
+      ShwKDGNyZXdfcHJvY2VzcxIMCgpzZXF1ZW50aWFsShEKC2NyZXdfbWVtb3J5EgIQAEoaChRjcmV3
+      X251bWJlcl9vZl90YXNrcxICGAJKGwoVY3Jld19udW1iZXJfb2ZfYWdlbnRzEgIYAko6ChBjcmV3
+      X2ZpbmdlcnByaW50EiYKJDdiZTAyNjNmLWQzOWQtNDVmNC05NzE4LTZjMTM5MTJmZDNhOEo7Chtj
+      cmV3X2ZpbmdlcnByaW50X2NyZWF0ZWRfYXQSHAoaMjAyNS0wNC0yNVQxMToyODoyOS44NDA0ODRK
+      zwUKC2NyZXdfYWdlbnRzEr8FCrwFW3sia2V5IjogIjczYzM0OWM5M2MxNjNiNWQ0ZGY5OGE2NGZh
+      YzFjNDMwIiwgImlkIjogImNlMTBhMjRhLTdmNTQtNDU2ZS04YzNlLTkzMzgyNWQyYTYxYiIsICJy
+      b2xlIjogInt0b3BpY30gU2VuaW9yIERhdGEgUmVzZWFyY2hlclxuIiwgInZlcmJvc2U/IjogdHJ1
+      ZSwgIm1heF9pdGVyIjogMjUsICJtYXhfcnBtIjogbnVsbCwgImZ1bmN0aW9uX2NhbGxpbmdfbGxt
+      IjogIm9wZW5haS9tb2RlbF9uYW1lIiwgImxsbSI6ICJncHQtNG8tbWluaSIsICJkZWxlZ2F0aW9u
+      X2VuYWJsZWQ/IjogZmFsc2UsICJhbGxvd19jb2RlX2V4ZWN1dGlvbj8iOiBmYWxzZSwgIm1heF9y
+      ZXRyeV9saW1pdCI6IDIsICJ0b29sc19uYW1lcyI6IFtdfSwgeyJrZXkiOiAiMTA0ZmUwNjU5ZTEw
+      YjQyNmNmODhmMDI0ZmI1NzE1NTMiLCAiaWQiOiAiOWVlM2I1OTEtNTEzYS00ZTZlLThjOGQtZTE0
+      MmY0NzRkZDU3IiwgInJvbGUiOiAie3RvcGljfSBSZXBvcnRpbmcgQW5hbHlzdFxuIiwgInZlcmJv
+      c2U/IjogdHJ1ZSwgIm1heF9pdGVyIjogMjUsICJtYXhfcnBtIjogbnVsbCwgImZ1bmN0aW9uX2Nh
+      bGxpbmdfbGxtIjogIm9ubGluZV9sbG0iLCAibGxtIjogImdwdC00by1taW5pIiwgImRlbGVnYXRp
+      b25fZW5hYmxlZD8iOiBmYWxzZSwgImFsbG93X2NvZGVfZXhlY3V0aW9uPyI6IGZhbHNlLCAibWF4
+      X3JldHJ5X2xpbWl0IjogMiwgInRvb2xzX25hbWVzIjogW119XUqTBAoKY3Jld190YXNrcxKEBAqB
+      BFt7ImtleSI6ICIwMDE3OTdlM2Y2MmQzM2NkMWQ2MzVlYjZmZGQ1YjQ1MyIsICJpZCI6ICIwZTVk
+      NzlkOS1lY2M5LTQ0ZmQtYjhlOS0xYjM0NjdlZjIxYWIiLCAiYXN5bmNfZXhlY3V0aW9uPyI6IGZh
+      bHNlLCAiaHVtYW5faW5wdXQ/IjogZmFsc2UsICJhZ2VudF9yb2xlIjogInt0b3BpY30gU2VuaW9y
+      IERhdGEgUmVzZWFyY2hlclxuIiwgImFnZW50X2tleSI6ICI3M2MzNDljOTNjMTYzYjVkNGRmOThh
+      NjRmYWMxYzQzMCIsICJ0b29sc19uYW1lcyI6IFtdfSwgeyJrZXkiOiAiYjE3YjE4OGRiZjE0Zjkz
+      YTk4ZTViOTVhYWQzNjc1NzciLCAiaWQiOiAiNmZhOTQ1MDMtOTA3OS00NWE5LWI1MjgtY2QyMzFj
+      MmFmNzc4IiwgImFzeW5jX2V4ZWN1dGlvbj8iOiBmYWxzZSwgImh1bWFuX2lucHV0PyI6IGZhbHNl
+      LCAiYWdlbnRfcm9sZSI6ICJ7dG9waWN9IFJlcG9ydGluZyBBbmFseXN0XG4iLCAiYWdlbnRfa2V5
+      IjogIjEwNGZlMDY1OWUxMGI0MjZjZjg4ZjAyNGZiNTcxNTUzIiwgInRvb2xzX25hbWVzIjogW119
+      XXoCGAGFAQABAAASgAQKEBBhsMgNtJOySK+WKw3CfaYSCJ+xTDlkU5gKKgxUYXNrIENyZWF0ZWQw
+      ATm4vkE6DJY5GEEwKEI6DJY5GEouCghjcmV3X2tleRIiCiA2YmE5MTJmOTEyOWQ2ODQ5YTBhYzQ5
+      Y2ZiZDMyMWRhZEoxCgdjcmV3X2lkEiYKJDZmNGJkNGNmLTM2MGYtNDlhNS05MTFkLTJjYzRlZjhm
+      NTE5ZEouCgh0YXNrX2tleRIiCiAwMDE3OTdlM2Y2MmQzM2NkMWQ2MzVlYjZmZGQ1YjQ1M0oxCgd0
+      YXNrX2lkEiYKJDBlNWQ3OWQ5LWVjYzktNDRmZC1iOGU5LTFiMzQ2N2VmMjFhYko6ChBjcmV3X2Zp
+      bmdlcnByaW50EiYKJDdiZTAyNjNmLWQzOWQtNDVmNC05NzE4LTZjMTM5MTJmZDNhOEo6ChB0YXNr
+      X2ZpbmdlcnByaW50EiYKJDk4ZWM5YjdmLTE1MjctNGVlOS05YzE3LWU5ODhkYTE1MDI0ZUo7Cht0
+      YXNrX2ZpbmdlcnByaW50X2NyZWF0ZWRfYXQSHAoaMjAyNS0wNC0yNVQxMToyODoyOS44NDAzOTlK
+      OwoRYWdlbnRfZmluZ2VycHJpbnQSJgokYTAyYWY5OWEtMmIwOS00ZDQ3LWIwOWUtZDY4NDZmMDE1
+      YzY0egIYAYUBAAEAAA==
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate, zstd
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '2293'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.31.1
+    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:
+      - Fri, 25 Apr 2025 14:28:33 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 respond using the exact following format:\n\nThought:
+      I now can give a great answer\nFinal Answer: Your final answer must be the great
+      and the most complete as possible, it must be outcome described.\n\nI MUST use
+      these formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent
+      Task: Conduct a thorough research about {topic} Make sure you find any interesting
+      and relevant information given the current year is 2025.\n\n\nThis is the expected
+      criteria for your final answer: A list with 10 bullet points of the most relevant
+      information about {topic}\n\nyou MUST return the actual complete content as
+      the final answer, not a summary.\n\nBegin! This is VERY important to you, use
+      the tools available and give your best Final Answer, your job depends on it!\n\nThought:"}],
+      "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '1250'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.68.2
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.68.2
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFfbbhxHDn3XVxD9lDVmDGkkRZbeFMcOlN1gEztKgKwDgVPF6WZcXdUh
+        q2c8CvzvC1b1XKR4gX0RoK4ii+fw8DJ/nQA07JsbaFyH2fVDmH/z05t/3nv//e033/325/13b67f
+        Xo1n77uL+4uP/7psZmaRln+Qyzurly71Q6DMKdZjJ4SZzOvZ1cXl5fXZ+dlpOeiTp2Bm7ZDnF2ne
+        c+T54nRxMT+9mp+9mqy7xI60uYH/nAAA/FX+WpzR06fmBoqv8qUnVWypudlfAmgkBfvSoCprxpib
+        2eHQpZgpltDvIKYNOIzQ8poAobWwAaNuSAA+xLccMcBt+f/GPpy9hBcvbu/gLmZqBQ0wcIRvMSO8
+        IyUU1714cQN3ERani8sZoF9jdNRTzGo3UTKv2DEG4JgpBG4pOoIO1wResMfMDkPYQhaMukrSkwdv
+        /mXyDz3lLvkUUsukM8AQ0oZjC6skgGNOvVFfbVwgjBzbGWDEsFW2+9HDgDmTRBByqY1sOGaguDY3
+        u3dIFJTbaPFizJC5p2IspGkUR/ryQ/wQF0bJO8IwLxcKFT9KcqTKsTUyDoclphJJZqfgcMAlB85M
+        WhlYkkv2CljaPIqfAUVchudx5QTo7IkSUPH4SBAsi+UNzULY6wxW6OwBzOaB+548Yybw5Fg5xXmP
+        H+1kgjWkqGTGmMnIBXSSVGGNwmlUUHI5ScV9brjfxM7S6yvs9+RG4byFHwh1FFJD/yvnDnJHIKwE
+        aVUDXAqh6yx9phPo0JxTtLdTbEnAbZckunM4SMrJpVA0NAR0NAOOLoy+RF9F5oGik+1QVFlFUvm5
+        vZt74bW53znUrWbqFXKHGawkOI5p1LCFPkXOSYqa1mOIJPscFdwXhvttcqNCivAmd6bXiv9eyRD/
+        3JEQsL1tQQqhKQGoHzpULmbGB02m3A+BXakl3fOzS/YMNsbfSrCnTZKPCksyZ57WFNJA3qRA0diu
+        hqzgUgjkrAYM/Jg58CP56siSTC6b1SC8Rrctl5wlPuYZDFagbgwoYQtCLUpheCDRZL3A3ig0XBbZ
+        Tyl9zZkfaeoD7x1TzKxZJzJgiSJMUkPNsi3cHmrBODEBhLQhIT9BdpPPque9T6CepC1ZV0AYzGY1
+        BnPpyNTxjL4Kv6g/5pFzaXT7CszJNFU6QsBs3abUlkvRj8ZSRyyQNnEKdJLA14a9Yh01I8eqkC38
+        KOiytW5Dfgva8cqo3qB4BX1693molrma27RUkvWeiOO6R5+GUsqtTNWyq9Q9pZqTYFs71bDvQ4bK
+        Zk3PjwQU1ywpWlOu+kOXC7ArA/baSn7uWR0PgSPKFl6nEHCZasM3bLVoue0Ct122RGSh6CespbXL
+        Ew97lNn6Ui27ZTCTQ34dTWJnCoUv11mSNTm2Zr+dPQt8MqodvSMMuXMoNINV0kxSNAJ9EoIuBdbM
+        DnAYJKGFkZ4JcKJrGaifawo2CQolr0qb+zRgLIVwXwX/04gxjz28Tv0w5qnPm9RrglK0S39Ol9zu
+        0v/IecsxTinSLm0sjJ6Vnk22MQ5CjjxFq2wdaKpvWtk8peiKpDqMvkyLupF8Ku8p5QkgiWl8dz7m
+        qessaZusCwTbGKwnHU+mQsN1Gfxj29fnbaSZiL+6ffePWvW/sI4Y+HEvkdt3kMl1cZrTgEKTvg89
+        MWwP7Wkv4PWxp5mxsWb/fAAWodg8E60VPYnO6m9NsMFtHZLTZKzZJetx5RGTkk2uHRNCHUUbiJXS
+        2GJbdpaC/ey0aGBdVVHh/nsTSbTjAX6wjU6fLD2m/FG1UKujSBqreAq8tLcsE5/M7b7WI22grIhH
+        fa7UCnovNu6tUY89CUgtvLS2vlra1KRnD3X5PJ4Zxu0Kpztz7bAUx7DrVoB9sr4jLcaJd315vDMK
+        rUZF21vjGMLRAcaYJhHZtvr7dPJ5v5+G1FpV6TPTZsWRtXswHaRou6jmNDTl9PMJwO9lDx6frLaN
+        1cWQH3L6SOW5xfll9dcc1u/D6cX5q+k0p4zhcPD11fnsCw4fPGXkoEerdONsR/EH08PejaPndHRw
+        cgT77+F8yXeFzrH9f9wfDpyjIZN/GIQ8u6eQD9eE/igbwJev7WkuATc2bdjRQ2YSS4WnFY6h/mho
+        6qL0sGLbygbh+sthNTycnl8vXi0Wp9enzcnnk/8CAAD//wMAkpna4kcNAAA=
+    headers:
+      CF-RAY:
+      - 935e86f69e7ea672-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Fri, 25 Apr 2025 14:28:37 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '7959'
+      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:
+      - '149999722'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_f1fb5f6a769ecc5ee95c654a612afaed
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are a expert Python developerYou
+      **must strictly** follow the task description, use the provided raw output as
+      the input in your code. Your code must:\n- Return results with: print((True,
+      data)) on success, or print((False, ''very detailed error message'')) on failure.
+      Make sure the final output is being assined to ''result'' variable.\n- Use the
+      literal string of the task output (already included in your input) if needed.\n-
+      Generate the code **following strictly** the task description.\n- Be valid Python
+      3 \u2014 executable as-is.\n- DO NOT wrap the output in markdown or use triple
+      backticks. Return only raw Python code.- DO NOT use `exec`, `eval`, `compile`,
+      `open`, `os`, `subprocess`, `socket`, `shutil`, or any other system-level modules.\n-
+      Your code must not perform any file I/O, shell access, or dynamic code execution.\nAdditional
+      instructions (do not override the previous instructions):\n"}, {"role": "user",
+      "content": "Based on the task description below, generate Python 3 code that
+      validates the task output. \nTask description:\nmake sure each bullet contains
+      a minimum of 100 words\nHere is the raw output from the task: \n''1. **AI Integration
+      in Data Research**: In 2025, advancements in artificial intelligence have dramatically
+      transformed data research methodologies, allowing for automated data cleaning,
+      analysis, and pattern recognition, saving researchers significant time and resources.\n\n2.
+      **Real-time Data Processing**: Real-time data analytics capabilities have become
+      a standard, enabling researchers to access and analyze live data streams, facilitating
+      immediate decision-making and response strategies across various sectors.\n\n3.
+      **Enhanced Data Security Measures**: With the rise of data breaches, 2025 has
+      seen stronger cybersecurity protocols in place, including advanced encryption
+      methods and AI-driven security systems that continuously monitor for vulnerabilities.\n\n4.
+      **Focus on Ethical Data Use**: There is an increasing emphasis on the ethical
+      implications of data research, with frameworks being developed to ensure data
+      is collected and utilized with respect to privacy and consent, particularly
+      regarding personal data.\n\n5. **Rise of Citizen Data Scientists**: The barrier
+      to entry for data analysis has lowered, with citizen data scientists emerging
+      as a powerful force in data research, utilizing intuitive analytics tools and
+      platforms to conduct their own analyses.\n\n6. **Data Sustainability Practices**:
+      A shift towards sustainability in data research is being observed, with researchers
+      adopting green strategies for data storage and processing to minimize environmental
+      impact.\n\n7. **Cross-disciplinary Collaboration**: 2025 highlights a trend
+      toward interdisciplinary research teams that blend data science with fields
+      such as sociology, environmental science, and healthcare, fostering a more holistic
+      approach to data analysis and problem-solving.\n\n8. **Expanding Use of Quantum
+      Computing**: The adoption of quantum computing in data research is beginning
+      to show promise, allowing for unprecedented speed and efficiency in handling
+      complex datasets and performing computations beyond classical capabilities.\n\n9.
+      **Augmented Reality (AR) Data Visualization**: AR technologies are being increasingly
+      utilized for data visualization, providing researchers with immersive and interactive
+      ways to analyze and present data, enhancing comprehension and engagement.\n\n10.
+      **Evolving Data Ownership Models**: In 2025, discussions surrounding data ownership
+      have evolved, with new models emerging that address consumer rights over their
+      data and create frameworks for fair data-sharing practices among organizations.''
+      \nUse this exact string literal inside your generated code (do not reference
+      variables like task_output.raw).Now generate Python code that follows the instructions
+      above."}], "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '3963'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.68.2
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.68.2
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAA4xXW29URxJ+968ozQs2mkG2wYFYYiXCEglFEQlJ2IedyKrprjmnSJ/uk6o+M4wR
+        /31V3T0XvKy0PBhpuq5ffXU5n88AZuxntzBzPWY3jGHxw69vfnIj3r//++rTx6fTB7/5wfmh3w34
+        7ieazU0jrT6Sy3utJy4NY6DMKdZnJ4SZzOrV82c3N99fPb16UR6G5CmYWjfmxbO0GDjy4vry+tni
+        8vni6kXT7hM70tkt/PsMAOBz+WtxRk+fZrdwOd//MpAqdjS7PQgBzCQF+2WGqqwZY57Nj48uxUyx
+        hO4xI7yER1dP4PHjV2/hbczUCVoawBH+ac/vSQnF9Y8f38LbCNeX1zdzQL/B6GigmNUkUTKv2TEG
+        4JgpBO4oOoIeNwRecMDMDkPYQRaMuk4ykIfiXpp9GCj3yaeQOiadA4aQthw7WCcBnHIaDNCq4wJh
+        5NjNASOGnbLJRw8j5kwSQcilLrLlMQfFjZnZ+yFRUO6ixYsxQ+aBirKQpkkc6ZPlMi6X8dpAeU8Y
+        FkWkgPGLJEeqHDuD4/hYoiqxZHYKDkdcceDMpBWDFblkfsDK4VH8HCjiKjyMLCdAZy5KSMXiPUHg
+        TfOhWQgHncManTnAbBZ4GMgzZgJPjpVTXAz4l720xMYUlUwZMxm8gE6SKmxQOE0KSi4n2Wf+1DJ/
+        E3srsa+J/0ZuEs47+JlQJyG1/P/FuYfcEwgrQVrXEFdC6HoroXEFejTzFM17ih0JuN2KRPcGR0k5
+        uRQKj8aAjubA0YXJl/gr0TxQdLIbCzMrUSpCr94uvPDGzO8N6k4zDQq5xwxGdo5TmjTsYEiRc5LC
+        qM0UIsmhSi3zZ5b5j8lNCinCm9wbaysCfyhZzr/3JARs3i1MITQ2AA1jj8pFzRChpsrDGNiVjtID
+        QvuCz2FrCK4FB9om+UthRWbM04ZCGskbHSga3lWRFVwKgZx1gqU/ZQ58T74askKTy6Y1Cm/Q7YqQ
+        s+LHPIfR2tRNASXsQKhDKRiPJJoihuKjAXFTyN/K+poz31ObB785pphZszY4YIUiTFKDzbIr+B47
+        wlAxEoS0JSHfknbNZmX1wSbQQNKVyisgjKaznoKZdGQMeQBgBaD0QMwTZ2uUYx/mZLwqkyFgtqlT
+        Osyl6CfDqScWSNvYAj3Q4DvLvmY7aUaOlSc7+EXQZRvNlvsr0J7XBvcWxSvo17IPg7Xq1fqmlZJs
+        DlCc9j/6NJaW7qT1zL5jD6BqToJdnVnjYR5ZXrZLBr4noLhhSdHGc+UgutxSe26pvbbmX3hWx2Pg
+        iLKD1ykEXKU6/C272rzc9YG7PlsxslD0Ldsy5uUrC4c8s02o2n6rYCrHGjtqlGcKBTHXW6E1ObbB
+        v5s/CL0p1eneE4bcOxSawzppJik8gSEJQZ8Ca2YHOI6S0MJID0jYAFsFGhaagm2FBsqLMvA+jRhL
+        Q/xRaf/rhDFPA7xOwzjlNvON8LVIKZrQ303I7YX+R907jrGVSfu0tUAGVnqw56Y4CjnyFK3DdaTW
+        57S27UrRFVr1GH3ZHPXq+FT8KeWWIokxff8+5TZ9VrRLNg2CXQU2m063VAPi+3IITN1QA7AFZ1Q+
+        f/X+onb/B9YJA98faPLqPWRyfWx7G1Cosfw4HcPuOKgONN6cWpobHhv2D9dhIYttN9Ha2Y141oUb
+        gi3u6spse7JWmGzaFSdGJ9tieyyEeoq2HiuoscOu3DAt+6vLwoNN5UZN+N02kmjPI/xsl5t+dQYZ
+        /yfVAq9OImmqBCoJpoNmuQDIzB56PtIWyil4MvFKx6D3YuvfhvY0kIDU9ksbm7BlYDVWe6hH5un+
+        MHTX2GQW2mNpkXE/tQCHZPNHOowNeX3yaBmXNrZvl9Huw9UUglHpZV0HOgbO548qQI8uqgyvjbbn
+        geJ5Fb+Af7yEq8vLEkD9yYjabF000/ZPSKeQ4SWc/y4TzYuTZpWC0qkk2vr5gGGiNyJJzpezd5Eg
+        SW345mVMbDeo7XnkCMGwyz3GEs02idcny9nFMtInR2OGN+W/wgCFvbdjTD9isJ5cPyoeITk3iZC/
+        hc+a5ZwuvhgCyzgKx3xe1S5Ob2uh9aRo932cQjh5wBhTa0S76v9sL18Od3xInc0mfaA6W3Nk7e+s
+        k1K0m11zGmfl9csZwJ/le2H66hNgZrNlzHc5/UXF3fOrp9Xe7PiZcny9ub5przllDMeHq+unL+bf
+        sHjnKSMHPfnmmDk7+fxR9/iBgpPndPJwdpL3f8fzLds1d47d/2P++OCs0uTvRiHP7uucj2JCH8s5
+        9W2xA84l4JmtbXZ0l5mkfD/RGqdQv65m9e68W7MduYUhJrIe7/wKHX536deXs7MvZ/8BAAD//wMA
+        3DbS63AOAAA=
+    headers:
+      CF-RAY:
+      - 935e87299cf3a672-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Fri, 25 Apr 2025 14:28:44 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '5857'
+      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:
+      - '149999047'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_4bf364c080fb893f411bc0caf70a1623
+    status:
+      code: 200
+      message: OK
+- request:
+    body: !!binary |
+      CsAECiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSlwQKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKABAoQJwgvn1O+77bcAv/6ETXhqhII7SvEEsVmcrsqDFRhc2sgQ3JlYXRlZDABOWAv
+      i44PljkYQUiqjI4PljkYSi4KCGNyZXdfa2V5EiIKIDZiYTkxMmY5MTI5ZDY4NDlhMGFjNDljZmJk
+      MzIxZGFkSjEKB2NyZXdfaWQSJgokNmY0YmQ0Y2YtMzYwZi00OWE1LTkxMWQtMmNjNGVmOGY1MTlk
+      Si4KCHRhc2tfa2V5EiIKIGIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3SjEKB3Rhc2tf
+      aWQSJgokNmZhOTQ1MDMtOTA3OS00NWE5LWI1MjgtY2QyMzFjMmFmNzc4SjoKEGNyZXdfZmluZ2Vy
+      cHJpbnQSJgokN2JlMDI2M2YtZDM5ZC00NWY0LTk3MTgtNmMxMzkxMmZkM2E4SjoKEHRhc2tfZmlu
+      Z2VycHJpbnQSJgokMTE4OWMxYzYtODVjOC00ZmJjLWE3MjItN2ZiNWUzNDY3MjVlSjsKG3Rhc2tf
+      ZmluZ2VycHJpbnRfY3JlYXRlZF9hdBIcChoyMDI1LTA0LTI1VDExOjI4OjI5Ljg0MDQ0N0o7ChFh
+      Z2VudF9maW5nZXJwcmludBImCiRiZDhjMGVhZC1iM2ZiLTQ0ZjMtYTFjYS0yNDFjM2FiN2M1OTN6
+      AhgBhQEAAQAA
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate, zstd
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '579'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.31.1
+    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:
+      - Fri, 25 Apr 2025 14:28:48 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 respond
+      using the exact following format:\n\nThought: I now can give a great answer\nFinal
+      Answer: Your final answer must be the great and the most complete as possible,
+      it must be outcome described.\n\nI MUST use these formats, my job depends on
+      it!"}, {"role": "user", "content": "\nCurrent Task: Review the context you got
+      and expand each topic into a full section for a report. Make sure the report
+      is detailed and contains any and all relevant information.\n\n\nThis is the
+      expected criteria for your final answer: A fully fledge reports with the mains
+      topics, each with a full section of information. Formatted as markdown without
+      ''```''\n\nyou MUST return the actual complete content as the final answer,
+      not a summary.\n\nThis is the context you''re working with:\ngood result\n\nBegin!
+      This is VERY important to you, use the tools available and give your best Final
+      Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o-mini", "stop":
+      ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '1429'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=wkXEexhVr9ZBmuI6XzF9uAdWMQBGN2mfn1UXhjqQg_s-1745591253-1.0.1.1-S2vloTEUZzHEud9Qla6EbW7.X7nqiOc1C3eamvIIeYXVotTLtfSySfDlIAp0RlW0Hl54Ct8rrq0K89cjXxwDn7w3DYax8U3M1c_YRUUUAvw;
+        _cfuvid=RWKAtnAhCQHGaWcX1nyhjjIy.taznv4CvumzL.iviUA-1745591253057-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.68.2
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.68.2
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFddb9y2En3vrxjY8Euwu7AdG8n1W5I6adAaTm1fFBf1yyw1kiZLkQo5
+        3LXaP38xpKRdN0bQF8PSkvN5zpnR3z8BHHF1dAVHpkUxXW+X73+//pXvf/m2bt/8/uX1/e79pxu6
+        aP4nf9DtpRwt9IZffyUj062V8V1vSdi78rMJhEJq9ezNxeXlf85en1/kHzpfkdVrTS/LC7/s2PHy
+        /PT8Ynn6Znn2drzdejYUj67gz58AAP7OfzVOV9HT0RWcLqY3HcWIDR1dzYcAjoK3+uYIY+Qo6ErM
+        44/GOyGXQ/8Mzu/AoIOGtwQIjYYN6OKOAsCj+8gOLbzLz1fw6B7dMfxMgmypgjvqfRDwDj55r48x
+        WYn50DF8dhJ8lYyWRC09tBwhlBvIXQTx0Ae/5Ur9avkCteRijsOhHSJH8DVIS1CjER8iaOSB10nY
+        NXq/UbehuIUdS8sOfArgQ4OO/0L1vSrBTac01zVBRTU7qgAjoGmZtmrRB6AnQ1TpQ0+h9qFDZwhK
+        r3lLEdjBFgP7FGFDA2AgjAvYtWxaYGdsqghqdugMo4WOJLCJC/A9hRwOWqC6ZsPkzLAA6nrrB6JD
+        dwtAV4FJUXxHASIKR61ATiaXca7Pjq2FiuyWgJ14IDTtWLRIgLEnI+q9riloUuwiN63E7KGYxLUl
+        CGR815GrcoxxNfbw45zITUlEG3l8fAy3Wwpbpt0EkXLosGQaJZjAwgYtsKvYoPigwR12By3EZAzF
+        +I8+sQPJqQZyCOQUIBjjDIWYTKvdC7Qllwia4HfSLhRSNQuu2bIMpZKBJAWnMGW3pSgdOVkVLB8f
+        w680wMfRKDy6sxW8enU3Gv2Ujb56dQXv9LJyOmqlIaKlCJawilBxICN2UEC23LQUwG8poLVTcCu4
+        TUFrTE6gw7ChDOAoAYUaptKOvtAFLCZnWorQ4pZgYLKVAhXOLk+exTBlrs4yS3qMAt8SBqGwenTn
+        msn1U08uEtygw4Y0c83mg/LIW6tRGB9FfUVAGz30FofsbsuCFlRIVvB+AN8Ld/xXpkkKEFPf2wFM
+        i+wWsKMSbKAqGaqeob3YXw9wdnqyAGlTBO4y8UdTay/iO7DsaPXoXmvUX3IT4QZDwy5qxA8tqUas
+        2WW7CqOpFtVciUybMTWqgEruJTl9IR5walHBiXaj4Wzu/PJkAZEbh7ksWVr2RG4JrbSrCTR3z/mi
+        wFnmqrLGIX5EWoZKgXed7EHrDXY9cpOZtoRr12Az9rRJFsOBY0wVSxZLrsgJ10NOs2PhBoUgOUdq
+        H8MwJ1yMPvXWBwJHu7lAUQJhl7tR8ZZC5HrIWjdCb9KJWQBuDxp5PcvWSypw+6LAQaCaQg5fETrS
+        Uh8rshrB5Dqq+EY1Z2gkP0Hno2T8LKmuiwBDh85RyGLvk5S54TuOmsa3hGr+x9z+ErzWC24LoHPM
+        irC7Qk92LIxF65E7pYKMdbPs1MvOh01t/S4+x3y/n3bCHWmNzxXxaK3f6b3aB/iW2GyUrik4DD65
+        SmVplnofKgpx4u4DmdZ565sB/itsD2L9rLuGklntaoOjr2WHgSAOUagrkC80owoqFAQJaDZ6vkhi
+        9CkYytGZbHeR5WwcrJ0ih52qud4nw5G9W3a4GeGiJcxAy3y9nqbYQ8BcpCyZUHuToiY4T7m40YFF
+        rtUZoQnkQIvmU6V9n4P2SfokU08XUKcgSty1t1HKNHt5qP6YpJ9nYmK11SgqkH2dtTbivc2InTyO
+        4T53kemeSTNxVsbcM0Bi6/tsZEPUz/lHwLVqlkyLjUUp0VQpShigDzqUzUjhG+9YZ6aeHGVEL47l
+        n0rV/RO2CjTvGp+bXX1NZeLNnJ6b9eVgXL/A6HfQeeGtbrG5Lrl3VBX8+1BmvAkpy5T63C9Sh3vZ
+        au/wcD+YJzrFmTrb3GjKaqghl/H91a+f7UBgaUs2rn5E8uvZBvyWTysgdQiPBd8DMoUtDdN+QvHA
+        ++hHNxDVgLdK5kC1VSHSyqr2dCxyWJKJuvcZ5z+rAd9PU/d+Pwl4IvA8zRD00YfYcq8FaQJ2h4Pr
+        O+bEha4/pPtzRvF6AITXp893BHZCQemhIumn3S5z9g8fNsvfuCZ4j1aNZmE5gJG0KOM93dDLBBxy
+        rkur99bl3iSDew5PkjhXWeUurykh17gOvoOz8xPN6+3Jvx+qUzAGA1GYCJx75Xv9sEgaPmXedchO
+        kF2e9993dRqRmfA6ar4vfp7iZaHPcqjySOVIzU0KI0nvKOukIagtPbFu01qiDJEQ0BW3OSZFWMjD
+        Lw9f2hfIEVUzQT9M4+D+EPUvMPTDS58IykoVZycTL2OKWgnFSIrsVDrKtryCX7Q4L5ArJ5tDnlxY
+        P6CVYZwevX4lTtb2Wx0WakzrRu8jK5bssPrxth17r0vqA3c0MxV1h27o4DuobAeKtHI8j9lngy4D
+        6+IttD6VpeP8ovy/KB+2dhgZlMdc+38AAAD//4xYTYvbMBC951cIw97S4nXLkhzbQ6GUPfQHLEa2
+        x7ZYWVL1kSWF/PcyI9lS0g3s1WONZHnezHuvSI7UyWJvzxBO2/2OAyhShMTOAIaO969sgX7mSrgl
+        cQFQLljEK0KHaHJKkqYYsVOhApfyzBYA1KPlCfrYD1BQCj8zfv1rEDzYKo71Q0GUaQb9AO6xIonc
+        bxcWpglcxBIdb7DiBOqqiSBcV/Y3piR7luY8SemVEkYQcCkmrCQ6X6+VC7hTWb53cPy84tHqLjif
+        7xBvUEGcuOl6dHDyzCYern5/KYMx4zcUwX9h5TNG44x6E2OSYgomamR5JwR0rJTb/0L5fuGkFkrp
+        E/clKV6vhXUkNkq+tslpr5kFbDlESMGnsmcWJJy48hu0NXYUl/D8E19fH+zvzE9m4U8QuD9nS5Be
+        fBp5DzSUjbEaBf82S4lmknSAwnJwhc1wO1zvuAzfz5G8URWo1U7AsUKrRMk/EUc6eEkd5sZIIGmI
+        lkvqQbR65VNYXgUl+MyeoygctX3jdthntLAlMqGVvvKBmzQ6sWpmrqYoZdUgYs2RMdJBUrElI1rt
+        htIRszAGx9GVU0HKIsCV0gmT6MW9pMhlc9+knozVnbtZWo1CCTe3eGNaodPmvDYVRS87xl7I5QtX
+        xl2F48341utXoO2ap0PMV2VzMUcPzVOKeu25zIHH+vh1/07GdiDfzhVOYdXzfoYhr822IupOXQR2
+        xXf/f573csdvF2r6SPoc6HswHobWWBhEf/3N+TUL6Mjde227ZzpwldDeegEW/8UAIw8y+bhRMbWj
+        UBNYY0U0RkfT1l+OzaFp6mNd7S67fwAAAP//AwAZMvcFJhYAAA==
+    headers:
+      CF-RAY:
+      - 935e874ff8c8a672-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Fri, 25 Apr 2025 14:28:56 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '12590'
+      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:
+      - '149999678'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_bf16bbadffb983950a431db59075b0f2
+    status:
+      code: 200
+      message: OK
 version: 1

tests/cassettes/test_multiple_before_after_kickoff.yaml

@@ -492,4 +492,584 @@ interactions:
       - req_1a11ba8b9c0cb1803e99cd95fa1fb890
     http_version: HTTP/1.1
     status_code: 200
+- request:
+    body: !!binary |
+      CuoRCiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSwREKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKnDQoQa1D4CGN+4CdZeuPKfuwBSBIIBesOCPKBdOkqDENyZXcgQ3JlYXRlZDABOQj5
+      Z40SljkYQRg9eI0SljkYShsKDmNyZXdhaV92ZXJzaW9uEgkKBzAuMTE0LjBKGgoOcHl0aG9uX3Zl
+      cnNpb24SCAoGMy4xMi45Si4KCGNyZXdfa2V5EiIKIDZiYTkxMmY5MTI5ZDY4NDlhMGFjNDljZmJk
+      MzIxZGFkSjEKB2NyZXdfaWQSJgokYjU4ZmQ1YWMtMTk4Ni00ZDAzLTg3NDgtNDBlMDU2OWY4Y2Yy
+      ShwKDGNyZXdfcHJvY2VzcxIMCgpzZXF1ZW50aWFsShEKC2NyZXdfbWVtb3J5EgIQAEoaChRjcmV3
+      X251bWJlcl9vZl90YXNrcxICGAJKGwoVY3Jld19udW1iZXJfb2ZfYWdlbnRzEgIYAko6ChBjcmV3
+      X2ZpbmdlcnByaW50EiYKJDI1ZDRmZDE1LTA1ODUtNGRhZS1hYTc0LTZlNTUyYzgxODk3N0o7Chtj
+      cmV3X2ZpbmdlcnByaW50X2NyZWF0ZWRfYXQSHAoaMjAyNS0wNC0yNVQxMToyODo1Ny4wMDYzODlK
+      xwUKC2NyZXdfYWdlbnRzErcFCrQFW3sia2V5IjogIjczYzM0OWM5M2MxNjNiNWQ0ZGY5OGE2NGZh
+      YzFjNDMwIiwgImlkIjogImMxZGU0N2JlLTFlMzEtNDQ0Ni1hZDQzLTA5NGJlM2RhZWIwNSIsICJy
+      b2xlIjogInt0b3BpY30gU2VuaW9yIERhdGEgUmVzZWFyY2hlclxuIiwgInZlcmJvc2U/IjogdHJ1
+      ZSwgIm1heF9pdGVyIjogMjUsICJtYXhfcnBtIjogbnVsbCwgImZ1bmN0aW9uX2NhbGxpbmdfbGxt
+      IjogImxvY2FsX2xsbSIsICJsbG0iOiAiZ3B0LTRvLW1pbmkiLCAiZGVsZWdhdGlvbl9lbmFibGVk
+      PyI6IGZhbHNlLCAiYWxsb3dfY29kZV9leGVjdXRpb24/IjogZmFsc2UsICJtYXhfcmV0cnlfbGlt
+      aXQiOiAyLCAidG9vbHNfbmFtZXMiOiBbXX0sIHsia2V5IjogIjEwNGZlMDY1OWUxMGI0MjZjZjg4
+      ZjAyNGZiNTcxNTUzIiwgImlkIjogImYwNzVkMzFmLTcyNzgtNGU1MS1iZjU3LTgwN2QxNzRhYWZl
+      YyIsICJyb2xlIjogInt0b3BpY30gUmVwb3J0aW5nIEFuYWx5c3RcbiIsICJ2ZXJib3NlPyI6IHRy
+      dWUsICJtYXhfaXRlciI6IDI1LCAibWF4X3JwbSI6IG51bGwsICJmdW5jdGlvbl9jYWxsaW5nX2xs
+      bSI6ICJvbmxpbmVfbGxtIiwgImxsbSI6ICJncHQtNG8tbWluaSIsICJkZWxlZ2F0aW9uX2VuYWJs
+      ZWQ/IjogZmFsc2UsICJhbGxvd19jb2RlX2V4ZWN1dGlvbj8iOiBmYWxzZSwgIm1heF9yZXRyeV9s
+      aW1pdCI6IDIsICJ0b29sc19uYW1lcyI6IFtdfV1KkwQKCmNyZXdfdGFza3MShAQKgQRbeyJrZXki
+      OiAiMDAxNzk3ZTNmNjJkMzNjZDFkNjM1ZWI2ZmRkNWI0NTMiLCAiaWQiOiAiNjJhOWM5N2QtY2I1
+      OC00MDU5LTkwNDQtZGFjMGM5NDE1NDgzIiwgImFzeW5jX2V4ZWN1dGlvbj8iOiBmYWxzZSwgImh1
+      bWFuX2lucHV0PyI6IGZhbHNlLCAiYWdlbnRfcm9sZSI6ICJ7dG9waWN9IFNlbmlvciBEYXRhIFJl
+      c2VhcmNoZXJcbiIsICJhZ2VudF9rZXkiOiAiNzNjMzQ5YzkzYzE2M2I1ZDRkZjk4YTY0ZmFjMWM0
+      MzAiLCAidG9vbHNfbmFtZXMiOiBbXX0sIHsia2V5IjogImIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1
+      YWFkMzY3NTc3IiwgImlkIjogIjVmYjliYTA4LTg4NzctNGM2Ny1hZDY1LTQ5M2VmMWQyMmUzNCIs
+      ICJhc3luY19leGVjdXRpb24/IjogZmFsc2UsICJodW1hbl9pbnB1dD8iOiBmYWxzZSwgImFnZW50
+      X3JvbGUiOiAie3RvcGljfSBSZXBvcnRpbmcgQW5hbHlzdFxuIiwgImFnZW50X2tleSI6ICIxMDRm
+      ZTA2NTllMTBiNDI2Y2Y4OGYwMjRmYjU3MTU1MyIsICJ0b29sc19uYW1lcyI6IFtdfV16AhgBhQEA
+      AQAAEoAEChDCfDeSqiPVqIlnyFMODhbJEghtwT/c3MzqLyoMVGFzayBDcmVhdGVkMAE5CJKNjRKW
+      ORhBGDaOjRKWORhKLgoIY3Jld19rZXkSIgogNmJhOTEyZjkxMjlkNjg0OWEwYWM0OWNmYmQzMjFk
+      YWRKMQoHY3Jld19pZBImCiRiNThmZDVhYy0xOTg2LTRkMDMtODc0OC00MGUwNTY5ZjhjZjJKLgoI
+      dGFza19rZXkSIgogMDAxNzk3ZTNmNjJkMzNjZDFkNjM1ZWI2ZmRkNWI0NTNKMQoHdGFza19pZBIm
+      CiQ2MmE5Yzk3ZC1jYjU4LTQwNTktOTA0NC1kYWMwYzk0MTU0ODNKOgoQY3Jld19maW5nZXJwcmlu
+      dBImCiQyNWQ0ZmQxNS0wNTg1LTRkYWUtYWE3NC02ZTU1MmM4MTg5NzdKOgoQdGFza19maW5nZXJw
+      cmludBImCiRmYTc4M2NkZS0yYTIzLTQxNzAtYjU2ZC1iMzFjZTcxMGNhZDNKOwobdGFza19maW5n
+      ZXJwcmludF9jcmVhdGVkX2F0EhwKGjIwMjUtMDQtMjVUMTE6Mjg6NTcuMDA2MjU2SjsKEWFnZW50
+      X2ZpbmdlcnByaW50EiYKJDMzZmRiMDZkLWY0ZjItNGVhZS1iZDhkLTE0NGU4NmIwMWNiMnoCGAGF
+      AQABAAA=
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate, zstd
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '2285'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.31.1
+    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:
+      - Fri, 25 Apr 2025 14:28:58 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 respond using the exact following format:\n\nThought:
+      I now can give a great answer\nFinal Answer: Your final answer must be the great
+      and the most complete as possible, it must be outcome described.\n\nI MUST use
+      these formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent
+      Task: Conduct a thorough research about plants Make sure you find any interesting
+      and relevant information given the current year is 2025.\n\n\nThis is the expected
+      criteria for your final answer: A list with 10 bullet points of the most relevant
+      information about plants\n\nyou MUST return the actual complete content as the
+      final answer, not a summary.\n\nBegin! This is VERY important to you, use the
+      tools available and give your best Final Answer, your job depends on it!\n\nThought:"}],
+      "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '1245'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.68.2
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.68.2
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFdNbxw5Dr37VxB9mg3ahuPE68S3SSYZZBYZePOxl8nAYEusKm5UZIVS
+        daczyH9fUKpuO9kssJcGuiRR5CPfI/XXCcCK4+oaVmHAEsYpnT7754t/bG/eT0N/0f9il7/+3r+/
+        +PT59eP+Rn77bbX2E7r5N4VyOHUWdJwSFVZpy8EIC7nVh1ePLy+fPnz06KoujBop+bF+KqeP9XRk
+        4dOL84vHp+dXpw+fLKcH5UB5dQ1/nAAA/FV/3U+J9Hl1Defrw5eRcsaeVtfHTQAr0+RfVpgz54JS
+        Vuu7xaBSSKrrr0B0BwEFet4SIPTuNqDkHRnAB3nJggl+rv+v4YN8kIdn8ODBryRUOMAL6VmIjKWH
+        n+MWJVB+8OAa3lAgKbAxwo9lMJ37IQMLPH/z6u3NGygUBtGk/R4G3BKQ4CZRhByYpHAuGYpCpC0l
+        nSCYThl2XAYgGfyOCMWQS4Y8hwEwQ6xXFDBq8QZaQ+RMmAmKJrL2CSUCj5PpliLIXIw9YZhgMu04
+        UV5D5l6444BS0t43YygeXacaIVOYjcv+zIG4cCBuEko5fYaZIjxjnRLmwqFi8G6gQwijg6EdbO52
+        QCRjd6MzHWFyMzBiIWNMGThDjyx+cTH3QGXdEGAR3aJ/yFAG9JDjHAiMEnuQoAKd5swJuplSPoPn
+        Ok4oTBnQqOZ7Mo1zcOMb1ki9YXT84ehb9SnrbIEyJP5IENSkwpfnHi2g0Bq8jow3c8WnKJBs2VQ8
+        WEyQ51yQBTecDog9csT+RVY4YIKXaKOffGcksSL23jYosD1s6JYNA3qirae4hrlw4i/16z6aTiru
+        rzuGdPxbFHrTHXRGeViiJS+/uV6ARpjP4N3AGUYqg0ZwEo78xaN1W3OmarMYSp7USgUcaOScHfm1
+        G91ydD+SVl9reSyIsUAkyZT2MOk0JxcCCFyYcsXh8bFyPDnjLBzaBW8oE1oYHIy3ZY6etEqQPOhO
+        Wr4DmePaSiZX7oajEYKFbTDug5oN/AUTCJWd2se8BkxJdzVdA42OUx5qUTgVyM151LQlgR2aAGEY
+        QMtA5tU7US4H3DwnOpE4j2gHuCWZKUOnBrNEMidhhadVNoXGdjcfVCcyLC44Gxpwy2oVlkuH5TVF
+        DlV0GkC/cA66JeODsDSEgKWo5yceKDweDy7IuIsuKr7PqbgY2nso7rMrts4SF2mZ1EWRMfluw4lm
+        FzjqOgolr4ElpLlGhFL4lKVLOI5Y1FpU/lU/c3SfJ/MIPd1rmHC74A073FeARLeUYBrQRgz1Gkyt
+        MP7uCDxP7ELgoXJick6/Ei5cEasgNGQ2RuRIV1qzeMPJLH3yS8LsgqRyECB3ITS7p7bYLYuwBpwq
+        +7Xz4uHqLgvQ52I0OvOlYZwhzq6mB0MQBpSeloJo+FBubjXFNBi8mxwFuAkIJhYu+3ta3cQjz0aN
+        R42xlRE/UJGrWiYcTDeerbfz5AyFt/tcaDwqr3dADykrJxjbbh0bOVtNDoSpDLVMNkQCedKSuB+K
+        60wtiY5rDfuZWClaE4kFNiTUcfDrm2lqRFza05FPME8FP97rRff7k4PhBYlpKVnYcq9WtWWc6mUI
+        eeDOEdyhxQyjGsGgiV2mj/o41Q4RFnF54vC8CHrauQsx7eGGcoHXKNiTa7MjdOjVjgZL8RbgGuUM
+        h/G4E356dfP6b61b86f5IEY00vdivGHnd1Xt2hU0AfYuKGuYBjIdVcjZOuUlbutRONQLObDXTdFD
+        KwsDjdUUyzQX2A2cCEZkKUtL9Lpd0ldDflr1lIxEPCXPffm+lL4byCmS63zT9M+DNo/Wy+F4shGi
+        pjgqiHp3/TSzeeXKjAmMaqaaDMSa89YJqOXmWK6JAHvjMKcyGybQqVLoDI5uZkcqk7m6e422eNaH
+        +aS2Zt6SZS77BtoBHrRNbfJaJmMpLe0Pzx2Et3spQ53MnvGd4r50Ut0cSXWgyCHxzjNnyvHsZjlb
+        NfYuDPpeUuuMu5y+B10dJ73/svN346GPrTAWIVkf57aMqeyhCcWWa79MafZSdEzuNyxXE7/TaMsF
+        E3853twGGIq1dS8d7POE4p++yUFnKoXJGmDvBsoEA/dDJX323BplL3u/p1OjeqB2vkpPO/SeOkYe
+        57A1RBpVcrGDQhCMe2OMrviVYruBw3Ds2O6FNCnd+Mzd1QliUpZSw1ym4I4DsHj5tSwuNMcEOE3p
+        MDKwAMZolF37oU+6cagHTImkp3wG9yd/o27O6K8PmVO6t4Ai2oac+ub4c1n5enxlJO0n003+7uiq
+        Y+E83HrvUfEXRS46rerq1xOAP+trZv7mgbJq+nZb9CPV6y4unjR7q7tH1N3q5cXTZbVowXS3cHV5
+        tf6BwdtIBTnlew+iVcAwULw7evd6wjmy3ls4uRf2f7vzI9stdJb+/zF/txACTYXi7WQ+t3wb8t02
+        I39k/q9tR5irwysXEw506zXuqYjU4Zza02+Va3u87Vh6sqobvqWbbs8fPb14cnFx/vR8dfL15D8A
+        AAD//wMA4PXJ2A0PAAA=
+    headers:
+      CF-RAY:
+      - 935e87a06f4aa672-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Fri, 25 Apr 2025 14:29:05 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '8799'
+      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:
+      - '149999724'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_6c63c9b5ba9fa2d10d8dbb539b171c23
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are a expert Python developerYou
+      **must strictly** follow the task description, use the provided raw output as
+      the input in your code. Your code must:\n- Return results with: print((True,
+      data)) on success, or print((False, ''very detailed error message'')) on failure.
+      Make sure the final output is being assined to ''result'' variable.\n- Use the
+      literal string of the task output (already included in your input) if needed.\n-
+      Generate the code **following strictly** the task description.\n- Be valid Python
+      3 \u2014 executable as-is.\n- DO NOT wrap the output in markdown or use triple
+      backticks. Return only raw Python code.- DO NOT use `exec`, `eval`, `compile`,
+      `open`, `os`, `subprocess`, `socket`, `shutil`, or any other system-level modules.\n-
+      Your code must not perform any file I/O, shell access, or dynamic code execution.\nAdditional
+      instructions (do not override the previous instructions):\n"}, {"role": "user",
+      "content": "Based on the task description below, generate Python 3 code that
+      validates the task output. \nTask description:\nmake sure each bullet contains
+      a minimum of 100 words\nHere is the raw output from the task: \n''1. **Genetic
+      Engineering Advances**: Recent breakthroughs in CRISPR technology have enabled
+      scientists to develop crops with enhanced traits such as drought resistance,
+      disease tolerance, and improved nutritional profiles, significantly impacting
+      food security.\n\n2. **Plant-Based Bioplastics**: The development of bioplastics
+      derived from plant materials is gaining traction, with innovations that reduce
+      reliance on fossil fuels. Companies are now producing biodegradable plastics
+      from sources like corn and sugarcane, contributing to environmental sustainability.\n\n3.
+      **Vertical Farming Trends**: Urban vertical farming has surged, utilizing hydroponics
+      and aeroponics to grow fresh produce in urban areas. This method minimizes land
+      use and transportation emissions, providing local food sources in densely populated
+      cities.\n\n4. **Plant Communication Research**: Studies have shown that certain
+      plants can communicate through mycorrhizal networks, allowing them to share
+      nutrients and even warn each other of pests. This has opened new avenues for
+      understanding plant ecology and cooperative behavior.\n\n5. **Medicinal Plant
+      Discoveries**: Research into traditional medicinal plants has led to the discovery
+      of new compounds with potential therapeutic effects, including anti-inflammatory
+      and antioxidant properties, paving the way for novel pharmaceuticals.\n\n6.
+      **Climate Resilience Initiatives**: Plant breeders are increasingly focused
+      on developing climate-resilient crops capable of thriving in extreme conditions
+      due to climate change. This includes breeding for heat tolerance and salinity
+      resistance to ensure food production sustainability.\n\n7. **Microbial Support
+      Systems**: The role of soil microbiomes in plant health has been spotlighted,
+      with findings indicating that beneficial microbes can enhance nutrient uptake,
+      disease resistance, and overall plant vigor, prompting a shift towards more
+      holistic farming practices.\n\n8. **Eco-friendly Pest Management**: Advances
+      in integrated pest management (IPM) techniques have emerged, utilizing biological
+      control agents, pheromone traps, and organic pesticides to reduce chemical input
+      while maintaining crop health.\n\n9. **Perennial Crop Research**: There is a
+      growing interest in perennial crops that do not require annual replanting and
+      can provide more sustainable agricultural options. Perennials conserve soil
+      health, improve biodiversity, and reduce carbon footprints.\n\n10. **Synthetic
+      Biology and Food Production**: The integration of synthetic biology into agriculture
+      has led to the creation of crops that can grow in suboptimal conditions, such
+      as salty or heavily polluted soils, allowing for the revitalization of degraded
+      lands and expanded agricultural frontiers.\n\nThese highlights represent the
+      forefront of plant research and innovation, demonstrating the myriad ways in
+      which plants continue to be a focal point for scientific inquiry and practical
+      application in addressing global challenges.'' \nUse this exact string literal
+      inside your generated code (do not reference variables like task_output.raw).Now
+      generate Python code that follows the instructions above."}], "model": "gpt-4o-mini",
+      "stop": ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '4415'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.68.2
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.68.2
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFdNbxw5Dr3nVxB9sR20DTtxPsbYHMYZZ5HZDZCNPdnDOAjYEquKGxVV
+        Q6m60wny3xeUqro7mVlgfbDhkkiRj3yP0tcHAAv2iytYuA6z64dwev2vm39eXnfPNv9YXWz43c34
+        8y9vbv/dcf90+PXxYmkWcfUfcnm2OnOxHwJljlKXnRJmMq8Xzy6fPPnp4vHl07LQR0/BzNohn17G
+        056FTx+dP7o8PX92evF8su4iO0qLK/j9AQDA1/Lb4hRPnxdXcL6cv/SUEra0uNptAlhoDPZlgSlx
+        yih5sdwvuiiZpITuMSO8gKOLM3j48O8klNnBjbQsRMrSws9+jeIoPXx4Be/IkWRYKeGn3Gkc2y4B
+        C7x89/r27TvI5DqJIbZb6HBNQIKrQB6SY5LMKSfIETytKcQBnMYhwYZzBySdneEhK3JOkEbXASbw
+        5YgMSjUJR0vwnAgTQY6BtH5C8cD9oHFNHmTMylYFDDBobDhQWkLiVrhhh5LD1jajy5ZdE6OHRG5U
+        ztuz+3u5v5dHBsXbgJJPrzGRh2uOQ8CU2RUU7jqak+gNjtjAar8DPClbII3GHgZzAz1mUsaQgBO0
+        yGJHZ7UYoiwrBiwS12gfEuQOLWk/OgKlwJYmRIEmpsQBmpFCOoOXsR9QmBKgEkjcWL5+dOZ8xdFT
+        q+itArCLrcSU4qiOEgT+ROCiSgEwjS2qQ6ElWHsor8aCUI5AsmaNYsligDSmjCy44rDH7LFh9p40
+        s8MAr1B7s71TEl8w+01XKLCeNzTThg6t2NqSX8KYOfCX8nXrNQ5RLGILDWn3b47QatxAo5S6KV+y
+        FhzLAaiE6QzuOk7QU+6iB2NXz18sX/M1Jio+s6KkIWoukAP1nJJhvzSna/YWR4gl1tIiE2Ys4EkS
+        hS0McRiDMRwcZ6Y0IXG56x4rUD8Ku3rEO0qE6jqD4zaP3gpXaJK6uJFac0dq2Na2SeBQwO2cEEyc
+        g37romrHXzCAUN5E/ZSWgCHETSlZR70hlbrSGEYIMneWN61JYIMqQOg6iLkjtQ4eKOUZOatKHEiM
+        TbQBXJOMlKCJCqN4UqNiAah2N7nKeXPvYhxIMfOaYEUdrjnqBMwTA+YNeXZs3KwQ/cLJxTUpzwJT
+        MQKWHK1GfqZyvzOcsLEgTVxsnxFycrS1ZCxqk+M4ip8kZoimeIzBdisONJrQUdOQy2kJLC6MJSeU
+        zKcsTcC+xxy15mVf42f2FvOglqOVfAkDrifEYYPbApHENQUYOtQeXTkGw9wcTw2Dl4FNECxZDkzG
+        7dfCmQtqBYaKzUqJDO1CbxabJ4mlDXaMG02YosxCZEG46vdUJ795kliHQ1GB2FgDcQmYBehzVupN
+        AaSinMCPpquzI3AdSktTU1SEKNWwqnYqdIR5L8VVSDCwcN4eqHYVkTQqVTZV3hZW/KWaPCutwk7j
+        yip2Ow7GVLjdpkz9ToNtxFlSKXKAvu6OfSVp7cyOMOSutMqKSCANMQduu2x6U9qi4dLJZuMLUUsx
+        McOKhBp2dnx1TZWO06jasQrGIeOng7l0OKsMDmtKDFPbwprbqEVj+qEchpA6bgzDDapP0Ecl6GJg
+        E+ydTg5lVridyDw3gG5cPG0sCB+28JZShjco2JLptGE0T27DgyXbODC1MqZDv9sJx6/fvjmps5v/
+        GGdRop5+lOUVG8+LfpcJEQNga8KyhKEjjX0UMs4OacpcWxR25UB2bL2T4zzWXEd9ccUyjBk2HQeC
+        HlnyNB6td6cCTkn/VJSVlESsLC9tw6Go3nVkREmAZUbUNs+klq+1xM6y0qKU2UeQaLP2j5HV+ldG
+        DKBUqlXlwJe616lAtT67pg0E2Cq7MeRRMUAcCpHOYBdmMqwSqem89WnNaDnfV8qg5jVp4rytsM0A
+        oa7KyI95UJY8l/7i3GC43Uruyl3tmvfq+8rI9XZHrpkoc/GNb8aXne1qsi1qu0+EfhTXcpWdrA/A
+        M1zKNGbj8cqS72tzTIKy3N3kEoa8hSoYay7TM4TR2tFQORxepip2ptKaMwb+sju5XmjIl0E+TbPP
+        A4p9+q4KjUbJTDpDdtdRIui47Qr5k9VXKVnz20lNVComZQ4Wmuo8h8rVcnczW4KnPkrKOisFQb9V
+        Rm/qX4i26dh1u/ltcUgV1RUBmnDbBIssuSQ63YwbdsBiLVjrONEdA+AwhPkCwQLovVKyKQBtiCsD
+        u8MQSFpKZ0f3ci9Zt1f3Yrf81RgC5Y/lsAQvwG76Z2kInI+PKi5HJ3WnRVJ32xnf2U2+7IcbCCTH
+        dfkE/gYX5+cHy/ajyIngPYaRblSjHjdH19VvTZlNAexeEjVfwdfq6verx+cfvp2dnc3hKKUxZHgB
+        x3c6mrJixpN7oc+Ohgw35Y/hgQno6keTVxgSLaE5eo+BfQWuQbZmrk8Ni+sKvqasx3Tyzc68l0Kw
+        4+rk5PChpNSMCe2xJmMIBwsoEuvVsTzRPkwr33aPshDbQeMq/WC6aFg4dR9tlkexB1jKcViU1W8P
+        AD6Ux9/43XtuUafFxxw/UTnu+fnj6m+xf3PuV58+mp6Gixwzhv3CxeWj2e47jx89ZeSQDh6QC4eu
+        I7+33b82cfQcDxYeHOT953j+ynfNnaX9f9zvF5zVnfzHQe0q+H3O+21K9ij/X9t2OJeAF+m/AAAA
+        //9KLSrLTE6NBxUW4M5walpiaQ6kq6xUDG5txKdl5qWnFoFTCEhJWkF8SlJicqKZQUqagRJXLRcA
+        AAD//wMAvk3QbD0QAAA=
+    headers:
+      CF-RAY:
+      - 935e87d8be83a672-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Fri, 25 Apr 2025 14:29:19 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '13449'
+      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_17bb8696f535c626c17a5f2a2fcb08ef
+    status:
+      code: 200
+      message: OK
+- request:
+    body: !!binary |
+      CsAECiQKIgoMc2VydmljZS5uYW1lEhIKEGNyZXdBSS10ZWxlbWV0cnkSlwQKEgoQY3Jld2FpLnRl
+      bGVtZXRyeRKABAoQ5GJxtiLjMfqcLosmZBGCHhIIFCC6dc+ZfEgqDFRhc2sgQ3JlYXRlZDABOfC0
+      gNUXljkYQVAcgtUXljkYSi4KCGNyZXdfa2V5EiIKIDZiYTkxMmY5MTI5ZDY4NDlhMGFjNDljZmJk
+      MzIxZGFkSjEKB2NyZXdfaWQSJgokYjU4ZmQ1YWMtMTk4Ni00ZDAzLTg3NDgtNDBlMDU2OWY4Y2Yy
+      Si4KCHRhc2tfa2V5EiIKIGIxN2IxODhkYmYxNGY5M2E5OGU1Yjk1YWFkMzY3NTc3SjEKB3Rhc2tf
+      aWQSJgokNWZiOWJhMDgtODg3Ny00YzY3LWFkNjUtNDkzZWYxZDIyZTM0SjoKEGNyZXdfZmluZ2Vy
+      cHJpbnQSJgokMjVkNGZkMTUtMDU4NS00ZGFlLWFhNzQtNmU1NTJjODE4OTc3SjoKEHRhc2tfZmlu
+      Z2VycHJpbnQSJgokNTJjZjkwYzUtYWIyOC00MTYxLWI0NjItZDhmNDg5YTUzZTlhSjsKG3Rhc2tf
+      ZmluZ2VycHJpbnRfY3JlYXRlZF9hdBIcChoyMDI1LTA0LTI1VDExOjI4OjU3LjAwNjMzMUo7ChFh
+      Z2VudF9maW5nZXJwcmludBImCiRlODJmMThiMC01NTBjLTQ0ZTItOWRlNS0yYmI2NWMzZWZhY2J6
+      AhgBhQEAAQAA
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate, zstd
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '579'
+      Content-Type:
+      - application/x-protobuf
+      User-Agent:
+      - OTel-OTLP-Exporter-Python/1.31.1
+    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:
+      - Fri, 25 Apr 2025 14:29:23 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 respond using
+      the exact following format:\n\nThought: I now can give a great answer\nFinal
+      Answer: Your final answer must be the great and the most complete as possible,
+      it must be outcome described.\n\nI MUST use these formats, my job depends on
+      it!"}, {"role": "user", "content": "\nCurrent Task: Review the context you got
+      and expand each topic into a full section for a report. Make sure the report
+      is detailed and contains any and all relevant information.\n\n\nThis is the
+      expected criteria for your final answer: A fully fledge reports with the mains
+      topics, each with a full section of information. Formatted as markdown without
+      ''```''\n\nyou MUST return the actual complete content as the final answer,
+      not a summary.\n\nThis is the context you''re working with:\ngood result\n\nBegin!
+      This is VERY important to you, use the tools available and give your best Final
+      Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o-mini", "stop":
+      ["\nObservation:"]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '1427'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.68.2
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.68.2
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.9
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//nFdLc9xGDr7nV6Dk2otqRiXb8ibRzVbkWLXOltdJnFStLj1NkMS6CXAb
+        zZHG+fNbAB/DUR6HvbjKGjYb3wMfwN++Ajij6uwazmIbSuz6tH3zr9v3734pr66+ufry65dfd99X
+        V5cv7t7lT59evv/72cZOyO4/GMt86iJK1ycsJDz+HDOGgvbW519fvXr17fOXr771HzqpMNmxpi/b
+        K9l2xLR9cfnianv59fb5N9PpViiinl3Dv78CAPjN/7U6ucLHs2u43Mx/6VA1NHh2vTwEcJYl2V/O
+        gippCVzONscfo3BB9tLvgOUBYmBoaI8QoLGyIbA+YAa457fEIcFr//813PM9P4Mb6fqMLbLamY/Y
+        Sy4gDB9S4ALfhRLgNYd0UFI/8AzuuGSphmj03PNPLUKYHgCpofdzlZ3rs+ypQoWYqVAMCYiVmrYo
+        EBeZHm0xpNJuoMnyUFroQymYWTegPUZChYr2mJXKYQOBK0DeUxbukIu/sU4DckS9gJ9aUsgjgkCd
+        QhHQA5cWlb4gZEy4txtr4oq4UX+d7BTzPhgYhTpLB/uQSQYdMSgW3UCfUZELcQMBYsKQYeAKs6lh
+        r1oBP3DoKCqUNhTXgriW3EGFkZSEt134bCf6LBFV0biA0GSKQypDxg1E4aWkEXIrucy/X0wqfD/S
+        9WGi655dpS/26idMQhsUlBqmmqLVSF2fKM6QJYP0hTryszFLDwfCVI30nMLkUIYcEmAUPWjBTi/g
+        00RXHWKRrKBDbCEo8FAyIRcI+0Ap7Ci5hA+hYIYQDfwGktkB8LEXdex2ZcGux2w3IdRpiGWYSnU7
+        p8NR84nzEe9EzDP4Bx7g7STxPW/h/Pyfcyk/BA4NmnWuz89HiyvgY0s7Kq47VjN7GbU3IRR2QbGy
+        llgQJdxj0ouxO+ymGApOkjOVLA3y9BBUlDFa1VFyxhQKwgOVFhKGGmKbJEvfHlKCqZE3Jk+I7rW+
+        lSKzgye77jGHlI6YDd8vzunrFc8Gb/yrloyqdl3lDVGRZZS2K6RW/AZaalqXw24uLVodkkswnqUG
+        ypkaFwK6hcWLmUPiUditDnVN0VlaNapChZ2wFrvLxU+m8LEGg1bngezyCdR7t8btZA0D9OPAo1/I
+        ImWIFJLb95SmC3jNJ4mkbaiwgr1eQD2ktNWBf9ci2srD3LOYSyBe4qe02ZKReJISdCpjAw8tJQQp
+        LWaFkBFCFXpDVQSSPGzHaqNwRe7gxaIfMUrXIVejsw3wnU0c4wpKoCQZq6PfjoRbbDQ5dCtXqlCC
+        glpcXmRja+zocGKTO46Se3EFsK4xFod1lHVUp3HMYpG3twsf1i6qhjyGxJTnE41aQoPqt/xcKFnY
+        Oul2zPo3o4JksKka2K7yvnWfWcWte2wkax0WLq6/aFvEDMNlVmVOwR8nkb6bZ8Q9vyFZJoY5xUKW
+        y+yVJbmswSmRx4i5Twc12aerbZgg4GPoiEd2zEhPB5J3shujrjEbW23YUQlFvZsz7YYysnkaoxgl
+        SeMM7kIKcwnWdIwWjDP49Sgw0SQX/Yucm9n4SLFlVLWm8YyKkhJGc6apGtJk9ZAx6BhHmWILuzV1
+        cyxaLmBe02XucL9Z0RUpBrXx+1ayDXhPjA109IjVdqbMBZ9i3HoNKwjw8vJvNhatCO8ve6mFO+r8
+        qDsmjw3VCcs0A2EePiPsdyPpPon8oONeNDldGI7dCLWozyIYmP47oM36lcwbmCb1iQirJlmMdQE3
+        U2YgV9hRXJzimVAgk36GanDmYhu48dcm6nxs+ISfICTRv0yJW44y5NCgm8WI2iXS1qNB6hMBt7WF
+        R5UO0GebJxGPs5m4YLZR3/tKsyrAN50J7BQbVMgy44SGJYZqiYP6BnREP25pVeAGTbslSI+hgo+F
+        OE53eCPfnoh0t2x19/zzSetMgylEx3sq7byBzAEzrZZPx8Ux/Fa5ajU/QTiRdgF/3nA3o4ZwY6Ii
+        3Pqbve1uhuzm8yWSUhpG46gD0JbqcWiOdfYtsiXCYTZJJud0tQnpZuxTlQ4XRndJpPNACTkRZutq
+        hpa0SPZ0CbYtzNF8fv5BUhoc3Z1TaIW+o6addxWpIVAe49CmSr88b0ZOxJ/HVtQy8JPhnbEaoudL
+        P30c7NHsZmlmQBV9cZkAn6b4Hzr9dbUXW6vGCS+JxoaizqKjQEfF59axkcbOmmebws6ML534M0u6
+        J1wt21bPIrNd+oMwlfG+CfjEDPEUllJ7IE44TgLT/S3FVoTQBEtCYLQa97g40WlfObSXfkhhvRzA
+        jXBMg/rH1enHmXtp2Wxsqzdj+YTCcXp0QypUh4j2h2Asl9VH2SjX//Fh9eYwJkafcd4OFZfPqI3N
+        /8/YSrJGHb95VstMbrya9XbRetCYNvjkI/D3k3FzOp0Tnm5DS5Pe/A8AAP//jFi5bgMhEO33K1b0
+        jqzIspI6fZrUFsIca2LMIBasJJL/PRpYFohdpB4YmPvNA0QUETeRS45iaW0JlOWi7vpvHQSY3RUm
+        aLtMhrzulcEX+sRBzWUdMsyKmTO3Lmfv8iuMH0G6lMpvYLEiRgUGUWF0WEBiaYnBM35OwTNgp02Q
+        /rKmMMLu4snOhQXQ5dGJ050dEdmhjalN9LEEPzGrf5ah2mCuh/gCmQLUfs3jeAySn3J72giEwnZk
+        znlg/JQtuJSiaXvufUI1/l47sPl+arkML1WcGfIpNhrTCJi1sGACZFEOi+S28iYGJufhOP+5SlTa
+        dSj6CSxyJHMAR5L0NozjIfEzsaNcCGamCzTAWabnnve7rI9UWqhK9y8Le0MCBGaq4HVXrnUKqZAI
+        8OeG4iEcfSnq1coHsSg0NIKhMfv+O490Z9O1nf6jvgo4l7jJUOel0Lw3uR7z8jPBysfHVjenDxPM
+        NM0lDVp6DIWQikWTySySER1VGkGD8zozWspRcWSc7bdCbclwG34BAAD//wMAZyOW6N8TAAA=
+    headers:
+      CF-RAY:
+      - 935e882e2d44a672-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Fri, 25 Apr 2025 14:29:32 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '12958'
+      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:
+      - '149999678'
+      x-ratelimit-reset-requests:
+      - 2ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_a16b6b72734b672d38321ca8b5d40ef7
+    status:
+      code: 200
+      message: OK
 version: 1

tests/config/tasks.yaml

@@ -6,6 +6,7 @@ research_task:
   expected_output: >
     A list with 10 bullet points of the most relevant information about {topic}
   agent: researcher
+  guardrail: make sure each bullet contains a minimum of 100 words
 
 reporting_task:
   description: >

tests/project_test.py

@@ -1,4 +1,5 @@
 from typing import List
+from unittest.mock import patch
 
 import pytest
 
@@ -142,8 +143,31 @@ def test_agent_function_calling_llm():
     ), "agent's function_calling_llm is incorrect"
 
 
+# VCR could not record the request to localhost from Docker to get it version, so we need to mock the tool.
+# TODO: We can remove this mock after some issue such as https://github.com/kevin1024/vcrpy/issues/519 been addressed
+@pytest.fixture
+def code_interpreter_tool_mock():
+    with patch(
+        "crewai_tools.tools.code_interpreter_tool.code_interpreter_tool.CodeInterpreterTool._run",
+        return_value="(True, 'good result')",
+    ):
+        yield
+
+
+def test_task_guardrail(code_interpreter_tool_mock):
+    crew = InternalCrew()
+    research_task = crew.research_task()
+    assert (
+        research_task.guardrail
+        == "make sure each bullet contains a minimum of 100 words"
+    )
+
+    reporting_task = crew.reporting_task()
+    assert reporting_task.guardrail is None
+
+
 @pytest.mark.vcr(filter_headers=["authorization"])
-def test_before_kickoff_modification():
+def test_before_kickoff_modification(code_interpreter_tool_mock):
     crew = InternalCrew()
     inputs = {"topic": "LLMs"}
     result = crew.crew().kickoff(inputs=inputs)
@@ -151,7 +175,7 @@ def test_before_kickoff_modification():
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
-def test_after_kickoff_modification():
+def test_after_kickoff_modification(code_interpreter_tool_mock):
     crew = InternalCrew()
     # Assuming the crew execution returns a dict
     result = crew.crew().kickoff({"topic": "LLMs"})
@@ -162,14 +186,14 @@ def test_after_kickoff_modification():
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
-def test_before_kickoff_with_none_input():
+def test_before_kickoff_with_none_input(code_interpreter_tool_mock):
     crew = InternalCrew()
     crew.crew().kickoff(None)
     # Test should pass without raising exceptions
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
-def test_multiple_before_after_kickoff():
+def test_multiple_before_after_kickoff(code_interpreter_tool_mock):
     @CrewBase
     class MultipleHooksCrew:
         agents: List[BaseAgent]