chore: restructure test env, cassettes, and conftest; fix flaky tests

Consolidates pytest config, standardizes env handling, reorganizes cassette layout, removes outdated VCR configs, improves sync with threading.Condition, updates event-waiting logic, ensures cleanup, regenerates Gemini cassettes, and reverts unintended test changes.

lib/crewai/tests/cassettes/TestTraceListenerSetup.test_trace_listener_ephemeral_batch.yaml

@@ -1,126 +0,0 @@
-interactions:
-- request:
-    body: '{"messages": [{"role": "system", "content": "You are Test Agent. Test backstory\nYour
-      personal goal is: Test goal\nTo give my best complete final answer to the task
-      respond using the exact following format:\n\nThought: I now can give a great
-      answer\nFinal Answer: Your final answer must be the great and the most complete
-      as possible, it must be outcome described.\n\nI MUST use these formats, my job
-      depends on it!"}, {"role": "user", "content": "\nCurrent Task: Say hello to
-      the world\n\nThis is the expected criteria for your final answer: hello world\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:
-      - '825'
-      content-type:
-      - application/json
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.93.0
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.93.0
-      x-stainless-raw-response:
-      - 'true'
-      x-stainless-read-timeout:
-      - '600.0'
-      x-stainless-retry-count:
-      - '0'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.12.9
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//jFJdi9swEHz3r1j0HBc7ZydXvx1HC0evhT6UUtrDKNLa1lXWqpJ8aTjy
-        34vsXOz0A/pi8M7OaGZ3nxMApiSrgImOB9Fbnd4Why/v79HeePeD37/Zfdx8evf5+rY4fNjdPbJV
-        ZNDuEUV4Yb0S1FuNQZGZYOGQB4yq+bYsr7J1nhcj0JNEHWmtDWlBaa+MStfZukizbZpfn9gdKYGe
-        VfA1AQB4Hr/Rp5H4k1WQrV4qPXrPW2TVuQmAOdKxwrj3ygduAlvNoCAT0IzW78DQHgQ30KonBA5t
-        tA3c+D06gG/mrTJcw834X0GHWhPsyWm5FHTYDJ7HUGbQegFwYyjwOJQxysMJOZ7Na2qto53/jcoa
-        ZZTvaofck4lGfSDLRvSYADyMQxoucjPrqLehDvQdx+fycjvpsXk3C/TqBAYKXC/q29NoL/VqiYEr
-        7RdjZoKLDuVMnXfCB6loASSL1H+6+Zv2lFyZ9n/kZ0AItAFlbR1KJS4Tz20O4+n+q+085dEw8+ie
-        lMA6KHRxExIbPujpoJg/+IB93SjTorNOTVfV2LrcZLzZYFm+Zskx+QUAAP//AwB1vYZ+YwMAAA==
-    headers:
-      CF-RAY:
-      - 96fc9f29dea3cf1f-SJC
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Fri, 15 Aug 2025 23:55:15 GMT
-      Server:
-      - cloudflare
-      Set-Cookie:
-      - __cf_bm=oA9oTa3cE0ZaEUDRf0hCpnarSAQKzrVUhl6qDS4j09w-1755302115-1.0.1.1-gUUDl4ZqvBQkg7244DTwOmSiDUT2z_AiQu0P1xUaABjaufSpZuIlI5G0H7OSnW.ldypvpxjj45NGWesJ62M_2U7r20tHz_gMmDFw6D5ZiNc;
-        path=/; expires=Sat, 16-Aug-25 00:25:15 GMT; domain=.api.openai.com; HttpOnly;
-        Secure; SameSite=None
-      - _cfuvid=ICenEGMmOE5jaOjwD30bAOwrF8.XRbSIKTBl1EyWs0o-1755302115700-0.0.1.1-604800000;
-        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
-      Strict-Transport-Security:
-      - max-age=31536000; includeSubDomains; preload
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - nosniff
-      access-control-expose-headers:
-      - X-Request-ID
-      alt-svc:
-      - h3=":443"; ma=86400
-      cf-cache-status:
-      - DYNAMIC
-      openai-organization:
-      - crewai-iuxna1
-      openai-processing-ms:
-      - '735'
-      openai-project:
-      - proj_xitITlrFeen7zjNSzML82h9x
-      openai-version:
-      - '2020-10-01'
-      x-envoy-upstream-service-time:
-      - '753'
-      x-ratelimit-limit-project-tokens:
-      - '150000000'
-      x-ratelimit-limit-requests:
-      - '30000'
-      x-ratelimit-limit-tokens:
-      - '150000000'
-      x-ratelimit-remaining-project-tokens:
-      - '149999830'
-      x-ratelimit-remaining-requests:
-      - '29999'
-      x-ratelimit-remaining-tokens:
-      - '149999827'
-      x-ratelimit-reset-project-tokens:
-      - 0s
-      x-ratelimit-reset-requests:
-      - 2ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_212fde9d945a462ba0d89ea856131dce
-    status:
-      code: 200
-      message: OK
-version: 1

lib/crewai/tests/cassettes/agents/test_task_allow_crewai_trigger_context_no_payload.yaml

@@ -0,0 +1,211 @@
+interactions:
+- request:
+    body: '{"trace_id": "4d0d2b51-d83a-4054-b41e-8c2d17baa88f", "execution_type":
+      "crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
+      "crew_name": "crew", "flow_name": null, "crewai_version": "1.6.0", "privacy_level":
+      "standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
+      0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-11-29T02:50:39.376314+00:00"},
+      "ephemeral_trace_id": "4d0d2b51-d83a-4054-b41e-8c2d17baa88f"}'
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '488'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - CrewAI-CLI/1.6.0
+      X-Crewai-Version:
+      - 1.6.0
+      authorization:
+      - AUTHORIZATION-XXX
+    method: POST
+    uri: https://app.crewai.com/crewai_plus/api/v1/tracing/ephemeral/batches
+  response:
+    body:
+      string: '{"id":"71726285-2e63-4d2a-b4c4-4bbd0ff6a9f1","ephemeral_trace_id":"4d0d2b51-d83a-4054-b41e-8c2d17baa88f","execution_type":"crew","crew_name":"crew","flow_name":null,"status":"running","duration_ms":null,"crewai_version":"1.6.0","total_events":0,"execution_context":{"crew_fingerprint":null,"crew_name":"crew","flow_name":null,"crewai_version":"1.6.0","privacy_level":"standard"},"created_at":"2025-11-29T02:50:39.931Z","updated_at":"2025-11-29T02:50:39.931Z","access_code":"TRACE-bf7f3f49b3","user_identifier":null}'
+    headers:
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '515'
+      Content-Type:
+      - application/json; charset=utf-8
+      Date:
+      - Sat, 29 Nov 2025 02:50:39 GMT
+      cache-control:
+      - no-store
+      content-security-policy:
+      - CSP-FILTERED
+      etag:
+      - ETAG-XXX
+      expires:
+      - '0'
+      permissions-policy:
+      - PERMISSIONS-POLICY-XXX
+      pragma:
+      - no-cache
+      referrer-policy:
+      - REFERRER-POLICY-XXX
+      strict-transport-security:
+      - STS-XXX
+      vary:
+      - Accept
+      x-content-type-options:
+      - X-CONTENT-TYPE-XXX
+      x-frame-options:
+      - X-FRAME-OPTIONS-XXX
+      x-permitted-cross-domain-policies:
+      - X-PERMITTED-XXX
+      x-request-id:
+      - X-REQUEST-ID-XXX
+      x-runtime:
+      - X-RUNTIME-XXX
+      x-xss-protection:
+      - X-XSS-PROTECTION-XXX
+    status:
+      code: 201
+      message: Created
+- request:
+    body: '{"messages":[{"role":"system","content":"You are test role. test backstory\nYour
+      personal goal is: test goal\nTo give my best complete final answer to the task
+      respond using the exact following format:\n\nThought: I now can give a great
+      answer\nFinal Answer: Your final answer must be the great and the most complete
+      as possible, it must be outcome described.\n\nI MUST use these formats, my job
+      depends on it!"},{"role":"user","content":"\nCurrent Task: Analyze the data\n\nThis
+      is the expected criteria for your final answer: Analysis report\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-4.1-mini"}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      authorization:
+      - AUTHORIZATION-XXX
+      connection:
+      - keep-alive
+      content-length:
+      - '785'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.109.1
+      x-stainless-arch:
+      - X-STAINLESS-ARCH-XXX
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - X-STAINLESS-OS-XXX
+      x-stainless-package-version:
+      - 1.109.1
+      x-stainless-read-timeout:
+      - X-STAINLESS-READ-TIMEOUT-XXX
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.10
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFbbbhtHDH33VxD71AKyECeynegtdW9uiiZI3AJpXRj0DHeXzSxnO5yV
+        ohT594Kzq5WcpEBfdBkOycPDy/CfE4CKfbWGyrWYXdeH06v2/EX7li7T5uenL364rH/6NUn+/Ze/
+        3nP99mW1MI14/xe5vNdautj1gTJHGcUuEWYyq2eXF6snT1cXT54VQRc9BVNr+ny6Wp6ddix8+vjR
+        4/PTR6vTs9Wk3kZ2pNUa/jgBAPinfBpQ8fS+WsOjxf6kI1VsqFrPlwCqFIOdVKjKmlFytTgIXZRM
+        UrDftHFo2ryGa5C4BYcCDW8IEBoLAFB0S+lWvmfBAM/LvzXcyq08Fww7ZYXX1MeU7ehsCdeSU/SD
+        MyJu5aYlyKjvINHfAydSQMhtTOYTcG8g1pBbKn4FPGZcwk2EPsUNe0Ni1CZqSdSQpeJuUVTsMrSo
+        cE8koDvN1GFmhyHsINGGaUt+AVvOLWC2mDkK5AieMnIAFA+JAm1QHNl5/gRwR5J1abE9XsK35u3l
+        hpLZvZU3bEoSQXtyXLMb4WxR99g9sBSTfYpdXzCzTgEAqg5dYaQhobRXV8p7SHmPyMCQZqhjmlkz
+        qgEF0OUBA6gjwcRxMVrpI0tW0MG1gAoydOYBA2wwDKQLcJipiYntd+aOQGn8ExPE3FKCDSbG+0AK
+        2zgEb867guYej5I2BlMYejIx9CpFR6osza2cjkdXgVBYmjV8JzokluaQPlaoExHUKXbA4qJYxZK4
+        AqfjYmnGbRmjlGKyrEzWX6YGhT+gJXcNV1NkH0zNrmtOg8uj1+LRaKS6JpdLpe8Jne39xjpgmA3+
+        WgC4FlPWYrBJ2LdqyWFvJVXvICcSP0p7K7QkCl9xDdj3gZ3R+HXhaLWEuW9uyLXCltnimdQl7guk
+        Nxkza2anFk5wQyhQjPOOUBbQkefyHT0twPrbY/LgacO4L/FBPKUiAkeSEwbIJJ7E7QpOz9pTUo5S
+        Ir+xCGZwa7geQ2M3ux76rTmJCXzcSvk9hR03lMYqsnrnjk7Hahqb2axfxZRoiuLg46ol987I3cu0
+        5d6aOW+tnz3XNSWSfKjFQuL5Er5n8SxNYe4F7eDVRPr6wOMIWrmREoXkQ2YsfJTYYTCQU4/OWK9F
+        uWmzcSCZUp8ozxyU+jlK9rbFbNo74K4Pu6L/KpZBgwGucFDSNfy4662nlBSijIkJO4u7RpdjMgh1
+        GKzkjxqjhHqxhKsoLgyWpxLtm6HrMO1KLSAL1BMTI/SulFuhspS5GauZQknb/aAspApl/r/PI+3k
+        92NmZuA1udh1JP7IUj2kMhbQjVwkYNmQZm7KpYL2cgk/c8cjXQXtc9mZN80Jy0AicXEwVsnPwymY
+        Cvlp/LnY02hdh7pmx5b/aVxz15v7PUnU59Z4OOrgW3m6hOd9T+Lt+Sw9+NlU/rpUZOnnBeRSV+Ng
+        Gd0YtH0DYoA45H6YHoFvyFlKzX0im1yfTf+Hk5/14eifn7zpDYhDDpaSEk9HuY0+htjsHswtOsz9
+        D/MMm+dX2C3hut4/A/uJihvkYJEtygjaTZwpgWbqFbYcAuxKYeAh7NIXJb+m+inawsB34o3y6eR4
+        qUhUD4q22cgQwpEAReJUErbO/DlJPs4LTIhNn+K9fqJa1Sys7V0i1Ci2rGiOfVWkH08A/iyL0vBg
+        96lGuu9yfEfF3dn5+WivOixoB+mTp88maY4Zw0FwvlotvmDwbqRKj3atyqFryR9UD4sZDp7jkeDk
+        KOzP4XzJ9hg6S/N/zB8EzlGfyd/1iTy7hyEfriWyBfa/rs00F8CV2tbj6C4zJUuFpxqHMG6V1bh4
+        3dUsjc1LHlfLur97dnlxQeerZ/ePq5OPJ/8CAAD//wMAwDPj9GkLAAA=
+    headers:
+      CF-RAY:
+      - CF-RAY-XXX
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Sat, 29 Nov 2025 02:50:45 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - SET-COOKIE-XXX
+      Strict-Transport-Security:
+      - STS-XXX
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - X-CONTENT-TYPE-XXX
+      access-control-expose-headers:
+      - ACCESS-CONTROL-XXX
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - OPENAI-ORG-XXX
+      openai-processing-ms:
+      - '5125'
+      openai-project:
+      - OPENAI-PROJECT-XXX
+      openai-version:
+      - '2020-10-01'
+      x-envoy-upstream-service-time:
+      - '5227'
+      x-openai-proxy-wasm:
+      - v0.1
+      x-ratelimit-limit-project-tokens:
+      - '150000000'
+      x-ratelimit-limit-requests:
+      - X-RATELIMIT-LIMIT-REQUESTS-XXX
+      x-ratelimit-limit-tokens:
+      - X-RATELIMIT-LIMIT-TOKENS-XXX
+      x-ratelimit-remaining-project-tokens:
+      - '149999830'
+      x-ratelimit-remaining-requests:
+      - X-RATELIMIT-REMAINING-REQUESTS-XXX
+      x-ratelimit-remaining-tokens:
+      - X-RATELIMIT-REMAINING-TOKENS-XXX
+      x-ratelimit-reset-project-tokens:
+      - 0s
+      x-ratelimit-reset-requests:
+      - X-RATELIMIT-RESET-REQUESTS-XXX
+      x-ratelimit-reset-tokens:
+      - X-RATELIMIT-RESET-TOKENS-XXX
+      x-request-id:
+      - X-REQUEST-ID-XXX
+    status:
+      code: 200
+      message: OK
+version: 1

lib/crewai/tests/cassettes/pipeline/test_router_with_empty_input.yaml

@@ -0,0 +1,103 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are Test Role. Test Backstory\nYour
+      personal goal is: Test Goal\nTo give my best complete final answer to the task
+      use the exact following format:\n\nThought: I now can give a great answer\nFinal
+      Answer: Your final answer must be the great and the most complete as possible,
+      it must be outcome described.\n\nI MUST use these formats, my job depends on
+      it!"}, {"role": "user", "content": "\nCurrent Task: Return: Test output\n\nThis
+      is the expect criteria for your final answer: Test output\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"}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '776'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=9.8sBYBkvBR8R1K_bVF7xgU..80XKlEIg3N2OBbTSCU-1727214102-1.0.1.1-.qiTLXbPamYUMSuyNsOEB9jhGu.jOifujOrx9E2JZvStbIZ9RTIiE44xKKNfLPxQkOi6qAT3h6htK8lPDGV_5g;
+        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.47.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.47.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    content: "{\n  \"id\": \"chatcmpl-AB7fr4aPstiFUArxwxTVdfJSFwxsC\",\n  \"object\":
+      \"chat.completion\",\n  \"created\": 1727214471,\n  \"model\": \"gpt-4o-2024-05-13\",\n
+      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+      \"assistant\",\n        \"content\": \"Thought: I now can give a great answer\\nFinal
+      Answer: Test output\",\n        \"refusal\": null\n      },\n      \"logprobs\":
+      null,\n      \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
+      155,\n    \"completion_tokens\": 15,\n    \"total_tokens\": 170,\n    \"completion_tokens_details\":
+      {\n      \"reasoning_tokens\": 0\n    }\n  },\n  \"system_fingerprint\": \"fp_52a7f40b0b\"\n}\n"
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8c85f9a91e311cf3-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 24 Sep 2024 21:47:51 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '216'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '30000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '29999817'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_88b1376917b345c976fdb03a55f7b6c1
+    http_version: HTTP/1.1
+    status_code: 200
+version: 1

lib/crewai/tests/cassettes/telemetry/test_telemetry_fails_due_connect_timeout.yaml

@@ -50,9 +50,9 @@ interactions:
       Date:
       - Mon, 05 May 2025 18:37:34 GMT
       Permissions-Policy:
-      - publickey-credentials-create=(self),publickey-credentials-get=(self),accelerometer=(),ambient-light-sensor=(),autoplay=(),battery=(),camera=(),display-capture=(),document-domain=(),encrypted-media=(),execution-while-not-rendered=(),execution-while-out-of-viewport=(),fullscreen=(),gamepad=(),geolocation=(),gyroscope=(),hid=(),identity-credentials-get=(),idle-detection=(),local-fonts=(),magnetometer=(),microphone=(),midi=(),otp-credentials=(),payment=(),picture-in-picture=(),screen-wake-lock=(),serial=(),speaker-selection=(),storage-access=(),usb=(),web-share=(),xr-spatial-tracking=()
+      - PERMISSIONS-POLICY-XXX
       Strict-Transport-Security:
-      - max-age=31536000; includeSubDomains; preload
+      - STS-XXX
       Vary:
       - Accept-Encoding
       X-Cache:
@@ -60,11 +60,11 @@ interactions:
       X-Cache-Hits:
       - 0, 34, 0
       X-Content-Type-Options:
-      - nosniff
+      - X-CONTENT-TYPE-XXX
       X-Frame-Options:
-      - deny
+      - X-FRAME-OPTIONS-XXX
       X-Permitted-Cross-Domain-Policies:
-      - none
+      - X-PERMITTED-XXX
       X-Served-By:
       - cache-iad-kjyo7100160-IAD, cache-iad-kjyo7100044-IAD, cache-gru-sbsp2090079-GRU
       X-Timer:
@@ -78,32 +78,19 @@ interactions:
       access-control-allow-origin:
       - '*'
       access-control-expose-headers:
-      - X-PyPI-Last-Serial
+      - ACCESS-CONTROL-XXX
       access-control-max-age:
       - '86400'
       cache-control:
       - max-age=900, public
       content-security-policy:
-      - base-uri 'self'; connect-src 'self' https://api.github.com/repos/ https://api.github.com/search/issues
-        https://gitlab.com/api/ https://analytics.python.org fastly-insights.com *.fastly-insights.com
-        *.ethicalads.io https://api.pwnedpasswords.com https://cdn.jsdelivr.net/npm/mathjax@3.2.2/es5/sre/mathmaps/
-        https://2p66nmmycsj3.statuspage.io; default-src 'none'; font-src 'self' fonts.gstatic.com;
-        form-action 'self' https://checkout.stripe.com; frame-ancestors 'none'; frame-src
-        'none'; img-src 'self' https://pypi-camo.freetls.fastly.net/ *.fastly-insights.com
-        *.ethicalads.io ethicalads.blob.core.windows.net; script-src 'self' https://analytics.python.org
-        *.fastly-insights.com *.ethicalads.io 'sha256-U3hKDidudIaxBDEzwGJApJgPEf2mWk6cfMWghrAa6i0='
-        https://cdn.jsdelivr.net/npm/mathjax@3.2.2/ 'sha256-1CldwzdEg2k1wTmf7s5RWVd7NMXI/7nxxjJM2C4DqII='
-        'sha256-0POaN8stWYQxhzjKS+/eOfbbJ/u4YHO5ZagJvLpMypo='; style-src 'self' fonts.googleapis.com
-        *.ethicalads.io 'sha256-2YHqZokjiizkHi1Zt+6ar0XJ0OeEy/egBnlm+MDMtrM=' 'sha256-47DEQpj8HBSa+/TImW+5JCeuQeRkm5NMpJWZG3hSuFU='
-        'sha256-JLEjeN9e5dGsz5475WyRaoA4eQOdNPxDIeUhclnJDCE=' 'sha256-mQyxHEuwZJqpxCw3SLmc4YOySNKXunyu2Oiz1r3/wAE='
-        'sha256-OCf+kv5Asiwp++8PIevKBYSgnNLNUZvxAp4a7wMLuKA=' 'sha256-h5LOiLhk6wiJrGsG5ItM0KimwzWQH/yAcmoJDJL//bY=';
-        worker-src *.fastly-insights.com
+      - CSP-FILTERED
       content-type:
       - application/json
       etag:
-      - '"ggQSbqfOWm/rak+86bKvfA"'
+      - ETAG-XXX
       referrer-policy:
-      - origin-when-cross-origin
+      - REFERRER-POLICY-XXX
       x-pypi-last-serial:
       - '28851779'
     status:
@@ -137,19 +124,19 @@ interactions:
       user-agent:
       - OpenAI/Python 1.75.0
       x-stainless-arch:
-      - arm64
+      - X-STAINLESS-ARCH-XXX
       x-stainless-async:
       - 'false'
       x-stainless-lang:
       - python
       x-stainless-os:
-      - MacOS
+      - X-STAINLESS-OS-XXX
       x-stainless-package-version:
       - 1.75.0
       x-stainless-raw-response:
       - 'true'
       x-stainless-read-timeout:
-      - '600.0'
+      - X-STAINLESS-READ-TIMEOUT-XXX
       x-stainless-retry-count:
       - '0'
       x-stainless-runtime:
@@ -173,7 +160,7 @@ interactions:
       \"default\",\n  \"system_fingerprint\": \"fp_dbaca60df0\"\n}\n"
     headers:
       CF-RAY:
-      - 93b259955a50a166-GRU
+      - CF-RAY-XXX
       Connection:
       - keep-alive
       Content-Encoding:
@@ -187,35 +174,229 @@ interactions:
       Transfer-Encoding:
       - chunked
       X-Content-Type-Options:
-      - nosniff
+      - X-CONTENT-TYPE-XXX
       access-control-expose-headers:
-      - X-Request-ID
+      - ACCESS-CONTROL-XXX
       alt-svc:
       - h3=":443"; ma=86400
       cf-cache-status:
       - DYNAMIC
       openai-organization:
-      - crewai-iuxna1
+      - OPENAI-ORG-XXX
       openai-processing-ms:
       - '333'
       openai-version:
       - '2020-10-01'
       strict-transport-security:
-      - max-age=31536000; includeSubDomains; preload
+      - STS-XXX
       x-ratelimit-limit-requests:
-      - '30000'
+      - X-RATELIMIT-LIMIT-REQUESTS-XXX
       x-ratelimit-limit-tokens:
-      - '150000000'
+      - X-RATELIMIT-LIMIT-TOKENS-XXX
       x-ratelimit-remaining-requests:
-      - '29999'
+      - X-RATELIMIT-REMAINING-REQUESTS-XXX
       x-ratelimit-remaining-tokens:
-      - '149999826'
+      - X-RATELIMIT-REMAINING-TOKENS-XXX
       x-ratelimit-reset-requests:
-      - 2ms
+      - X-RATELIMIT-RESET-REQUESTS-XXX
       x-ratelimit-reset-tokens:
-      - 0s
+      - X-RATELIMIT-RESET-TOKENS-XXX
       x-request-id:
-      - req_1821906e2f17a712ceb213bd130355ee
+      - X-REQUEST-ID-XXX
     http_version: HTTP/1.1
     status_code: 200
+- request:
+    body: '{"trace_id": "1b96b2cd-2b52-4507-b7ac-4ba5452e3614", "execution_type":
+      "crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
+      "crew_name": "TestCrew", "flow_name": null, "crewai_version": "1.6.0", "privacy_level":
+      "standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
+      0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-11-28T22:38:09.909251+00:00"},
+      "ephemeral_trace_id": "1b96b2cd-2b52-4507-b7ac-4ba5452e3614"}'
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '492'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - CrewAI-CLI/1.6.0
+      X-Crewai-Organization-Id:
+      - 73c2b193-f579-422c-84c7-76a39a1da77f
+      X-Crewai-Version:
+      - 1.6.0
+      authorization:
+      - AUTHORIZATION-XXX
+    method: POST
+    uri: https://app.crewai.com/crewai_plus/api/v1/tracing/ephemeral/batches
+  response:
+    body:
+      string: '{"id":"adab193e-2496-4b41-83df-da4901c39502","ephemeral_trace_id":"1b96b2cd-2b52-4507-b7ac-4ba5452e3614","execution_type":"crew","crew_name":"TestCrew","flow_name":null,"status":"running","duration_ms":null,"crewai_version":"1.6.0","total_events":0,"execution_context":{"crew_fingerprint":null,"crew_name":"TestCrew","flow_name":null,"crewai_version":"1.6.0","privacy_level":"standard"},"created_at":"2025-11-28T22:38:10.222Z","updated_at":"2025-11-28T22:38:10.222Z","access_code":"TRACE-ab608edfd9","user_identifier":null}'
+    headers:
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '523'
+      Content-Type:
+      - application/json; charset=utf-8
+      Date:
+      - Fri, 28 Nov 2025 22:38:10 GMT
+      cache-control:
+      - no-store
+      content-security-policy:
+      - CSP-FILTERED
+      etag:
+      - ETAG-XXX
+      expires:
+      - '0'
+      permissions-policy:
+      - PERMISSIONS-POLICY-XXX
+      pragma:
+      - no-cache
+      referrer-policy:
+      - REFERRER-POLICY-XXX
+      strict-transport-security:
+      - STS-XXX
+      vary:
+      - Accept
+      x-content-type-options:
+      - X-CONTENT-TYPE-XXX
+      x-frame-options:
+      - X-FRAME-OPTIONS-XXX
+      x-permitted-cross-domain-policies:
+      - X-PERMITTED-XXX
+      x-request-id:
+      - X-REQUEST-ID-XXX
+      x-runtime:
+      - X-RUNTIME-XXX
+      x-xss-protection:
+      - X-XSS-PROTECTION-XXX
+    status:
+      code: 201
+      message: Created
+- request:
+    body: '{"messages":[{"role":"system","content":"You are agent. You are a helpful
+      assistant that just says hi\nYour personal goal is: Just say hi\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:
+      Just say hi\n\nThis is the expected criteria for your final answer: hi\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"}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      authorization:
+      - AUTHORIZATION-XXX
+      connection:
+      - keep-alive
+      content-length:
+      - '795'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.109.1
+      x-stainless-arch:
+      - X-STAINLESS-ARCH-XXX
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - X-STAINLESS-OS-XXX
+      x-stainless-package-version:
+      - 1.109.1
+      x-stainless-read-timeout:
+      - X-STAINLESS-READ-TIMEOUT-XXX
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.10
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFJNb9swDL37VxA614OdeUnj21BgH9iKHXfYCoORaVubLAkS3XQo8t8H
+        KWnsdCvQiwHz8T29R/IxAxCqFTUIOSDL0en8Zii/3X5/uP00VviF/WZ/89HpXTVeT6X7Kq4iw+5+
+        keQn1htpR6eJlTVHWHpCpqhabtbV2/W22hYJGG1LOtJ6x3ll81EZla+KVZUXm7y8PrEHqyQFUcOP
+        DADgMX2jT9PSg6ghaaXKSCFgT6I+NwEIb3WsCAxBBUbD4moGpTVMJln/DMbuQaKBXt0TIPTRNqAJ
+        e/IAP80HZVDD+/Rfw6CWOp66KWDMYiatFwAaYxnjLFKCuxNyOHvWtnfe7sIzquiUUWFoPGGwJvoL
+        bJ1I6CEDuEuzmS7iCuft6Lhh+5vSc+X6NBsxr2SBrk4gW0a9qG+egAu9piVGpcNiukKiHKidqfMq
+        cGqVXQDZIvW/bv6nfUyuTP8a+RmQkhxT2zhPrZKXiec2T/FiX2o7TzkZFoH8vZLUsCIfN9FSh5M+
+        3pEIfwLT2HTK9OSdV8dj6lzzrtgW626FKEV2yP4CAAD//wMAQ/5zVVoDAAA=
+    headers:
+      CF-RAY:
+      - CF-RAY-XXX
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Fri, 28 Nov 2025 22:38:11 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - SET-COOKIE-XXX
+      Strict-Transport-Security:
+      - STS-XXX
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - X-CONTENT-TYPE-XXX
+      access-control-expose-headers:
+      - ACCESS-CONTROL-XXX
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - OPENAI-ORG-XXX
+      openai-processing-ms:
+      - '520'
+      openai-project:
+      - OPENAI-PROJECT-XXX
+      openai-version:
+      - '2020-10-01'
+      x-envoy-upstream-service-time:
+      - '690'
+      x-openai-proxy-wasm:
+      - v0.1
+      x-ratelimit-limit-project-tokens:
+      - '150000000'
+      x-ratelimit-limit-requests:
+      - X-RATELIMIT-LIMIT-REQUESTS-XXX
+      x-ratelimit-limit-tokens:
+      - X-RATELIMIT-LIMIT-TOKENS-XXX
+      x-ratelimit-remaining-project-tokens:
+      - '149999825'
+      x-ratelimit-remaining-requests:
+      - X-RATELIMIT-REMAINING-REQUESTS-XXX
+      x-ratelimit-remaining-tokens:
+      - X-RATELIMIT-REMAINING-TOKENS-XXX
+      x-ratelimit-reset-project-tokens:
+      - 0s
+      x-ratelimit-reset-requests:
+      - X-RATELIMIT-RESET-REQUESTS-XXX
+      x-ratelimit-reset-tokens:
+      - X-RATELIMIT-RESET-TOKENS-XXX
+      x-request-id:
+      - X-REQUEST-ID-XXX
+    status:
+      code: 200
+      message: OK
 version: 1

lib/crewai/tests/cassettes/test_gemini_models[gemini-gemini-2.0-flash-001].yaml

@@ -1,33 +1,38 @@
 interactions:
 - request:
-    body: '{"contents": [{"role": "user", "parts": [{"text": "What is the capital
-      of France?"}]}], "generationConfig": {"stop_sequences": []}}'
+    body: '{"contents": [{"parts": [{"text": "What is the capital of France?"}], "role":
+      "user"}], "generationConfig": {}}'
     headers:
-      accept:
+      Accept:
       - '*/*'
-      accept-encoding:
-      - gzip, deflate
-      connection:
+      Accept-Encoding:
+      - gzip, deflate, zstd
+      Connection:
       - keep-alive
-      content-length:
-      - '131'
-      content-type:
+      Content-Length:
+      - '111'
+      Content-Type:
       - application/json
-      host:
-      - generativelanguage.googleapis.com
       user-agent:
-      - litellm/1.60.2
+      - google-genai-sdk/1.2.0 gl-python/3.12.9
+      x-goog-api-client:
+      - google-genai-sdk/1.2.0 gl-python/3.12.9
+      x-goog-api-key:
+      - X-GOOG-API-KEY-XXX
     method: POST
     uri: https://generativelanguage.googleapis.com/v1beta/models/gemini-2.0-flash-001:generateContent
   response:
     body:
-      string: !!binary |
-        H4sIAAAAAAAC/62RTU+EMBCG7/0VTY9kIQUT1vXqx0njRokxUQ8jDNAILaFdoyH8dwssbNGrTdo0
-        807nnT7TEUpZCjITGRjU7IK+2Ail3XgOmpIGpbHCHLLBBlpzyp1W59xtisGv4RFLSqQpNMJARVVO
-        b1qQKVKhqeftoRXa84JXyZy3/XJ/25wcW1XhUK5WGVZzej8nsFxIocsHBK3kkPaY3O/ZosJncauK
-        plXvQ9M+D3gUxiE/tzs6i+JtyHdkth5N2UFDgXdowFKB5e/Mlqgbk6gPlJfqMFLZTi4Ow5W8O8pG
-        WQArJYw3f4rqK2spKhetQ93+HSphvkes188Jc/iYVU8zH+Jg/N3hP3nt1l7kOJVpUE/YajFNpMDa
-        zsiPAu7nFejS5zxkpCc/6so6tIECAAA=
+      string: "{\n  \"candidates\": [\n    {\n      \"content\": {\n        \"parts\":
+        [\n          {\n            \"text\": \"The capital of France is **Paris**.\\n\"\n
+        \         }\n        ],\n        \"role\": \"model\"\n      },\n      \"finishReason\":
+        \"STOP\",\n      \"avgLogprobs\": -0.021610861023267109\n    }\n  ],\n  \"usageMetadata\":
+        {\n    \"promptTokenCount\": 7,\n    \"candidatesTokenCount\": 9,\n    \"totalTokenCount\":
+        16,\n    \"promptTokensDetails\": [\n      {\n        \"modality\": \"TEXT\",\n
+        \       \"tokenCount\": 7\n      }\n    ],\n    \"candidatesTokensDetails\":
+        [\n      {\n        \"modality\": \"TEXT\",\n        \"tokenCount\": 9\n      }\n
+        \   ]\n  },\n  \"modelVersion\": \"gemini-2.0-flash-001\",\n  \"responseId\":
+        \"wVIradyDDo_h_uMPlNSt4Qw\"\n}\n"
     headers:
       Alt-Svc:
       - h3=":443"; ma=2592000,h3-29=":443"; ma=2592000
@@ -36,11 +41,11 @@ interactions:
       Content-Type:
       - application/json; charset=UTF-8
       Date:
-      - Tue, 22 Apr 2025 14:25:05 GMT
+      - Sat, 29 Nov 2025 20:08:33 GMT
       Server:
       - scaffolding on HTTPServer2
       Server-Timing:
-      - gfet4t7; dur=1219
+      - gfet4t7; dur=337
       Transfer-Encoding:
       - chunked
       Vary:
@@ -48,9 +53,9 @@ interactions:
       - X-Origin
       - Referer
       X-Content-Type-Options:
-      - nosniff
+      - X-CONTENT-TYPE-XXX
       X-Frame-Options:
-      - SAMEORIGIN
+      - X-FRAME-OPTIONS-XXX
       X-XSS-Protection:
       - '0'
     status:

lib/crewai/tests/cassettes/test_gemini_models[gemini-gemini-2.0-flash-lite-001].yaml

@@ -1,33 +1,38 @@
 interactions:
 - request:
-    body: '{"contents": [{"role": "user", "parts": [{"text": "What is the capital
-      of France?"}]}], "generationConfig": {"stop_sequences": []}}'
+    body: '{"contents": [{"parts": [{"text": "What is the capital of France?"}], "role":
+      "user"}], "generationConfig": {}}'
     headers:
-      accept:
+      Accept:
       - '*/*'
-      accept-encoding:
-      - gzip, deflate
-      connection:
+      Accept-Encoding:
+      - gzip, deflate, zstd
+      Connection:
       - keep-alive
-      content-length:
-      - '131'
-      content-type:
+      Content-Length:
+      - '111'
+      Content-Type:
       - application/json
-      host:
-      - generativelanguage.googleapis.com
       user-agent:
-      - litellm/1.60.2
+      - google-genai-sdk/1.2.0 gl-python/3.12.9
+      x-goog-api-client:
+      - google-genai-sdk/1.2.0 gl-python/3.12.9
+      x-goog-api-key:
+      - X-GOOG-API-KEY-XXX
     method: POST
     uri: https://generativelanguage.googleapis.com/v1beta/models/gemini-2.0-flash-lite-001:generateContent
   response:
     body:
-      string: !!binary |
-        H4sIAAAAAAAC/61RTU+EMBC98yuanhdSiMjq1Y+Txo0SY6J7GGGARmhJ2zUawn+3wMIWvdpDM5n3
-        Zt7Mm84jhGYgcp6DQU0vyavNENKN/4BJYVAYC8wpm2xBmRN3ep0TW4rBr6GIphWSDFpuoCayILcK
-        RIaEa7IDxXXwJqhT1y/xfnNSU7LGoVUjc6xnej8TaMEF19UjgpZioD2lDzu6oPBZ3smyVfJ9GNhn
-        AQuTMIpjFl/EZyxKwuTcm6VHUXrQUOI9GrCOwLI3tS2a1qTyA8WVPIyOJJOK498K3h5hI+3yKySM
-        N3+a6msryWvXVsdxuzvU3HyPlt68pNTxx6xmmv3xHBt/T/hPWtu1lne8ynSoZ1SaTxcpsbE38qOA
-        +UUNuvJtd/QZC6nXez+t5iqFggIAAA==
+      string: "{\n  \"candidates\": [\n    {\n      \"content\": {\n        \"parts\":
+        [\n          {\n            \"text\": \"The capital of France is Paris.\\n\"\n
+        \         }\n        ],\n        \"role\": \"model\"\n      },\n      \"finishReason\":
+        \"STOP\",\n      \"avgLogprobs\": -0.13051052391529083\n    }\n  ],\n  \"usageMetadata\":
+        {\n    \"promptTokenCount\": 7,\n    \"candidatesTokenCount\": 8,\n    \"totalTokenCount\":
+        15,\n    \"promptTokensDetails\": [\n      {\n        \"modality\": \"TEXT\",\n
+        \       \"tokenCount\": 7\n      }\n    ],\n    \"candidatesTokensDetails\":
+        [\n      {\n        \"modality\": \"TEXT\",\n        \"tokenCount\": 8\n      }\n
+        \   ]\n  },\n  \"modelVersion\": \"gemini-2.0-flash-lite-001\",\n  \"responseId\":
+        \"xVIradGLA4SajrEPj4CmyQg\"\n}\n"
     headers:
       Alt-Svc:
       - h3=":443"; ma=2592000,h3-29=":443"; ma=2592000
@@ -36,11 +41,11 @@ interactions:
       Content-Type:
       - application/json; charset=UTF-8
       Date:
-      - Tue, 22 Apr 2025 14:25:06 GMT
+      - Sat, 29 Nov 2025 20:08:37 GMT
       Server:
       - scaffolding on HTTPServer2
       Server-Timing:
-      - gfet4t7; dur=1090
+      - gfet4t7; dur=301
       Transfer-Encoding:
       - chunked
       Vary:
@@ -48,9 +53,9 @@ interactions:
       - X-Origin
       - Referer
       X-Content-Type-Options:
-      - nosniff
+      - X-CONTENT-TYPE-XXX
       X-Frame-Options:
-      - SAMEORIGIN
+      - X-FRAME-OPTIONS-XXX
       X-XSS-Protection:
       - '0'
     status:

lib/crewai/tests/cassettes/test_gemini_models[gemini-gemini-2.0-flash-thinking-exp-01-21].yaml

@@ -1,32 +1,36 @@
 interactions:
 - request:
-    body: '{"contents": [{"role": "user", "parts": [{"text": "What is the capital
-      of France?"}]}], "generationConfig": {"stop_sequences": []}}'
+    body: '{"contents": [{"parts": [{"text": "What is the capital of France?"}], "role":
+      "user"}], "generationConfig": {}}'
     headers:
-      accept:
+      Accept:
       - '*/*'
-      accept-encoding:
-      - gzip, deflate
-      connection:
+      Accept-Encoding:
+      - gzip, deflate, zstd
+      Connection:
       - keep-alive
-      content-length:
-      - '131'
-      content-type:
+      Content-Length:
+      - '111'
+      Content-Type:
       - application/json
-      host:
-      - generativelanguage.googleapis.com
       user-agent:
-      - litellm/1.60.2
+      - google-genai-sdk/1.2.0 gl-python/3.12.9
+      x-goog-api-client:
+      - google-genai-sdk/1.2.0 gl-python/3.12.9
+      x-goog-api-key:
+      - X-GOOG-API-KEY-XXX
     method: POST
     uri: https://generativelanguage.googleapis.com/v1beta/models/gemini-2.0-flash-thinking-exp-01-21:generateContent
   response:
     body:
-      string: !!binary |
-        H4sIAAAAAAAC/22QQWuEMBCF7/6KkKNsFt1DKb2221vp0koplD0M66jDxkSSWbCI/71Rq+vS5pCE
-        eW9meF8XCSFPYHLKgdHLB/EVKkJ04z1o1jAaDsJcCsUGHF+90+lW/2BhbIcmmVUoTtAQgxa2EM8O
-        zAkFeRHHB3Dk43grV5398j9urvuc1TgMq22Oerb3s0EWZMhXbwjemsH2nr0e5KKSybEN5SSaF4yj
-        5cVDiS/IEJLDkk82ztYNZ/aM5tFexuT306wVp39ltiHkjZLebf4M9U9hJek1vhXZkBA08feIbv+Z
-        yRUFvlk6UxjfY/TLY0L0gc7TxKLEOtBRu22iCg2+UlyROZMpFbaNSlK1S2XURz/Fy1P+CAIAAA==
+      string: "{\n  \"candidates\": [\n    {\n      \"content\": {\n        \"parts\":
+        [\n          {\n            \"text\": \"The capital of France is **Paris**.\"\n
+        \         }\n        ],\n        \"role\": \"model\"\n      },\n      \"finishReason\":
+        \"STOP\",\n      \"index\": 0\n    }\n  ],\n  \"usageMetadata\": {\n    \"promptTokenCount\":
+        8,\n    \"candidatesTokenCount\": 8,\n    \"totalTokenCount\": 41,\n    \"promptTokensDetails\":
+        [\n      {\n        \"modality\": \"TEXT\",\n        \"tokenCount\": 8\n      }\n
+        \   ],\n    \"thoughtsTokenCount\": 25\n  },\n  \"modelVersion\": \"models/gemini-2.5-flash-preview-05-20\",\n
+        \ \"responseId\": \"xFIrafO6NLO2jrEPrPTzwAY\"\n}\n"
     headers:
       Alt-Svc:
       - h3=":443"; ma=2592000,h3-29=":443"; ma=2592000
@@ -35,11 +39,11 @@ interactions:
       Content-Type:
       - application/json; charset=UTF-8
       Date:
-      - Tue, 22 Apr 2025 14:25:04 GMT
+      - Sat, 29 Nov 2025 20:08:36 GMT
       Server:
       - scaffolding on HTTPServer2
       Server-Timing:
-      - gfet4t7; dur=764
+      - gfet4t7; dur=509
       Transfer-Encoding:
       - chunked
       Vary:
@@ -47,9 +51,9 @@ interactions:
       - X-Origin
       - Referer
       X-Content-Type-Options:
-      - nosniff
+      - X-CONTENT-TYPE-XXX
       X-Frame-Options:
-      - SAMEORIGIN
+      - X-FRAME-OPTIONS-XXX
       X-XSS-Protection:
       - '0'
     status:

lib/crewai/tests/cassettes/test_gemini_models[gemini-gemini-2.5-flash-preview-04-17].yaml

@@ -1,59 +0,0 @@
-interactions:
-- request:
-    body: '{"contents": [{"role": "user", "parts": [{"text": "What is the capital
-      of France?"}]}], "generationConfig": {"stop_sequences": []}}'
-    headers:
-      accept:
-      - '*/*'
-      accept-encoding:
-      - gzip, deflate
-      connection:
-      - keep-alive
-      content-length:
-      - '131'
-      content-type:
-      - application/json
-      host:
-      - generativelanguage.googleapis.com
-      user-agent:
-      - litellm/1.60.2
-    method: POST
-    uri: https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-preview-04-17:generateContent
-  response:
-    body:
-      string: !!binary |
-        H4sIAAAAAAAC/2WQT0+EMBDF7/0UTY9k2ewaDerVPzfjRokxMR4mMEBjaUk76BrCd7fAslvcHppm
-        5s2bvl/HOBcZ6FzmQOjELf/wFc678R56RhNq8o255IsNWDppp9MFby8h3A9DIq2QZ9BIAsVNwR8t
-        6Ay5dDyKdmCli6K1CCb74/tzddpnjcLBrDY5qlnezwJRSC1d9YLgjB5kr+nzThy7Uue49+UNmxeM
-        1qJ1UOITEvjkcMwnGmvqhlLzhfrOtGPy68kr4LRoJzeHPhmfcjmZrM5c3b3fKVXIL0DrI4KS9Duy
-        e3hPRYCBFtYzBhbQElSZtqzo3we37IBrIviG1skJVYm1hxdfrK/iQoGr4sbit8SfeHMZbxPBevYH
-        O2bXiSICAAA=
-    headers:
-      Alt-Svc:
-      - h3=":443"; ma=2592000,h3-29=":443"; ma=2592000
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json; charset=UTF-8
-      Date:
-      - Tue, 22 Apr 2025 14:25:28 GMT
-      Server:
-      - scaffolding on HTTPServer2
-      Server-Timing:
-      - gfet4t7; dur=20971
-      Transfer-Encoding:
-      - chunked
-      Vary:
-      - Origin
-      - X-Origin
-      - Referer
-      X-Content-Type-Options:
-      - nosniff
-      X-Frame-Options:
-      - SAMEORIGIN
-      X-XSS-Protection:
-      - '0'
-    status:
-      code: 200
-      message: OK
-version: 1

lib/crewai/tests/cassettes/test_gemini_models[gemini-gemini-2.5-pro-exp-03-25].yaml

@@ -1,59 +0,0 @@
-interactions:
-- request:
-    body: '{"contents": [{"role": "user", "parts": [{"text": "What is the capital
-      of France?"}]}], "generationConfig": {"stop_sequences": []}}'
-    headers:
-      accept:
-      - '*/*'
-      accept-encoding:
-      - gzip, deflate
-      connection:
-      - keep-alive
-      content-length:
-      - '131'
-      content-type:
-      - application/json
-      host:
-      - generativelanguage.googleapis.com
-      user-agent:
-      - litellm/1.60.2
-    method: POST
-    uri: https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-pro-exp-03-25:generateContent
-  response:
-    body:
-      string: !!binary |
-        H4sIAAAAAAAC/12QT2uEMBDF7/kUIUepi2tZaHttu7fSpZVSKD0MOquhmkgygkX87o26cWM9SJj3
-        5s/7DYxzkYMqZAGEVjzwL1fhfJj/k6YVoSIn+JIrtmDo6l2+IXg7C2E/NYmsQp5DKwlqrs/8aEDl
-        yKXlUXQCI20U7UTQOa7v75vrPqNrnIY1usDa20dvEGeppK3eEKxWk+09ez2JVZWqwN6VE+YXzKNF
-        Z6HEFyRwyWHNJ1qjm5Yy/YPqUXdz8rtlVsBpI++T5GIg7WL+03xzMNc+ua2yDgkGcF1IqCX9zvSe
-        PzMRgKDNWR4EC3gJqnRXVrQ98T5lF2ALww80Vi6wSmwcvjjdHWJ3Yox9Gye3cXoQbGR/TedYqx4C
-        AAA=
-    headers:
-      Alt-Svc:
-      - h3=":443"; ma=2592000,h3-29=":443"; ma=2592000
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json; charset=UTF-8
-      Date:
-      - Tue, 22 Apr 2025 14:25:30 GMT
-      Server:
-      - scaffolding on HTTPServer2
-      Server-Timing:
-      - gfet4t7; dur=2418
-      Transfer-Encoding:
-      - chunked
-      Vary:
-      - Origin
-      - X-Origin
-      - Referer
-      X-Content-Type-Options:
-      - nosniff
-      X-Frame-Options:
-      - SAMEORIGIN
-      X-XSS-Protection:
-      - '0'
-    status:
-      code: 200
-      message: OK
-version: 1

lib/crewai/tests/cassettes/test_gemini_models[gemini-gemini-3-pro-preview].yaml

@@ -1,43 +1,37 @@
 interactions:
 - request:
-    body: '{"contents":[{"role":"user","parts":[{"text":"What is the capital of France?"}]}],"generationConfig":{"stop_sequences":[]}}'
+    body: '{"contents": [{"parts": [{"text": "What is the capital of France?"}], "role":
+      "user"}], "generationConfig": {}}'
     headers:
-      accept:
+      Accept:
       - '*/*'
-      accept-encoding:
-      - gzip, deflate
-      connection:
+      Accept-Encoding:
+      - gzip, deflate, zstd
+      Connection:
       - keep-alive
-      content-length:
-      - '123'
-      content-type:
+      Content-Length:
+      - '111'
+      Content-Type:
       - application/json
-      host:
-      - generativelanguage.googleapis.com
       user-agent:
-      - litellm/1.78.5
+      - google-genai-sdk/1.2.0 gl-python/3.12.9
+      x-goog-api-client:
+      - google-genai-sdk/1.2.0 gl-python/3.12.9
+      x-goog-api-key:
+      - X-GOOG-API-KEY-XXX
     method: POST
     uri: https://generativelanguage.googleapis.com/v1beta/models/gemini-3-pro-preview:generateContent
   response:
     body:
-      string: !!binary |
-        H4sIAAAAAAAC/21UW4+iSBh9719heGxmBgFvbDIPgKAgNwUV3OxDCSWU3KFApdP/fWl77XF2l6RI
-        5ftOnVN1ku+8vQwGhA+yAAUAw5r4Y/BnXxkM3u7/j16eYZjhvvEo9cUCVPgX9vN7e9r3EAyvH4cI
-        J4IDHxQIg2SQnwZyBTIfDlA9eH21QIXq19cfxLd/HY3yJoywjcIM4KaCHzRSvZbEWpL4YIlRytG8
-        a3eoGiukHPHm3jH2FNvMTC1qLlgS05RL42PVyPMdz1uFHpQuytZSBqcHf7PexMHK3mjJQjWKIbM+
-        MxFL6cvWMMfQFsOJ3UQk5j1hWmoxK1DrLqncyrpcQ+UY0uZog2oqkTmXiQ2f27ZBpS58MXBTxRbX
-        qdfsl25Vn5tswrUHeVhVxenW7kaG0cKdt2hjjxPUBYY26BAUvbqqw30AoG0eTMmzdImnIrI51+VY
-        xeqUl/HKs8ZgfBPF0bbtMDjMzxZSkv3KNuJgwTlYMkw9YEyKMcfkRvUmkiPpBqL486niJEuQKtE7
-        XibhpJy1AltrXSrjq+iEucKfK5z43Ci6bTu+VIVuRNecmwRN2gnbqQHH6lQ06eNM5ttpwEjZVOI3
-        umesM9qbcxMySprtbDYXaboQdioPMpuEy3U4VZrM6njN0rAk8Fh3/ON+E58FJPDtxD8upIWTbI/D
-        MrqM7RWj7VWo6kMFUgaj5Dpzsg8bE6GoIc+rJEcnau8qGNnZygGNcRO61nD5sXgyWbUQ+Z4XQhrX
-        3C6UyS2OTHAp2cUJVp0eSZqtyTuTy48XjmW0xLJVYRqYYmSZhatQ45ROKPZiXTZTxiq2ceDPIhii
-        7tBurqtSL7ylp5NRw5FUzJXsLkiRJs1BIi05Oxit51ToBF2oTGOvYTXjfJptR62SVdTB7W5aaJzq
-        nb9adAVFIii3gZE5Qz87C+ViVKa3eJ2f4pyiSzasywoHJA2klNL01IIYX6o55V8n3BUc8vKagLIp
-        d/pRZoatSfor/yx4bAYp/udP4mlc3r/2f/2aIqLKk/vUpHkAkwf8/QEgTihDdbSBoM6zD5jtmNbX
-        EBIoC+C1Lw9fHgJ3aqKpQQh1iEGfFOArD4iiytMCO3kMMzFv7kkx++R6ypX/beO8D4XfOvSI/vYf
-        1nrea6LkOW+eoqh/IkgQvt2zRnKdpzDpBZ5VHza8PLn1yJrfL0gz45d//Pq0cAerGn16FcK0d+87
-        +72/Yb9gi+DlrklUsC7yrIZK8IHbeV4/2Sy/LL9r50a3aquVZ2uPeHl/+RvdmjG6dAUAAA==
+      string: "{\n  \"candidates\": [\n    {\n      \"content\": {\n        \"parts\":
+        [\n          {\n            \"text\": \"The capital of France is **Paris**.\",\n
+        \           \"thoughtSignature\": \"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\"\n
+        \         }\n        ],\n        \"role\": \"model\"\n      },\n      \"finishReason\":
+        \"STOP\",\n      \"index\": 0\n    }\n  ],\n  \"usageMetadata\": {\n    \"promptTokenCount\":
+        8,\n    \"candidatesTokenCount\": 8,\n    \"totalTokenCount\": 106,\n    \"promptTokensDetails\":
+        [\n      {\n        \"modality\": \"TEXT\",\n        \"tokenCount\": 8\n      }\n
+        \   ],\n    \"thoughtsTokenCount\": 90\n  },\n  \"modelVersion\": \"gemini-3-pro-preview\",\n
+        \ \"responseId\": \"xFIrafrxEOag_uMP_ayUwA0\"\n}\n"
     headers:
       Alt-Svc:
       - h3=":443"; ma=2592000,h3-29=":443"; ma=2592000
@@ -46,11 +40,11 @@ interactions:
       Content-Type:
       - application/json; charset=UTF-8
       Date:
-      - Wed, 19 Nov 2025 08:56:53 GMT
+      - Sat, 29 Nov 2025 20:08:36 GMT
       Server:
       - scaffolding on HTTPServer2
       Server-Timing:
-      - gfet4t7; dur=2508
+      - gfet4t7; dur=2675
       Transfer-Encoding:
       - chunked
       Vary:
@@ -58,9 +52,9 @@ interactions:
       - X-Origin
       - Referer
       X-Content-Type-Options:
-      - nosniff
+      - X-CONTENT-TYPE-XXX
       X-Frame-Options:
-      - SAMEORIGIN
+      - X-FRAME-OPTIONS-XXX
       X-XSS-Protection:
       - '0'
     status:

lib/crewai/tests/cassettes/test_gemma3[gemini-gemma-3-27b-it].yaml

@@ -1,7 +1,6 @@
 interactions:
 - request:
-    body: '{"contents": [{"role": "user", "parts": [{"text": "What is the capital
-      of France?"}]}], "generationConfig": {"stop_sequences": []}}'
+    body: '{"contents":[{"role":"user","parts":[{"text":"What is the capital of France?"}]}],"generationConfig":{"stop_sequences":[]}}'
     headers:
       accept:
       - '*/*'
@@ -10,25 +9,25 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '131'
+      - '123'
       content-type:
       - application/json
       host:
       - generativelanguage.googleapis.com
       user-agent:
-      - litellm/1.74.9
+      - litellm/1.80.7
     method: POST
     uri: https://generativelanguage.googleapis.com/v1beta/models/gemma-3-27b-it:generateContent
   response:
     body:
       string: !!binary |
-        H4sIAAAAAAAC/21RwWrbQBC96yuGvRSMFYp7aOktxAnY1MQ0ahtIfJhII3vwalfZGdUpxv/elRQ5
-        CkQL2uXNm7f75h0TAJOjK7hAJTHf4SEiAMfu39a8U3IaCwMUwRqDvnH77zg6R4rSS9tksh1BjjUr
-        WvAl3AR0OQELTCZrDCyTyQU8uke30E8Ce+cPDkofgOO9nIONL6sw7AUs7wk0il1zWZKFzB8oTDvk
-        h2/+BoJVI9RUU4gtHXwZcigIssC+qncUCwIHsrbdWQVKlB17N4W8YWFHfWfeWG0CXbRvapcZ2Tqd
-        z5vp2zCCt9Q6rXxBdqCfBoIp2bHsfhKKdy3tLrtdm3OVXUEvEf6cDBd00qYR3NKKFGMseB6+qUP0
-        opnfk7vyTRfLt17LqI8j/rAyapJ5lGQ7zm4Ua3SAlvVfl9v1fWZGLvWd8uCy2zfJq99+BL8pCPde
-        t1RVmH5JZ1+fUtZOzgSS2juhRdEylvgnw+VTMU/T5bPKmos7nV3+Mskp+Q+x/LCbmwIAAA==
+        H4sIAAAAAAAC/21R70vDMBD93r/iyBehbOIU8ce3oRMmDocWUVQkttf1XJrUXOKUsf/dtLWzgg00
+        4d27l7x76whApFJnlEmHLE7hMSAA6+Zf14x2qF0odFAAK2ndL7f91r1zoDj8rJtEUiCksiInFZgc
+        LqzUKQIxxPFcWuI43oUn/aSnbodhqc1KQ24sULiXUlDhZaW0SwZFSwQXxCaU56ggMSu0gwa5Mv7D
+        Isw8oy8HEFoaeGxTyBASS6asCgwFhhUqVe/kGHLJBRk9gNQTk8a2M/XKeYu79ZvqJXq2Ntvz8+B3
+        GNYorJ2WJkPV0TcdQeSkiYsblGx0TbtNrudiWyWd4WeA96LugkZaeJYLnKGTIRa5Hb6obPDiErNE
+        fWZ8E8txqyWcCSP+t9Jr4vMgSaqfXS/W4EAqcl9NbpP7RPRcuj/Knctmf45+/LYjuEPL1HpdYFnK
+        4cFw/+h1SK6RExa5MppxmtWMy9GxlZkeTQ/frl/8bH6SHZ29jx9EtIm+AdW7QZKbAgAA
     headers:
       Alt-Svc:
       - h3=":443"; ma=2592000,h3-29=":443"; ma=2592000
@@ -37,11 +36,11 @@ interactions:
       Content-Type:
       - application/json; charset=UTF-8
       Date:
-      - Wed, 06 Aug 2025 18:55:33 GMT
+      - Sat, 29 Nov 2025 21:01:27 GMT
       Server:
       - scaffolding on HTTPServer2
       Server-Timing:
-      - gfet4t7; dur=1529
+      - gfet4t7; dur=1410
       Transfer-Encoding:
       - chunked
       Vary:
@@ -49,9 +48,9 @@ interactions:
       - X-Origin
       - Referer
       X-Content-Type-Options:
-      - nosniff
+      - X-CONTENT-TYPE-XXX
       X-Frame-Options:
-      - SAMEORIGIN
+      - X-FRAME-OPTIONS-XXX
       X-XSS-Protection:
       - '0'
     status:

lib/crewai/tests/cassettes/test_task_allow_crewai_trigger_context_no_payload.yaml

@@ -1,570 +0,0 @@
-interactions:
-- request:
-    body: '{"messages": [{"role": "system", "content": "You are test role. test backstory\nYour
-      personal goal is: test goal\nTo give my best complete final answer to the task
-      respond using the exact following format:\n\nThought: I now can give a great
-      answer\nFinal Answer: Your final answer must be the great and the most complete
-      as possible, it must be outcome described.\n\nI MUST use these formats, my job
-      depends on it!"}, {"role": "user", "content": "\nCurrent Task: Analyze the data\n\nThis
-      is the expected criteria for your final answer: Analysis report\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:
-      - '822'
-      content-type:
-      - application/json
-      cookie:
-      - _cfuvid=wu1mwFBixM_Cn8wLLh.nRacWi8OMVBrEyBNuF_Htz6I-1743463498282-0.0.1.1-604800000
-      host:
-      - api.openai.com
-      user-agent:
-      - OpenAI/Python 1.93.0
-      x-stainless-arch:
-      - arm64
-      x-stainless-async:
-      - 'false'
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - MacOS
-      x-stainless-package-version:
-      - 1.93.0
-      x-stainless-raw-response:
-      - 'true'
-      x-stainless-read-timeout:
-      - '600.0'
-      x-stainless-retry-count:
-      - '0'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.11.12
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//fFfbjhtHDn33VxAC5mXQEmY8lh3Mm9e3DHa9NpzZC3YdBFQ31V2Z6mKn
-        WCVZCfLvC7JKLY2d7IsAdXfxcnh4yPrtCcDCdYtbWLQDpnac/PLV8+vv/n1P7+7yx+f/eeOHXQ7/
-        /P6uf0fxYfqwaPQEb36mNh1PrVoeJ0/JcSiv20iYSK1ev1iv1+urmxc39mLkjrwe66e0fMbL0QW3
-        fHr19Nny6sXy+rt6emDXkixu4b9PAAB+s1+NM3T0ZXELV83xyUgi2NPidv4IYBHZ65MFijhJGNKi
-        Ob1sOSQKFvodBN5DiwF6tyNA6DVswCB7igCfw1sX0MNL+38Ln8PncHn5MqA/iBP4RBPHdHlZHl+v
-        4C6kyF1uFYbLSz1/PziBaN/BFEkoJAEERSvSQEHM7dEgbyENBB0m/cR7ahN1wDuK9tyjJPglY0wU
-        V3A/EPSMvpxycjLjBBJDR9GMWzS48QQuiOuHJA24jkJy2wOkSKGTBjB04MKW4wgdtU4ch+WIDy70
-        MEVuSYQEthxhm1OOBJIiJuodyapk/3QFrzXsDzuKO0f7Y/o1G6FUknZqaMw+uckTTBhxpERRwIXW
-        504dCnp15vocSRposyQeKUJHI/cRp8G10mhYijS0GgdHRzWLno4foYfOSYpukxWCFfyVDrDD6BSM
-        Ctev1FXPdKuJLOHy8gfz/7b4v7y8hXtO6GtYkXYUMjWAO4rYE6SIQQrIsEOvr3JwSUDYd6ti8dUx
-        hddnKajllz010FPoKDbguUU1U/KYcmwHFAVkQwPuHMdq7WPN/NWcuZr6SFHLh6HVmkcWgc5ttxQp
-        PAbpBPTIksyXJ2XWxFP2GI/ISnX37hzQ12eAqteC1fStb8WZs+LVOw5HltyUIrx1QQOQQpIT5vfG
-        RrX7OQAsq3UXVEyEOtgc4Hp9YUTCSJ2yXPtiirQzZ7U3Gti7NABC4GTEl8k9EHQ5atZ6YmDvOjyA
-        EAqHVfGmZP3TqgJ6YYgsZFFcXTSAqUBRAhlcP1A8sRX3GCmQiCGcMPakX44YHyhpHC2OE7q+YvP/
-        aHIKb4puxHg4edmgELQcVOZMPxTZnesyegHsqYOn6+XNswawbTkHc6xt/OzqwnTDmF2pZr2snt7S
-        iJ5mJwKc04StRf/o+eYAT68uwAXTKPQeZCIrbbX0IXgXCGTgabLWzrGnrtG+T65VtvkD4Mihhxw3
-        GE62G8tEGyL0gCCD2yZIvMfYKbF7p4FT6LGnkUKaMfyqOQ7nfTFD+UaVNXJwrQCNpDEBStFYwq5U
-        p56vVLq5uqi1AxkwqphW9EwXar7f80hFhTB2FOZWAsE9oEqr4eFCVZPNAdYXpmXjVDNVLtNei3Oi
-        ykltLRx1rYIv1NfcrVmMy1rOo9NvCS8grg9u61oMyR9gwyzKykeSa2VdX8yQPhKAuzpDZizf488c
-        j9WjkKx2JBO1Dr0/GE4Dwd85psFkRuH5F0mCV4ySGiXHXltIo9QeknQUWVVGiqaJNcdPOaIHVDlo
-        YD847W1r8cbOoKcOckg4TdTBxDrmHfrGRkcwFBUQDso6WF/M0jJX5CvaBaLO+mXuX84pErZDFbRn
-        K/hELY8jhc4CPdO093P9fij1O6iyvQmD6eSRw6cq03bLMUn1pU8OnEP/1eQrhJwoWrGdDrC60JSx
-        EXlkC2QF/0hOPwBhrQWM1DmEyWPShijj/NRBj4pmiqILRKXPWQDzFgE9poFUhreRx3lx+aYT33Kb
-        TdM/EeoaIZWQf9gpwDqydDaopmoTxqPK0479riwkZGOtJVM8jTWrZKzgVQ0bNjl0vi4vpRc4gq2k
-        1k5nnVLBUieRtDeSkiFRJEl/3AFvvkwYpM6/17Qjz5MqVO3RVhEOsNWsC9kgzqyFiQKlSmm4Cy45
-        THQaBZDQea6jTfcB/yhbK/CR1bqv+awvooVPlVibWHigy2ZLp+HCqv5Zx6Qtau85uMQKteZxp9v7
-        aCTSkW17gC1uVY7qEqh+HogmnY/tg6E/YOhNMOeRVLeVEm7VzLJnruBvVAesbV9J+ZyYvRnGnHjE
-        RGcMm/u/NKEbyR++XlBrJ66t/K3PMi/fH8pQaow+p+247L4qpmdiCH3kvTbWDK9Gb0oDkX7JznrB
-        jdZEiXT463daxr8cADsu+q2e4lEQVFhn5S5RcOwxuF9LTnrvOFbtOEDPVqnmJE8zuILJybYsJmVP
-        1FVaUVNgbOEfWffzs8xmNbUMK1zPV/BysmH95ahYRot0XI47La3KkfM+z9JZBkWx9KeredWh8/X8
-        cJ7Yqvh7T2ngjj33B8hShfb87qMYWRVq6Sz08xuVUNxpsHql2nKuEozeOGXmsq7WegPsjtVpc7SV
-        2GPopMWpqlB29kW93hSACyvbwdGOSvVy0vndwUZ7W/uh3ILdjmR1fsWMtM2Ces0N2fuzFxh0JzXj
-        ern9sb75fb7Oeu6nyBv56uhi64KT4ado0qVXV0k8Lezt708AfrRrc350E16UteKnxA9k7q7X62Jv
-        UW7r/wMAAP//jFi9DoIhDNx5DGaHbxDi9zSEtEVr/CHANzj47gYwFiOD85XLHSXAtcoQ1Jr9G23/
-        GgEOy7qbEDqkelvlIXlr8HAilKUS0/2GfB8ANdj+lTPj7tb5dvyHXgAAioXQxUTI8G1ZyhKdW9ie
-        l322uQnW9dgxkCtMqbYCKfjt0mcMOj9yoasLXF/umLgPGkJ0xi4+WDJm1eqpXgAAAP//AwCGkEKG
-        dhEAAA==
-    headers:
-      CF-RAY:
-      - 97144c27cad01abc-GRU
-      Connection:
-      - keep-alive
-      Content-Encoding:
-      - gzip
-      Content-Type:
-      - application/json
-      Date:
-      - Mon, 18 Aug 2025 20:53:07 GMT
-      Server:
-      - cloudflare
-      Set-Cookie:
-      - __cf_bm=gumItH7ZRtD4GgE2NL8KJd5b0g0ukzMySphsV0ru1LE-1755550387-1.0.1.1-iwCn2q9kDpJVTaZu1Swtv1kYCiM39NBeviV1R9awG4XHHMKnojkbu6T7jh_Z3UxfNbluVCsI6RMKj.2rEPp1IcH63gHUQdJfHF71CdCZ3Uc;
-        path=/; expires=Mon, 18-Aug-25 21:23:07 GMT; domain=.api.openai.com; HttpOnly;
-        Secure; SameSite=None
-      - _cfuvid=d7iU8FXLKWOoICtn52jYIApBpBp20kALP6yQjOvXHvQ-1755550387858-0.0.1.1-604800000;
-        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
-      Strict-Transport-Security:
-      - max-age=31536000; includeSubDomains; preload
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - nosniff
-      access-control-expose-headers:
-      - X-Request-ID
-      alt-svc:
-      - h3=":443"; ma=86400
-      cf-cache-status:
-      - DYNAMIC
-      openai-organization:
-      - crewai-iuxna1
-      openai-processing-ms:
-      - '14516'
-      openai-project:
-      - proj_xitITlrFeen7zjNSzML82h9x
-      openai-version:
-      - '2020-10-01'
-      x-envoy-upstream-service-time:
-      - '14596'
-      x-ratelimit-limit-project-tokens:
-      - '150000000'
-      x-ratelimit-limit-requests:
-      - '30000'
-      x-ratelimit-limit-tokens:
-      - '150000000'
-      x-ratelimit-remaining-project-tokens:
-      - '149999830'
-      x-ratelimit-remaining-requests:
-      - '29999'
-      x-ratelimit-remaining-tokens:
-      - '149999827'
-      x-ratelimit-reset-project-tokens:
-      - 0s
-      x-ratelimit-reset-requests:
-      - 2ms
-      x-ratelimit-reset-tokens:
-      - 0s
-      x-request-id:
-      - req_3c1af5f5590a4b76b33f3fbf7d3a3288
-    status:
-      code: 200
-      message: OK
-- request:
-    body: '{"trace_id": "ebe3e255-33a6-4b40-8c73-acc782e2cb2e", "execution_type":
-      "crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
-      "crew_name": "crew", "flow_name": null, "crewai_version": "0.193.2", "privacy_level":
-      "standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
-      0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-09-23T20:22:48.851064+00:00"},
-      "ephemeral_trace_id": "ebe3e255-33a6-4b40-8c73-acc782e2cb2e"}'
-    headers:
-      Accept:
-      - '*/*'
-      Accept-Encoding:
-      - gzip, deflate
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '490'
-      Content-Type:
-      - application/json
-      User-Agent:
-      - CrewAI-CLI/0.193.2
-      X-Crewai-Version:
-      - 0.193.2
-    method: POST
-    uri: http://localhost:3000/crewai_plus/api/v1/tracing/ephemeral/batches
-  response:
-    body:
-      string: '{"id":"dcf37266-a30f-4a61-9084-293f108becab","ephemeral_trace_id":"ebe3e255-33a6-4b40-8c73-acc782e2cb2e","execution_type":"crew","crew_name":"crew","flow_name":null,"status":"running","duration_ms":null,"crewai_version":"0.193.2","total_events":0,"execution_context":{"crew_fingerprint":null,"crew_name":"crew","flow_name":null,"crewai_version":"0.193.2","privacy_level":"standard"},"created_at":"2025-09-23T20:22:48.921Z","updated_at":"2025-09-23T20:22:48.921Z","access_code":"TRACE-20af0f540e","user_identifier":null}'
-    headers:
-      Content-Length:
-      - '519'
-      cache-control:
-      - max-age=0, private, must-revalidate
-      content-security-policy:
-      - 'default-src ''self'' *.crewai.com crewai.com; script-src ''self'' ''unsafe-inline''
-        *.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts https://www.gstatic.com
-        https://run.pstmn.io https://share.descript.com/; style-src ''self'' ''unsafe-inline''
-        *.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self''
-        data: *.crewai.com crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
-        https://cdn.jsdelivr.net; font-src ''self'' data: *.crewai.com crewai.com;
-        connect-src ''self'' *.crewai.com crewai.com https://zeus.tools.crewai.com
-        https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
-        https://run.pstmn.io https://connect.tools.crewai.com/ ws://localhost:3036
-        wss://localhost:3036; frame-src ''self'' *.crewai.com crewai.com https://connect.useparagon.com/
-        https://zeus.tools.crewai.com https://zeus.useparagon.com/* https://connect.tools.crewai.com/
-        https://www.youtube.com https://share.descript.com'
-      content-type:
-      - application/json; charset=utf-8
-      etag:
-      - W/"e3802608dd0afa467b9006ae28a09ac0"
-      permissions-policy:
-      - camera=(), microphone=(self), geolocation=()
-      referrer-policy:
-      - strict-origin-when-cross-origin
-      server-timing:
-      - cache_read.active_support;dur=0.08, sql.active_record;dur=17.40, cache_generate.active_support;dur=5.00,
-        cache_write.active_support;dur=0.23, cache_read_multi.active_support;dur=0.23,
-        start_processing.action_controller;dur=0.00, start_transaction.active_record;dur=0.00,
-        transaction.active_record;dur=10.40, process_action.action_controller;dur=15.72
-      vary:
-      - Accept
-      x-content-type-options:
-      - nosniff
-      x-frame-options:
-      - SAMEORIGIN
-      x-permitted-cross-domain-policies:
-      - none
-      x-request-id:
-      - 86297c99-3a4e-4797-8ce9-79442128fefd
-      x-runtime:
-      - '0.072605'
-      x-xss-protection:
-      - 1; mode=block
-    status:
-      code: 201
-      message: Created
-- request:
-    body: '{"events": [{"event_id": "fcb0a361-b236-47a2-8ae5-613d404a433a", "timestamp":
-      "2025-09-23T20:22:48.928654+00:00", "type": "crew_kickoff_started", "event_data":
-      {"timestamp": "2025-09-23T20:22:48.850336+00:00", "type": "crew_kickoff_started",
-      "source_fingerprint": null, "source_type": null, "fingerprint_metadata": null,
-      "task_id": null, "task_name": null, "agent_id": null, "agent_role": null, "crew_name":
-      "crew", "crew": null, "inputs": {"other_input": "other data"}}}, {"event_id":
-      "0850c159-2cf7-40d7-af41-dbafc4ec361d", "timestamp": "2025-09-23T20:22:48.930041+00:00",
-      "type": "task_started", "event_data": {"task_description": "Analyze the data",
-      "expected_output": "Analysis report", "task_name": "Analyze the data", "context":
-      "", "agent_role": "test role", "task_id": "7ef853e5-b583-450e-85f4-14f773feab58"}},
-      {"event_id": "c06bbca6-f2d9-4f66-a696-f0c201bb3587", "timestamp": "2025-09-23T20:22:48.930693+00:00",
-      "type": "agent_execution_started", "event_data": {"agent_role": "test role",
-      "agent_goal": "test goal", "agent_backstory": "test backstory"}}, {"event_id":
-      "a2f3bd4a-f298-4aec-90c7-fce24533c211", "timestamp": "2025-09-23T20:22:48.930847+00:00",
-      "type": "llm_call_started", "event_data": {"timestamp": "2025-09-23T20:22:48.930805+00:00",
-      "type": "llm_call_started", "source_fingerprint": null, "source_type": null,
-      "fingerprint_metadata": null, "task_id": "7ef853e5-b583-450e-85f4-14f773feab58",
-      "task_name": "Analyze the data", "agent_id": null, "agent_role": null, "from_task":
-      null, "from_agent": null, "model": "gpt-4o-mini", "messages": [{"role": "system",
-      "content": "You are test role. test backstory\nYour personal goal is: test goal\nTo
-      give my best complete final answer to the task respond using the exact following
-      format:\n\nThought: I now can give a great answer\nFinal Answer: Your final
-      answer must be the great and the most complete as possible, it must be outcome
-      described.\n\nI MUST use these formats, my job depends on it!"}, {"role": "user",
-      "content": "\nCurrent Task: Analyze the data\n\nThis is the expected criteria
-      for your final answer: Analysis report\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:"}], "tools": null, "callbacks": ["<crewai.utilities.token_counter_callback.TokenCalcHandler
-      object at 0x124395280>"], "available_functions": null}}, {"event_id": "37cccb0f-facb-4b5b-a28d-31820381e77c",
-      "timestamp": "2025-09-23T20:22:49.029070+00:00", "type": "llm_call_completed",
-      "event_data": {"timestamp": "2025-09-23T20:22:49.028732+00:00", "type": "llm_call_completed",
-      "source_fingerprint": null, "source_type": null, "fingerprint_metadata": null,
-      "task_id": "7ef853e5-b583-450e-85f4-14f773feab58", "task_name": "Analyze the
-      data", "agent_id": null, "agent_role": null, "from_task": null, "from_agent":
-      null, "messages": [{"role": "system", "content": "You are test role. test backstory\nYour
-      personal goal is: test goal\nTo give my best complete final answer to the task
-      respond using the exact following format:\n\nThought: I now can give a great
-      answer\nFinal Answer: Your final answer must be the great and the most complete
-      as possible, it must be outcome described.\n\nI MUST use these formats, my job
-      depends on it!"}, {"role": "user", "content": "\nCurrent Task: Analyze the data\n\nThis
-      is the expected criteria for your final answer: Analysis report\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:"}], "response": "I now can give a great
-      answer  \nFinal Answer: \n\n**Analysis Report**\n\n**1. Introduction**  \nThis
-      report presents a comprehensive analysis of the data collected over the last
-      quarter. The goal of this analysis is to derive actionable insights, identify
-      trends, and inform decision-making processes for future strategies.\n\n**2.
-      Data Overview**  \nThe data set comprises multiple parameters including sales
-      figures, customer demographics, product categories, and geographical distribution.
-      Key variables analyzed include:\n\n- **Sales Figures**: Total sales revenue,
-      average transaction value, units sold.\n- **Customer Demographics**: Age, gender,
-      location, and purchasing behavior.\n- **Product Categories**: Performance across
-      different categories, including most and least popular products.\n- **Geographical
-      Distribution**: Sales performance across various regions.\n\n**3. Key Findings**  \n-
-      **Sales Trends**: \n  - Sales increased by 15% compared to the previous quarter,
-      with a notable spike during the holiday season.\n  - The average transaction
-      value also rose by 10%, attributed to higher customer awareness and targeted
-      marketing campaigns.\n\n- **Customer Demographics**:\n  - The primary customer
-      base consists of individuals aged 25-34, accounting for 40% of total purchases.\n  -
-      Female customers outpaced male customers by 20% in overall spending.\n  - Online
-      shopping surged, particularly among urban customers, indicating a shift towards
-      digital engagement.\n\n- **Product Category Performance**:\n  - Electronics
-      emerged as the leading category with a 30% market share in total sales.\n  -
-      Home and garden products saw a decline in sales by 5%, prompting a review of
-      marketing strategies within this segment.\n  - Seasonal products during the
-      holidays significantly boosted sales figures by 25%.\n\n- **Geographical Insights**:\n  -
-      Major urban centers, especially in the Northeast and West Coast, showed the
-      highest revenue generation.\n  - Rural areas, while stable, revealed untapped
-      potential, demonstrating only a 5% increase in sales, indicating a need for
-      targeted outreach.\n\n**4. Recommendations**  \n- **Marketing Strategy**: Enhance
-      digital marketing efforts targeting younger demographics with personalized content
-      and promotions. Utilize social media platforms for engagement, especially considering
-      the demographic insights gathered from the data.\n\n- **Product Focus**: Reassess
-      the home and garden product offerings to cater to the evolving preferences of
-      consumers. Consider bundling products or creating seasonal promotions to reignite
-      interest.\n\n- **Geographical Expansion**: Develop a strategic plan focusing
-      on rural area penetration. Initiate campaigns tailored to local preferences
-      and potential influencers to enhance brand presence.\n\n- **Continuous Data
-      Monitoring**: Implement a regular data review process to keep track of changing
-      customer behaviors and market trends. Leverage analytics tools to automate insights
-      generation for timely decision-making.\n\n**5. Conclusion**  \nOverall, the
-      analysis identifies significant growth potential and areas requiring immediate
-      attention. By adopting the recommended strategies, the organization can enhance
-      overall performance, increase customer satisfaction, and ultimately drive more
-      significant revenue growth.\n\n**6. Appendix**  \n- Data tables and charts illustrating
-      sales growth, customer demographics, and product category performance.  \n-
-      Methodology used for data collection and analysis.\n\nThis report serves as
-      a foundational tool for understanding the current landscape and guiding future
-      actions to achieve the outlined business objectives.", "call_type": "<LLMCallType.LLM_CALL:
-      ''llm_call''>", "model": "gpt-4o-mini"}}, {"event_id": "d25a6a5f-f75f-42c4-b3be-fe540479d514",
-      "timestamp": "2025-09-23T20:22:49.029404+00:00", "type": "agent_execution_completed",
-      "event_data": {"agent_role": "test role", "agent_goal": "test goal", "agent_backstory":
-      "test backstory"}}, {"event_id": "bd4ec3c9-b8e9-45da-bf46-d15de6e7d0a7", "timestamp":
-      "2025-09-23T20:22:49.029547+00:00", "type": "task_completed", "event_data":
-      {"task_description": "Analyze the data", "task_name": "Analyze the data", "task_id":
-      "7ef853e5-b583-450e-85f4-14f773feab58", "output_raw": "**Analysis Report**\n\n**1.
-      Introduction**  \nThis report presents a comprehensive analysis of the data
-      collected over the last quarter. The goal of this analysis is to derive actionable
-      insights, identify trends, and inform decision-making processes for future strategies.\n\n**2.
-      Data Overview**  \nThe data set comprises multiple parameters including sales
-      figures, customer demographics, product categories, and geographical distribution.
-      Key variables analyzed include:\n\n- **Sales Figures**: Total sales revenue,
-      average transaction value, units sold.\n- **Customer Demographics**: Age, gender,
-      location, and purchasing behavior.\n- **Product Categories**: Performance across
-      different categories, including most and least popular products.\n- **Geographical
-      Distribution**: Sales performance across various regions.\n\n**3. Key Findings**  \n-
-      **Sales Trends**: \n  - Sales increased by 15% compared to the previous quarter,
-      with a notable spike during the holiday season.\n  - The average transaction
-      value also rose by 10%, attributed to higher customer awareness and targeted
-      marketing campaigns.\n\n- **Customer Demographics**:\n  - The primary customer
-      base consists of individuals aged 25-34, accounting for 40% of total purchases.\n  -
-      Female customers outpaced male customers by 20% in overall spending.\n  - Online
-      shopping surged, particularly among urban customers, indicating a shift towards
-      digital engagement.\n\n- **Product Category Performance**:\n  - Electronics
-      emerged as the leading category with a 30% market share in total sales.\n  -
-      Home and garden products saw a decline in sales by 5%, prompting a review of
-      marketing strategies within this segment.\n  - Seasonal products during the
-      holidays significantly boosted sales figures by 25%.\n\n- **Geographical Insights**:\n  -
-      Major urban centers, especially in the Northeast and West Coast, showed the
-      highest revenue generation.\n  - Rural areas, while stable, revealed untapped
-      potential, demonstrating only a 5% increase in sales, indicating a need for
-      targeted outreach.\n\n**4. Recommendations**  \n- **Marketing Strategy**: Enhance
-      digital marketing efforts targeting younger demographics with personalized content
-      and promotions. Utilize social media platforms for engagement, especially considering
-      the demographic insights gathered from the data.\n\n- **Product Focus**: Reassess
-      the home and garden product offerings to cater to the evolving preferences of
-      consumers. Consider bundling products or creating seasonal promotions to reignite
-      interest.\n\n- **Geographical Expansion**: Develop a strategic plan focusing
-      on rural area penetration. Initiate campaigns tailored to local preferences
-      and potential influencers to enhance brand presence.\n\n- **Continuous Data
-      Monitoring**: Implement a regular data review process to keep track of changing
-      customer behaviors and market trends. Leverage analytics tools to automate insights
-      generation for timely decision-making.\n\n**5. Conclusion**  \nOverall, the
-      analysis identifies significant growth potential and areas requiring immediate
-      attention. By adopting the recommended strategies, the organization can enhance
-      overall performance, increase customer satisfaction, and ultimately drive more
-      significant revenue growth.\n\n**6. Appendix**  \n- Data tables and charts illustrating
-      sales growth, customer demographics, and product category performance.  \n-
-      Methodology used for data collection and analysis.\n\nThis report serves as
-      a foundational tool for understanding the current landscape and guiding future
-      actions to achieve the outlined business objectives.", "output_format": "OutputFormat.RAW",
-      "agent_role": "test role"}}, {"event_id": "af918c94-ee6a-4699-9519-d01f6314cb87",
-      "timestamp": "2025-09-23T20:22:49.030535+00:00", "type": "crew_kickoff_completed",
-      "event_data": {"timestamp": "2025-09-23T20:22:49.030516+00:00", "type": "crew_kickoff_completed",
-      "source_fingerprint": null, "source_type": null, "fingerprint_metadata": null,
-      "task_id": null, "task_name": null, "agent_id": null, "agent_role": null, "crew_name":
-      "crew", "crew": null, "output": {"description": "Analyze the data", "name":
-      "Analyze the data", "expected_output": "Analysis report", "summary": "Analyze
-      the data...", "raw": "**Analysis Report**\n\n**1. Introduction**  \nThis report
-      presents a comprehensive analysis of the data collected over the last quarter.
-      The goal of this analysis is to derive actionable insights, identify trends,
-      and inform decision-making processes for future strategies.\n\n**2. Data Overview**  \nThe
-      data set comprises multiple parameters including sales figures, customer demographics,
-      product categories, and geographical distribution. Key variables analyzed include:\n\n-
-      **Sales Figures**: Total sales revenue, average transaction value, units sold.\n-
-      **Customer Demographics**: Age, gender, location, and purchasing behavior.\n-
-      **Product Categories**: Performance across different categories, including most
-      and least popular products.\n- **Geographical Distribution**: Sales performance
-      across various regions.\n\n**3. Key Findings**  \n- **Sales Trends**: \n  -
-      Sales increased by 15% compared to the previous quarter, with a notable spike
-      during the holiday season.\n  - The average transaction value also rose by 10%,
-      attributed to higher customer awareness and targeted marketing campaigns.\n\n-
-      **Customer Demographics**:\n  - The primary customer base consists of individuals
-      aged 25-34, accounting for 40% of total purchases.\n  - Female customers outpaced
-      male customers by 20% in overall spending.\n  - Online shopping surged, particularly
-      among urban customers, indicating a shift towards digital engagement.\n\n- **Product
-      Category Performance**:\n  - Electronics emerged as the leading category with
-      a 30% market share in total sales.\n  - Home and garden products saw a decline
-      in sales by 5%, prompting a review of marketing strategies within this segment.\n  -
-      Seasonal products during the holidays significantly boosted sales figures by
-      25%.\n\n- **Geographical Insights**:\n  - Major urban centers, especially in
-      the Northeast and West Coast, showed the highest revenue generation.\n  - Rural
-      areas, while stable, revealed untapped potential, demonstrating only a 5% increase
-      in sales, indicating a need for targeted outreach.\n\n**4. Recommendations**  \n-
-      **Marketing Strategy**: Enhance digital marketing efforts targeting younger
-      demographics with personalized content and promotions. Utilize social media
-      platforms for engagement, especially considering the demographic insights gathered
-      from the data.\n\n- **Product Focus**: Reassess the home and garden product
-      offerings to cater to the evolving preferences of consumers. Consider bundling
-      products or creating seasonal promotions to reignite interest.\n\n- **Geographical
-      Expansion**: Develop a strategic plan focusing on rural area penetration. Initiate
-      campaigns tailored to local preferences and potential influencers to enhance
-      brand presence.\n\n- **Continuous Data Monitoring**: Implement a regular data
-      review process to keep track of changing customer behaviors and market trends.
-      Leverage analytics tools to automate insights generation for timely decision-making.\n\n**5.
-      Conclusion**  \nOverall, the analysis identifies significant growth potential
-      and areas requiring immediate attention. By adopting the recommended strategies,
-      the organization can enhance overall performance, increase customer satisfaction,
-      and ultimately drive more significant revenue growth.\n\n**6. Appendix**  \n-
-      Data tables and charts illustrating sales growth, customer demographics, and
-      product category performance.  \n- Methodology used for data collection and
-      analysis.\n\nThis report serves as a foundational tool for understanding the
-      current landscape and guiding future actions to achieve the outlined business
-      objectives.", "pydantic": null, "json_dict": null, "agent": "test role", "output_format":
-      "raw"}, "total_tokens": 809}}], "batch_metadata": {"events_count": 8, "batch_sequence":
-      1, "is_final_batch": false}}'
-    headers:
-      Accept:
-      - '*/*'
-      Accept-Encoding:
-      - gzip, deflate
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '16042'
-      Content-Type:
-      - application/json
-      User-Agent:
-      - CrewAI-CLI/0.193.2
-      X-Crewai-Version:
-      - 0.193.2
-    method: POST
-    uri: http://localhost:3000/crewai_plus/api/v1/tracing/ephemeral/batches/ebe3e255-33a6-4b40-8c73-acc782e2cb2e/events
-  response:
-    body:
-      string: '{"events_created":8,"ephemeral_trace_batch_id":"dcf37266-a30f-4a61-9084-293f108becab"}'
-    headers:
-      Content-Length:
-      - '86'
-      cache-control:
-      - max-age=0, private, must-revalidate
-      content-security-policy:
-      - 'default-src ''self'' *.crewai.com crewai.com; script-src ''self'' ''unsafe-inline''
-        *.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts https://www.gstatic.com
-        https://run.pstmn.io https://share.descript.com/; style-src ''self'' ''unsafe-inline''
-        *.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self''
-        data: *.crewai.com crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
-        https://cdn.jsdelivr.net; font-src ''self'' data: *.crewai.com crewai.com;
-        connect-src ''self'' *.crewai.com crewai.com https://zeus.tools.crewai.com
-        https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
-        https://run.pstmn.io https://connect.tools.crewai.com/ ws://localhost:3036
-        wss://localhost:3036; frame-src ''self'' *.crewai.com crewai.com https://connect.useparagon.com/
-        https://zeus.tools.crewai.com https://zeus.useparagon.com/* https://connect.tools.crewai.com/
-        https://www.youtube.com https://share.descript.com'
-      content-type:
-      - application/json; charset=utf-8
-      etag:
-      - W/"5365b7d51712464f7429104b4339a428"
-      permissions-policy:
-      - camera=(), microphone=(self), geolocation=()
-      referrer-policy:
-      - strict-origin-when-cross-origin
-      server-timing:
-      - cache_read.active_support;dur=0.06, sql.active_record;dur=34.08, cache_generate.active_support;dur=2.20,
-        cache_write.active_support;dur=0.16, cache_read_multi.active_support;dur=0.10,
-        start_processing.action_controller;dur=0.00, instantiation.active_record;dur=0.06,
-        start_transaction.active_record;dur=0.00, transaction.active_record;dur=48.40,
-        process_action.action_controller;dur=55.37
-      vary:
-      - Accept
-      x-content-type-options:
-      - nosniff
-      x-frame-options:
-      - SAMEORIGIN
-      x-permitted-cross-domain-policies:
-      - none
-      x-request-id:
-      - dd950cf1-62f1-4126-b8b0-9e4629b5f5b6
-      x-runtime:
-      - '0.100871'
-      x-xss-protection:
-      - 1; mode=block
-    status:
-      code: 200
-      message: OK
-- request:
-    body: '{"status": "completed", "duration_ms": 291, "final_event_count": 8}'
-    headers:
-      Accept:
-      - '*/*'
-      Accept-Encoding:
-      - gzip, deflate
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '67'
-      Content-Type:
-      - application/json
-      User-Agent:
-      - CrewAI-CLI/0.193.2
-      X-Crewai-Version:
-      - 0.193.2
-    method: PATCH
-    uri: http://localhost:3000/crewai_plus/api/v1/tracing/ephemeral/batches/ebe3e255-33a6-4b40-8c73-acc782e2cb2e/finalize
-  response:
-    body:
-      string: '{"id":"dcf37266-a30f-4a61-9084-293f108becab","ephemeral_trace_id":"ebe3e255-33a6-4b40-8c73-acc782e2cb2e","execution_type":"crew","crew_name":"crew","flow_name":null,"status":"completed","duration_ms":291,"crewai_version":"0.193.2","total_events":8,"execution_context":{"crew_name":"crew","flow_name":null,"privacy_level":"standard","crewai_version":"0.193.2","crew_fingerprint":null},"created_at":"2025-09-23T20:22:48.921Z","updated_at":"2025-09-23T20:22:49.192Z","access_code":"TRACE-20af0f540e","user_identifier":null}'
-    headers:
-      Content-Length:
-      - '520'
-      cache-control:
-      - max-age=0, private, must-revalidate
-      content-security-policy:
-      - 'default-src ''self'' *.crewai.com crewai.com; script-src ''self'' ''unsafe-inline''
-        *.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts https://www.gstatic.com
-        https://run.pstmn.io https://share.descript.com/; style-src ''self'' ''unsafe-inline''
-        *.crewai.com crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self''
-        data: *.crewai.com crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
-        https://cdn.jsdelivr.net; font-src ''self'' data: *.crewai.com crewai.com;
-        connect-src ''self'' *.crewai.com crewai.com https://zeus.tools.crewai.com
-        https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
-        https://run.pstmn.io https://connect.tools.crewai.com/ ws://localhost:3036
-        wss://localhost:3036; frame-src ''self'' *.crewai.com crewai.com https://connect.useparagon.com/
-        https://zeus.tools.crewai.com https://zeus.useparagon.com/* https://connect.tools.crewai.com/
-        https://www.youtube.com https://share.descript.com'
-      content-type:
-      - application/json; charset=utf-8
-      etag:
-      - W/"c260c7a5c5e94132d69ede0da4a3cc45"
-      permissions-policy:
-      - camera=(), microphone=(self), geolocation=()
-      referrer-policy:
-      - strict-origin-when-cross-origin
-      server-timing:
-      - cache_read.active_support;dur=0.07, sql.active_record;dur=10.48, cache_generate.active_support;dur=2.79,
-        cache_write.active_support;dur=0.14, cache_read_multi.active_support;dur=0.10,
-        start_processing.action_controller;dur=0.00, instantiation.active_record;dur=0.04,
-        unpermitted_parameters.action_controller;dur=0.00, start_transaction.active_record;dur=0.00,
-        transaction.active_record;dur=4.50, process_action.action_controller;dur=10.46
-      vary:
-      - Accept
-      x-content-type-options:
-      - nosniff
-      x-frame-options:
-      - SAMEORIGIN
-      x-permitted-cross-domain-policies:
-      - none
-      x-request-id:
-      - b38e7096-bfc4-46ea-ab8a-cecd09f0444b
-      x-runtime:
-      - '0.048311'
-      x-xss-protection:
-      - 1; mode=block
-    status:
-      code: 200
-      message: OK
-version: 1

lib/crewai/tests/cassettes/tools/agent_tools/test_ask_question.yaml

@@ -0,0 +1,115 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are researcher. You''re
+      an expert researcher, specialized in technology\nYour personal goal is: make
+      the best research and analysis on content about AI and AI agents\nTo give my
+      best complete final answer to the task use the exact following format:\n\nThought:
+      I now can give a great answer\nFinal Answer: Your final answer must be the great
+      and the most complete as possible, it must be outcome described.\n\nI MUST use
+      these formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent
+      Task: do you hate AI Agents?\n\nThis is the expect criteria for your final answer:
+      Your best answer to your coworker asking you this, accounting for the context
+      shared.\nyou MUST return the actual complete content as the final answer, not
+      a summary.\n\nThis is the context you''re working with:\nI heard you LOVE them\n\nBegin!
+      This is VERY important to you, use the tools available and give your best Final
+      Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o"}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '1021'
+      content-type:
+      - application/json
+      cookie:
+      - __cf_bm=rb61BZH2ejzD5YPmLaEJqI7km71QqyNJGTVdNxBq6qk-1727213194-1.0.1.1-pJ49onmgX9IugEMuYQMralzD7oj_6W.CHbSu4Su1z3NyjTGYg.rhgJZWng8feFYah._oSnoYlkTjpK1Wd2C9FA;
+        _cfuvid=lbRdAddVWV6W3f5Dm9SaOPWDUOxqtZBSPr_fTW26nEA-1727213194587-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.47.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.47.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.7
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    content: "{\n  \"id\": \"chatcmpl-AB7WnyWZFoccBH9YB7ghLbR1L8Wqa\",\n  \"object\":
+      \"chat.completion\",\n  \"created\": 1727213909,\n  \"model\": \"gpt-4o-2024-05-13\",\n
+      \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+      \"assistant\",\n        \"content\": \"Thought: I now can give a great answer\\nFinal
+      Answer: As an expert researcher specialized in technology, I don't harbor emotions
+      such as hate towards AI agents. Instead, my focus is on understanding, analyzing,
+      and leveraging their potential to advance various fields. AI agents, when designed
+      and implemented effectively, can greatly augment human capabilities, streamline
+      processes, and provide valuable insights that might otherwise be overlooked.
+      My enthusiasm for AI agents stems from their ability to transform industries
+      and improve everyday life, making complex tasks more manageable and enhancing
+      overall efficiency. This passion drives my research and commitment to making
+      meaningful contributions in the realm of AI and AI agents.\",\n        \"refusal\":
+      null\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n
+      \   }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 199,\n    \"completion_tokens\":
+      126,\n    \"total_tokens\": 325,\n    \"completion_tokens_details\": {\n      \"reasoning_tokens\":
+      0\n    }\n  },\n  \"system_fingerprint\": \"fp_e375328146\"\n}\n"
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 8c85ebf47e661cf3-GRU
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 24 Sep 2024 21:38:31 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '2498'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '30000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '29999755'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_b7e2cb0620e45d3d74310d3f0166551f
+    http_version: HTTP/1.1
+    status_code: 200
+version: 1